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56 merged results for "Trajectory Tracking Controller"

Partial results: at least one source did not answer. Available results are shown rather than treating an upstream outage as zero matches.

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  1. SSS–DDQN solution-space best-first search for robust trajectory tracking of Mecanum robots under partial observability

    G M O, S A L. · Front Robot AI

    uncertain Transparent signal score 50/100 · policy 1.0.0

    Found in europe-pmc · no DOI

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    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
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    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  2. Model Predictive Controller for a Planar Tensegrity Mechanism with decoupled position and stiffness control

    Jurado Realpe, Salih Abdelaziz, Philippe Poignet · 2020

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.1007/978-3-030-50975-0_43

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    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  3. On Bellman Equations in Quadratic Ergodic Control with Controller Constraints

    Y. Fujita · 1999 · Applied Mathematics and Optimization

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002459900095

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  4. Improved In Situ Tracking of Rhizosphere Bacteria Using Dual Staining with Fluorescence-Labeled Antibodies and rRNA-Targeted Oligonucleotides

    B. Aßmus, M. Schloter, G. Kirchhof, P. Hutzler · 1997 · Microbial Ecology

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002489900005

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  5. Use of 16S-rRNA Based Techniques to Investigate the Ecological Succession of Microbial Populations in the Immature Lamb Rumen: Tracking of a Specific Strain of Inoculated Ruminococcus and Interactions with Other Microbial Populations in Vivo

    D.O. Krause, W.J.M. Smith, F.M.E. Ryan, R.I. Mackie · 1999 · Microbial Ecology

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002489901006

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  6. Hepatic periportal tracking associated with severe acute pyelonephritis

    R. Zissin, E. Kots, R. Rachmani, R. Hadari · 2000 · Abdominal Imaging

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002610000026

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  7. MR-guided cholecystostomy: Assessment of biplanar, real-time needle tracking in three pigs

    Susanne C. Göhde, Thomas Pfammatter, Paul Steiner, Peter Erhart · 1997 · Cardiovascular and Interventional Radiology

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002709900154

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  8. MR-guided percutaneous angioplasty: Assessment of tracking safety, catheter handling and functionality

    Simon Wildermuth, Charles L. Dumoulin, Thomas Pfammatter, Stephan E. Maier · 1998 · CardioVascular and Interventional Radiology

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1007/s002709900288

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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  9. Trajectory tracking controller for unmanned helicopter under environmental disturbances.

    Serrano ME, Gandolfo DC, Scaglia GJE. · 2020 · ISA Trans

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1016/j.isatra.2020.06.026

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  10. Trajectory tracking controller of a robotized arm with joint constraints, a direct adaptive gain with state limitations approach.

    Hernandez-Sanchez A, Chairez I, Matehuala-Moran I, Alfaro-Ponce M · 2023 · ISA Trans

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1016/j.isatra.2023.07.004

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  11. Optimization-based adaptive trajectory tracking controller design of self-balanced vehicle with asymptotic prescribed performance.

    Hu C, Liu M, Wang L, Pang H. · 2024 · ISA Trans

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1016/j.isatra.2024.02.031

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  12. Safety-boundary-aware time-varying formation control for multi-agent systems in unknown corridors.

    Zhu D, Lian Z, Chen M, Lin WJ · 2026 · ISA transactions

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.isatra.2026.10.032

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  13. Robotized Incremental Sheet Forming trajectory control using deep neural network for force/torque compensator and task-space error tracking controller

    Xuan Dung To, Sandra Zimmer-Chevret, Ghinwa Ouaidat, Thibaut Raharijaona · 2025 · Mechatronics

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.1016/j.mechatronics.2025.103360

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  14. DDPG based LADRC trajectory tracking control for underactuated unmanned ship under environmental disturbances

    Yuemin Zheng, J. Tao, J. Hartikainen, F. Duan · 2023 · Ocean Engineering

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in hal · DOI 10.1016/j.oceaneng.2023.113667

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  15. Ecological commissioning links microbial succession to treatment stabilization during managed aquifer recharge.

    Zhai Y, Wang X, van der Meer W, van Loosdrecht MCM · 2026 · Water research

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.watres.2026.127279

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  16. Disturbance attenuation and trajectory tracking via a reduced-order output feedback controller for robot manipulators

    Michel Zasadzinski, Edouard Richard, Mohamed Fayçal Khelfi, Mohamed Darouach · 1998 · Automatica

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.1016/s0005-1098(03)00006-2

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  17. Physical aspects of a real-time tumor-tracking system for gated radiotherapy

    Hiroki Shirato, Shinichi Shimizu, Tatsuya Kunieda, Kei Kitamura · 2000 · International Journal of Radiation Oncology*Biology*Physics

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1016/s0360-3016(00)00748-3

    Show all credibility signals
    • supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  18. Optimization of PID trajectory tracking controller for a 3-DOF robotic manipulator using enhanced Artificial Bee Colony algorithm.

    Azeez MI, Abdelhaleem AMM, Elnaggar S, Moustafa KAF · 2023 · Sci Rep

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1038/s41598-023-37895-3

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  19. Design of composite adaptive controller with multilateral adaptive learning mechanism

    Chao Niu, Yumei Yao, Zengliang Zhang, Mingxin Zuo · 2025 · Scientific Reports

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1038/s41598-025-26366-6

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  20. A tracking model predictive control algorithm for rendezvous of tumbling targets in elliptical orbit

    YANG Huixin, SONG Zeming, DONG Kaikai, LIU Yunzhao · 2025 · Xibei Gongye Daxue Xuebao

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1051/jnwpu/20254351003

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  21. Challenges in evaluating controller asthma therapy in children

    Michael J. Welch · 2000 · Journal of Allergy and Clinical Immunology

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1067/mai.2000.109423

    Show all credibility signals
    • supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  22. Tuberculosis tracking: Determining the frequency of the booster effect in patients and staff

    Ronald A. Sherman, Kathleen J. Shimoda · 2001 · American Journal of Infection Control

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1067/mic.2001.110212

    Show all credibility signals
    • supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  23. Predominant inner-half wall thickening of left ventricle is attenuated in dilated cardiomyopathy: an application of tissue doppler tracking technique

    Nobuaki Tanaka, Takashi Tone, Shiro Ono, Yasuaki Tomochika · 2001 · Journal of the American Society of Echocardiography

    uncertain Transparent signal score 64/100 · policy 1.0.0

    Found in crossref · DOI 10.1067/mje.2001.109515

    Show all credibility signals
    • supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  24. Hierarchical control of multiple tugboats with constraint-driven model-following control

    Satoshi Otsuki, Miki Taya, Kenichi Nakashima, Takeshi Hatanaka · 2025 · SICE Journal of Control, Measurement, and System Integration

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1080/18824889.2025.2521907

    Show all credibility signals
    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  25. Reinforcement Learning–Enhanced Sliding Mode Control for Robust SCARA Robot Trajectory Tracking

    Awatef Yahyaoui, Wafa Boukadida, Anouar Benamor, Larbi Chrifi-Alaoui · 2026

    limited evidence Transparent signal score 49/100 · policy 1.0.0

    Found in hal · DOI 10.1109/iccad69956.2026.11642964

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  26. Finite-Time Switched Second-Order Sliding-Mode Control of Nonholonomic Wheeled Mobile Robot Systems

    Hao Ce, Wang Hongbin, Cheng Xiaoyan, Zhou Zhen · 2018 · Complexity

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1155/2018/1430989

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 4 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  27. Backstepping Approach for Autonomous Mobile Robot Trajectory Tracking

    Benaoumeur Ibari, Laredj Benchikh, Amar Reda Hanifi Elhachimi, Zoubir Ahmed-Foitih · 2016 · Indonesian Journal of Electrical Engineering and Computer Science

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.11591/ijeecs.v2.i3.pp478-485

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  28. Domiciliary fractional exhaled nitric oxide predicts exacerbation risk and guides ICS tapering in controlled asthma.

    Liu W, Ding Y, Dai W, Zhu M · 2026 · BMC pulmonary medicine

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.1186/s12890-026-04544-0

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  29. Variable kinetic constraints in robotic assistance enhance learning of a complex motor skill.

    Charbonnier L, Blandin Y, Decatoire A, Eon A · 2026 · Journal of neuroengineering and rehabilitation

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.1186/s12984-026-02101-8

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  30. Modeling menstrual cycle phases from urinary hormone trajectories using an autoregressive hidden Markov model.

    Stujenske TM, Bouchard TP, Troy A, Kelemen S · 2026 · PLOS digital health

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.1371/journal.pdig.0001502

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  31. Disturbance Compensation Model Predictive Control for Free‑Floating Space Robots

    LIU Jianxing, ZHANG Ouyang, MA Xiaolong, CHEN Meng · 2026 · Nanjing Hangkong Hangtian Daxue Xuebao

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.16356/j.2097-6771.2026.01.015

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  32. Directional coordination along the cortical hierarchy is selectively reorganized in schizophrenia.

    Wiafe SL, Soleimani N, Fu Z, Miller R · 2026 · Research square

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.21203/rs.3.rs-10874397/v1

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  33. An Adaptive Trajectory Tracking Controller of a Multi-joint Snake Robot Considering Non-holonomic Constraints

    Li D, Wang C, Deng H, Huang J. · 2021

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.21203/rs.3.rs-458693/v1

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • cautionPublication version: Identified as a preprint; peer review and later versions may change the record. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  34. Hybrid FES-exoskeleton control: Using MPC to distribute actuation for elbow and wrist movements

    Nathan Dunkelberger, Jeffrey Berning, Eric M. Schearer, Marcia K. O'Malley · 2023 · Frontiers in Neurorobotics

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3389/fnbot.2023.1127783

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  35. Bridging joint degeneration and systemic skeletal fragility: knee osteoarthritis as an independent risk factor for osteoporosis.

    Sun W, Ma J, He J, Liu Y · 2026 · Frontiers in public health

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.3389/fpubh.2026.1964979

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  36. Flattening the Curve of Flexible Space Robotics

    Timothy Sands · 2022 · Applied Sciences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/app12062992

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
    • supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
    • not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
    • supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
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    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  37. Iterative Learning Method for In-Flight Auto-Tuning of UAV Controllers Based on Basic Sensory Information

    Wojciech Giernacki · 2019 · Applied Sciences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/app9040648

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  38. Outdoor Autonomous Navigation of a Tailless Flapping-Wing Micro Aerial Vehicle Using Low-Cost MEMS Sensors and GNSS Module.

    Yuan J, Xiao Y, Wu C, Yuan H · 2026 · Biomimetics (Basel)

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3390/biomimetics11100725

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  39. Research on 4WS Agricultural Machine Path Tracking Algorithm Based on Fuzzy Control Pure Tracking Model

    Chengliang Zhang, Guanlei Gao, Chunzhao Zhao, Lei Li · 2022 · Machines

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/machines10070597

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  40. Precision Trajectory Tracking of Magnetically Actuated Microparticles Using Permanent-Magnet Systems Under State Constraints.

    Hamdaoui ZE, Wang S, Boutat D, Barbri NE · 2026 · Micromachines (Basel)

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3390/mi17101177

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  41. LQR-MPC-Based Trajectory-Tracking Controller of Autonomous Vehicle Subject to Coupling Effects and Driving State Uncertainties.

    Yuan T, Zhao R. · 2022 · Sensors (Basel)

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3390/s22155556

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  42. Guidance, Navigation and Control for Autonomous Quadrotor Flight in an Agricultural Field: The Case of Vineyards

    Adel Mokrane, Abdelaziz Benallegue, Amal Choukchou-Braham, A. El Hadri · 2022 · Sensors

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.3390/s22228865

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  43. Trajectory Tracking Controller for Quadrotor by Continual Reinforcement Learning in Wind-Disturbed Environment.

    Liu Y, Hao L, Wang S, Wang X. · 2025 · Sensors (Basel)

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3390/s25164895

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  44. Angular speed should not be used to test the speed-curvature power law.

    Matic A · 2026 · Behavior research methods

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.3758/s13428-026-03227-2

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  45. A novel generalized sliding mode controller for uncertain robot manipulators based on motion constraints

    Z. Wang, L. Mei, X. Ma · 2024 · Mechanical Sciences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.5194/ms-15-55-2024

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  46. RESEARCH COLLECTION / FLAGSHIPS 71–80 OF 90 Botanical Networks, Skin Aging & Adaptive Skincare at the Limit STARLI Herbal Skincare | F71–F80 / 90 | Author 33 | Research Design Working Edition v1.2 This ten-volume prospective, nonclinical collection examines botanical antioxidant interaction, energy-limited nanocarrier transport, microbiome resilience, stress-memory reversibility, epigenetic age uncertainty, optical versus biological aging, bounded feedback control, personalized forecasting, responsive facial masks and safe formulation search. Each flagship is a proposed research contract, not evidence of cosmetic efficacy. Two five-theme units contain ten English 777-page working editions: 300 conditional formula plates, 820 chapter openings, 4,100 separately paginated study designs, 2,000 Research Gates and 330 Phoenix Answer Embryos. Experimental tests, independent physical witnesses and hard-stop boundaries must be distinguished from editorial structure. Research Unit I · F71–F75 F71 HERBAL ANTIOXIDANT NETWORKS AND SKIN HOMEOSTASIS AT THE LIMIT — Tests botanical antioxidant-mixture interaction with a blinded 2×2 ingredient-by-dose factorial and measured free active concentrations. Matched single-active and vehicle controls distinguish chemical synergy from dissolution bias; precipitation and toxicity impose hard stops. F72 NANOCARRIER TRANSPORT AND LOCAL ENERGY DISSIPATION IN SKINCARE AT THE LIMIT — Measures actuation energy per independently recovered microgram transported through a phantom. Equal-flux passive carriers, metered power and matched temperature challenge apparent active-delivery gains caused by externally supplied heat; excessive local heating vetoes release. F73 SKIN MICROBIOME STABILITY AND ECOLOGICAL RESILIENCE AT THE LIMIT — Measures time for a perturbed nonclinical skin community to return to a registered composition-distance threshold. Masked inoculum strata, contamination blanks and absolute counts test whether apparent microbiome resilience instead reflects introduced cells; pathogen growth is a stop condition. F74 CELLULAR DAMAGE MEMORY AND REVERSIBILITY BOUNDARIES IN SKIN AT THE LIMIT — Tracks residual stress-associated epigenetic response by cell lineage after challenge withdrawal. Blinded single-cell survival and washout controls separate persistent stress memory from selective loss of damaged cells; reversibility is not inferred if an irreversible component is unidentifiable. F75 SKIN EPIGENETIC AGE AND MEASUREMENT UNCERTAINTY AT THE LIMIT — Challenges a frozen methylation-age proxy on held-out batches after cell-mixture correction. External calibration, subgroup uncertainty and matched conventional clocks distinguish molecular age evidence from altered cell composition; transfer-bias limits must be met before any age inference.   SECOND RESEARCH UNIT / CONTROLS, FORECASTS & SAFETY Research Unit II · F76–F80 F76 BIOLOGICAL VERSUS APPARENT SKIN AGING AT THE LIMIT — Separates optically apparent skin age from an independently calibrated biological-age proxy. Masked lighting, makeup and camera perturbations test whether visual improvement occurs without molecular change; appearance scoring must not be interpreted as rejuvenation or diagnosis. F77 CLOSED-LOOP INTELLIGENT SKINCARE AND SKIN-STATE FEEDBACK AT THE LIMIT — Tests bounded skincare feedback control by skin-phantom settling time. Equal-sampling open-loop and frozen PID baselines with hidden sensor noise distinguish real controller gain from higher monitoring frequency; unknown state or unsafe output requires abstention. F78 AI PERSONALIZED SKINCARE AND LONGITUDINAL SKIN RESPONSE PREDICTION AT THE LIMIT — Evaluates 30-day individualized response forecasts on fully withheld people and future days. Seasonality shifts and identity-leakage tests challenge inflated AI accuracy against persistence and calendar-only baselines; weak subgroup calibration triggers a stop. F79 SMART FACIAL MASK SENSING AND HYDRATION FEEDBACK CONTROL AT THE LIMIT — Measures smart-mask sensing-to-release lag against gravimetric hydration truth. Dummy humidity loads and equal-capacity passive masks expose capacitive drift mistaken for water transfer; excess release or irritation sentinels impose non-negotiable vetoes. F80 ADAPTIVE HERBAL SKINCARE FORMULATION AND SAFETY OPTIMIZATION AT THE LIMIT — Estimates the share of pre-registered botanical formulation proposals meeting every locked chemistry and safety criterion. Unseen raw-material batches, coded ingredients and blinded toxicology compare adaptive optimization with conservative recipes; unsafe searches cannot count as success. Physical Scope, Falsifiability & Evidence Status The research designs emphasize traceable botanical lots, nonclinical cells, authorized ex-vivo references, skin-like phantoms, calibrated standards, blinded perturbations and independently measurable endpoints. Equalized sampling, material, energy and analysis budgets are required for fair baseline comparisons. Safety vetoes, identity integrity, uncertainty and unselected trial denominators are never traded away for mean performance. The introductions identify mother-methodology DOI anchors 10.5281/zenodo.23480803, 10.5281/zenodo.23486020 and 10.5281/zenodo.23318840 as editorial lineage only. External DOI metadata, source-to-claim relevance, units and specialist scientific validity remain subject to independent verification. No human skin rejuvenation, therapeutic effectiveness or product-performance outcome is established. Research Gate Evolution & QA Boundary The source v1.2 release states that the 200 Research Gate pages per book (PDF pp. 538–737) were rebuilt from two candidate causal mutations for each Gate, while other pages were retained from v1.1. Source automation reported no exact repeated Gate questions or annotations and passed lexical screening; it does not establish 2,000 scientifically independent mechanisms. Physics, derivations, DOI relevance, experiments and full-page human visual review remain partial or pending. Join the STARLI Research Community Explore the evolving STARLI Research Gate community and interdisciplinary research-design collections: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23926879

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    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  47. RESEARCH COLLECTION / FLAGSHIPS 211–220 OF 300 Quantum Nanomaterials & Photonic Engineering at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.3 This ten-volume research-design collection examines the limits of photonic fields, quantum-emitter readout, biofluid-sensitive materials, microscale optical manipulation and the coupling of photonic chips to microrobotic tasks. The scope is prospective: the volumes propose independently falsifiable experiments and explicitly do not report new physical laws, verified clinical outcomes or demonstrated quantum advantage. The batch contains ten 777-page English research working editions, organized as two five-theme units: 300 candidate mathematical model plates, 820 chapter introductions, 4,100 individually paginated investigations, 2,000 Research Gates and 330 prospective Phoenix Answer Embryos. Every Gate has six scientific annotations on causal mechanism, orthogonal witness, concealed falsifier, competing account, failure veto and successor handoff. These architectural counts are not certifications of 2,000 scientifically independent discoveries. Research Unit I · F211–F215 F211 NANOPHOTONIC MICROROBOTIC SENSING AT THE LIMIT — Tests whether moving microrobots can support near-field and waveguide measurements beyond geometric shadowing and motion-induced artefacts. Witnesses include resonance quality, insertion loss, optical dose, standoff and local heat; the locked classical photonic-chip baseline and thermal veto remain decisive. F212 PHOTONIC-CRYSTAL BIOSENSOR AT THE LIMIT — Separates photonic-crystal cavity responses to analyte binding from bulk-index changes, thermal detuning, linewidth drift and nonspecific receptor adsorption. Field, spectral and chemical witnesses are measured independently under equal illumination and a frozen sensor calibration. F213 NANO-OPTICAL TWEEZERS LOW-PERTURBATION MANIPULATION AT THE LIMIT — Asks whether near-field optical tweezers can produce calibrated nanoscale trapping while limiting sample heating, photobleaching and membrane strain. Brownian force spectra, escape times and independent thermometry challenge thermal convection and adhesion-based explanations. F214 QUANTUM-DOT BIOLOGICAL SIGNAL READOUT AT THE LIMIT — Distinguishes quantum-dot biological signal readout from matrix autofluorescence, optical bleed-through, photobleaching and ligand or shell degradation. Photon counting, lifetimes, spectral shifts and FRET controls define prospective discriminating experiments rather than efficacy claims. F215 NANODIAMOND SENSOR MATERIALS DEFECT AT THE LIMIT — Tests nanodiamond defect-state readout and ODMR metrology against magnetic bias, strain, surface charging and laser or microwave heating. Independent temperature and magnetic standards must distinguish calibration artefacts from real spin-response effects.   SECOND RESEARCH UNIT / SCIENTIFIC EVIDENCE & SUCCESSION Research Unit II · F216–F220 F216 MICROSCALE OPTICAL-FIELD GRADIENT CONTROL AT THE LIMIT — Proposes physically measured optical-field gradient control with wavefront interferometry, beam steering, phase masks and trap-force calibration. Stage drift, objective aberrations and photothermal lensing are active competitors rather than ignored nuisance terms. F217 NANOPHOTONIC INTERFACE ENERGY COUPLING AT THE LIMIT — Studies near-field energy-transfer efficiency, optical dissipation, plasmon or cavity coupling and photothermal safety at biofluid interfaces. The proposed resource ledger must close across absorbed, reflected, scattered, transmitted and thermally released energy. F218 QUANTUM-MATERIAL BIOFLUID STABILITY AT THE LIMIT — Challenges quantum-material biofluid stability with serum-corona, oxidation, ligand leaching, aggregation and optical quenching controls. Independent chemical assays and reference coupons must separate actual material failure from matrix and readout artefacts. F219 MICROSCALE OPTICAL RESONATOR BIOSENSING AT THE LIMIT — Uses calibrated microscale optical resonators to test label-free biosensing while separating binding from thermal drift, bulk refractive index, cavity coupling and selective reporting. Intrinsic versus loaded Q and orthogonal chemical evidence constrain sensitivity claims. F220 NANOPHOTONIC CHIP AND MICROROBOTIC INTEGRATION AT THE LIMIT — Integrates chip photonics with microrobotic motion, task sensing and physical stop decisions. Independent trajectory, photon dose, insertion loss and complete failed-task records are required for an accepted end-to-end mission advantage. Physical Scope, Falsifiability & Evidence Status All proposals are restricted to synthetic standards, traceable materials, closed chips, authorized ex-vivo references, microfluidic phantoms and bench-scale tests. Comparators should be optimized under matched sample, photon, energy, time and analysis budgets. An unselected trial denominator, calibrated orthogonal witnesses, concealed perturbations and non-negotiable stop conditions are essential. A favorable optical signal never overrides photothermal injury, sample identity loss, physical uncertainty or evidence-provenance failure. Published mechanisms, mathematical relations and candidate flagship claims are kept distinct. The mother research-design source, DOI 10.5281/zenodo.23318840, is editorial and methodological ancestry, not experimental verification. External article DOI anchors originate from the flagship atlas; title, author, publication metadata and source-to-claim relevance still require independent confirmation. Source-contract formulas and endpoints are not always aligned and need specialist reconciliation. Research Gate Evolution & QA Boundary A first-pass Gate is challenged by a second causal candidate; the revised third-pass annotations specify measurement witnesses, blind interventions, rival predictions and failure boundaries. Exact-text comparison across 2,000 Gates is only a screening tool: shared scientific cautionary sentences remain and physical/causal independence requires external domain review. These research-design books are not reports of experimentally observed performance. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23927215

    Show all credibility signals
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  48. RESEARCH COLLECTION / FLAGSHIPS 221–230 OF 300 Quantum Photonic Materials & Microscale Optical Metrology at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.3 This ten-volume research-design collection investigates optical phase localization, engineered quantum defects, microscale photothermal safety, microrobotic optical navigation, surface ageing, photonic-crystal microfluidic sensing, multi-target optical manipulation, biointerface decoherence, readout crosstalk and autonomous calibration. The work proposes physical test designs, not observed new laws, clinical results or experimentally established quantum advantages. Two five-theme research units contain ten English 777-page working editions: 300 mathematical model plates, 820 chapter openings, 4,100 independently paginated study designs, 2,000 Research Gates and 330 Phoenix Answer Embryos. The third-pass Gate edition separately addresses causal mechanisms, orthogonal physical witnesses, masked refutation, competing explanations, hard failure evidence and successor experiments. Structural counts do not certify scientific novelty or physical validation. Research Unit I · F221–F225 F221 OPTICAL PHASE CONTROL AND MICROSCALE LOCALIZATION AT THE LIMIT — Challenges interferometric optical-phase localization with independently registered fiducials, wavefront reversals, detector reference drift and photon-matched free-space baselines. Reports phase and position residuals alongside photothermal rise; apparent field enhancement is not by itself a localization gain. F222 NANOMATERIALS QUANTUM DEFECT ENGINEERING AT THE LIMIT — Tests defect creation, charge states, spin coherence, surface passivation and unselected emitter yield against a geometry-matched classical materials stack. Annealing, sorting bias, substrate strain and thermal cross-sensitivity are live rivals. A bright selected specimen cannot establish manufacturing yield. F223 MICROSCALE PHOTOTHERMAL CONVERSION SAFETY AT THE LIMIT — Constrains photothermal conversion in sealed microfluidic reference systems through spatially independent microthermometry, absorbed-power accounting, duty-cycle variation and physical shutdown tests. Geometry, convection and detector lag compete with any proposed material advantage; local temperature and dose vetoes are noncompensable. F224 QUANTUM OPTICAL MICROROBOTIC NAVIGATION AT THE LIMIT — Compares optically tracked microrobot navigation with free-space reference localization at equal photon and motion budgets. Beacon-phase drift, image interpolation, occlusion, flow reversal and independent trajectory truth challenge seemingly superior tracking; phase stability cannot replace physical pose evidence. F225 NANOPHOTONIC MATERIALS SURFACE AGING AT THE LIMIT — Investigates biofluid, humidity, salt, photooxidation and package-stress ageing of nanophotonic material surfaces. Tracks chemical state, adhesion, insertion loss, intrinsic versus loaded quality factor and functional yield on unselected devices. Survivor selection and bulk-index drift remain rival explanations.   SECOND RESEARCH UNIT / SCIENTIFIC EVIDENCE & SUCCESSION Research Unit II · F226–F230 F226 PHOTONIC-CRYSTAL MICROFLUIDIC SENSING AT THE LIMIT — Tests photonic-crystal microfluidic sensing against a commercial chip under equal optical power using concealed pressure, ionic and fouling challenges. Separate chemical standards, cavity linewidth, insertion loss and complete sensor-array yield distinguish analyte binding from channel deformation, thermal drift or bulk-index change. F227 NANO-OPTICAL FIELD MULTI-TARGET MANIPULATION AT THE LIMIT — Examines whether optical-field control can manipulate several microscale targets without hidden collision, cross-trap force, laser dose or thermal burden. Independent trap stiffness, site-resolved power and trajectory evidence challenge field interference, hydrodynamic coupling and postselected successful handoffs. F228 QUANTUM-MATERIAL BIOINTERFACE DECOHERENCE AT THE LIMIT — Tests quantum-emitter and spin-defect coherence during controlled biofluid exposure, distinguishing interfacial magnetic noise or redox chemistry from optical blinking, microwave heating, matrix aggregation and strain. Spin relaxation, emission spectra and chemical fate require independent witnesses under unselected lot transfer. F229 MICROSCALE OPTICAL READOUT CROSSTALK AT THE LIMIT — Measures spectral, spatial, polarization, electronic and thermal crosstalk in multiplexed optical readouts. Masked reference-channel swaps, dark controls, detector-bias perturbations and leakage spectra separate real target sensing from optical spillover, ADC alias and common laser noise. F230 NANOPHOTONIC SENSOR AUTONOMOUS CALIBRATION AT THE LIMIT — Challenges autonomous photonic sensor calibration with concealed wavelength-standard ageing, swapped physical references, out-of-distribution laser drift and held-out chips. Independent laboratories must reproduce the calibration accept/abstain decision; clock, package and photon-budget artefacts remain possible rivals. Physical Scope, Falsifiability & Evidence Status All proposals are restricted to synthetic standards, traceable materials, closed chips, authorized ex-vivo references, microfluidic phantoms and bench-scale tests. Comparators should be optimized under matched sample, photon, energy, time and analysis budgets. An unselected trial denominator, calibrated orthogonal witnesses, concealed perturbations and non-negotiable stop conditions are essential. A favorable optical signal never overrides photothermal injury, sample identity loss, physical uncertainty or evidence-provenance failure. Published mechanisms, mathematical relations and candidate flagship claims are kept distinct. The mother research-design source, DOI 10.5281/zenodo.23318840, is editorial and methodological ancestry, not experimental verification. External article DOI anchors originate from the flagship atlas; title, author, publication metadata and source-to-claim relevance still require independent confirmation. The original atlas sometimes pairs a mathematical formula with an endpoint that does not directly follow from that formula; specialist physical reconciliation, unit review and per-claim literature verification remain pending. Research Gate Evolution & QA Boundary First-pass questions were challenged by rival mechanism designs before a third-pass rewrite of six scientific annotations. Across 2,000 final Gates, exact textual checks found no fully duplicated questions or complete six-panel notes; two closely similar question texts and recurring shared scientific-method sentences remain on the QA review list. Text novelty cannot establish physical mechanism independence. These volumes report research designs, not measured performance. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23931244

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  49. RESEARCH COLLECTION / FLAGSHIPS 241–250 OF 300 Scientific Failure, Metrology and Independent Evidence at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.0 These ten research-design monographs move from nano-quantum failure physics and reconstructed microrobotic sampling truth to blinded biosensing, interlaboratory transfer, uncertainty budgets, reference-material commutability, manufacturing batch effects, contamination traceability, drift/biology separation and mission-failure classification. They propose testable experimental contracts, not observed new scientific laws or clinical results. The ten English working editions contain 7,770 pages, 300 mathematical plates, 820 chapter openings, 4,100 one-page studies, 2,000 Research Gates and 330 Phoenix Answer Embryos. Each Gate presents a three-part speculative letter—Origin, Extreme Extrapolation and Future Research Plan—without replacing measured falsification and independent physical witnesses. Structural counts do not establish scientific novelty. RESEARCH UNIT I · F241–F245 F241 NANO-QUANTUM RESEARCH SYSTEM FAILURE PHYSICS AT THE LIMIT — Focus: optical source ageing and actuator stuck-state fault. Direct witness: rate of hazardous events [h^-1]. Test against single-site repeatability without transfer. A live rival is detector gain drift; refuse release if a hazardous defect is released. F242 MICROROBOTIC SAMPLING TRUTH RECONSTRUCTION AT THE LIMIT — Focus: microchannel-wall adsorption and sorption-desorption memory. Direct witness: sample provenance recovery [percent]. Test against paper batch record plus endpoint inspection. A live rival is pipette volume error; refuse release if material balance or provenance does not close. F243 QUANTUM BIOSENSOR BLINDED CHALLENGE AT THE LIMIT — Focus: spin-coherence reference substitution and charge-state switching. Direct witness: prospective correct acceptance [percent]. Test against standard statistical process control with frozen limits. A live rival is microwave pickup; refuse release if a second site cannot reconstruct the qualification decision. F244 NANOROBOTIC INTERLABORATORY RING COMPARISON AT THE LIMIT — Focus: laser wavelength transfer and microscale thermal probe offset. Direct witness: absolute between-site measurement bias [unit]. Test against single-site repeatability without transfer. A live rival is laboratory temperature contrast; refuse release if a hazardous defect is released. F245 MICROSCALE SAMPLING UNCERTAINTY BUDGET AT THE LIMIT — Focus: volume-metering error and wall-loss uncertainty. Direct witness: prospective interval coverage [percent]. Test against paper batch record plus endpoint inspection. A live rival is liquid surface tension; refuse release if material balance or provenance does not close.   SECOND RESEARCH UNIT / EVIDENCE, TRANSFER AND SUCCESSION RESEARCH UNIT II · F246–F250 F246 QUANTUM SENSOR REFERENCE-MATERIAL COMMUTABILITY AT THE LIMIT — Focus: matrix-dependent binding and fluorophore photobleaching. Direct witness: noncommutability bias [unit]. Test against standard statistical process control with frozen limits. A live rival is analyte concentration mismatch; refuse release if a second site cannot reconstruct the qualification decision. F247 NANOROBOTIC MANUFACTURING BATCH EFFECT IDENTIFICATION AT THE LIMIT — Focus: lithography mask alignment and coating pore defects. Direct witness: unselected qualified batch yield [percent]. Test against single-site repeatability without transfer. A live rival is postfabrication sorting; refuse release if a hazardous defect is released. F248 MICROFLUIDIC SAMPLING CONTAMINATION-SOURCE TRACEABILITY AT THE LIMIT — Focus: tubing adsorption reservoir and biofilm retention. Direct witness: correct source classification [percent]. Test against paper batch record plus endpoint inspection. A live rival is fresh-reagent contamination; refuse release if material balance or provenance does not close. F249 QUANTUM SENSOR SEPARATION OF DRIFT AND BIOLOGICAL CHANGE AT THE LIMIT — Focus: laser-frequency drift and matrix ionic-strength change. Direct witness: signal-source discrimination accuracy [percent]. Test against standard statistical process control with frozen limits. A live rival is true analyte fluctuation; refuse release if a second site cannot reconstruct the qualification decision. F250 NANOROBOTIC MISSION-FAILURE CLASSIFICATION AT THE LIMIT — Focus: magnetic actuation stall and robot collision cascade. Direct witness: unsafe false-release rate [percent]. Test against single-site repeatability without transfer. A live rival is optical tracking occlusion; refuse release if a hazardous defect is released. Scientific Boundary, Evidence & QA Status All work is restricted to traceable material, synthetic standards, permitted ex-vivo references, sealed microfluidic phantoms and nonclinical bench tests. Strong comparators require matched sample, time, photon, energy, instrument and analysis budgets. Negative data, missing specimens, independent calibration, source identity and hard stops remain essential. The mother research-design DOI 10.5281/zenodo.23318840 documents editorial ancestry, not empirical proof. External DOI-to-claim matching and specialist scientific review remain pending where not independently checked. Three-Prose Research Gate Evolution & Quality Boundary Each of 2,000 Gates is paired with an intervention-specific candidate mechanism, orthogonal witness, masked adversarial experiment, rival explanation and successor refusal path. Lexical duplicate checks and independent semantic review must be distinguished: zero exact duplicated paragraphs would not prove 2,000 scientifically independent mechanisms. This is a Research Design Working Edition; article-level literature review, physical verification and domain-expert adjudication remain open. Join the STARLI Research Community https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23931687

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  50. STARLI | FLAGSHIP 13 FISSION Bioelectric and Quantum Signal Science | Flagships 151–160 / 300 Author: 33 | White Rainbow Epoch | Nonclinical Research Design Working Edition v1.2 This ten-volume collection investigates physically traceable bioelectric sensing, cell-membrane-potential readout, neural-field magnetometry, electrically guided microrobotic navigation, extracellular field metrology, noise separation, dynamic tracking, interface safety, spatial field reconstruction and electrical–mechanical multimodal identification. The common challenge is to distinguish real biological or phantom source physics from electrode polarization, ionic screening, induced electromagnetic pickup, motion artifact, thermal drift and inverse-model bias. Each English monograph uses 777 individually numbered pages: 30 candidate mathematical research plates, 82 chapters, 410 one-page research investigations, 200 Research Gates with six detailed second-pass annotations, and 33 Phoenix Answer Embryos. Together these ten books contain 7,770 pages, 300 mathematical plates, 820 chapters, 4,100 investigation pages, 2,000 research gates and 330 prospective research instruments, protocols or successor objects. Ten independent research directions F151 | NANO-QUANTUM BIOELECTRIC-FIELD SENSING AT THE LIMIT — Separates calibrated local electric-field amplitudes from ionic screening, source geometry, electrode polarization, optical and mechanical interference by phantom-based blinded reference measurements. F152 | MICROSCALE NONINVASIVE CELL-MEMBRANE-POTENTIAL READOUT AT THE LIMIT — Treats noninvasive cell-membrane voltage as an inverse measurement problem; tests capacitive loading, optical reporting lag, transmembrane polarity, geometry and membrane-surrogate leakage against direct voltage truth. F153 | QUANTUM MAGNETOMETRY AND NEURAL ELECTRICAL SIGNAL COUPLING AT THE LIMIT — Compares magnetometer responses to independently known neural-like current sources while testing coil leakage, cross-axis sensitivity, gradiometer common-mode noise, timing uncertainty and localization ambiguity. F154 | NANOROBOTIC LOCAL BIOELECTRIC NAVIGATION AT THE LIMIT — Studies whether local electric cues direct bounded microrobotic paths rather than passive advection, electroosmosis, mechanical channel constraints or unreported magnetic control. F155 | EXTRACELLULAR ELECTRIC FIELD QUANTUM METROLOGY AT THE LIMIT — Builds traceability for extracellular electric-field and electrode polarization measurement, with complex impedance, source loading, SI units, shared calibration covariance and reference transfer. F156 | MICROSCALE BIOELECTRIC SIGNAL NOISE SEPARATION AT THE LIMIT — Disentangles bioelectric signals from mains interference, cable motion, thermal and Johnson noise, spectral leakage, common-mode drift, classifier bias and unequal optical/energy budgets. F157 | QUANTUM SENSOR BIOELECTRIC DYNAMIC TRACKING AT THE LIMIT — Tests dynamic tracking error against concealed moving-source truth, incorporating phase unwrap, bandwidth, tracking latency, source overlap, blank events and quantum/coherence limits. F158 | NANOROBOTIC BIOELECTRIC INTERFACE SAFETY AT THE LIMIT — Examines temperature rise, electric charge, interface Faradaic reactions, shear, optical exposure, chemical leachate, membrane surrogate breakdown and independently witnessed hard-stop states. F159 | MICROFLUIDIC BIOELECTRIC SIGNAL SPATIAL RECONSTRUCTION AT THE LIMIT — Studies the identifiability of current-source location in microfluidic conductors, including ill-posed inverse maps, anisotropic ionic conduction, missing electrodes, 3D depth and boundary effects. F160 | BIOELECTRIC AND MECHANICAL SIGNAL MULTIMODAL IDENTIFICATION AT THE LIMIT — Separates causally applied mechanical strain from electrical source signals in multimodal experiments, including piezoelectric coupling, mechanical resonance, pressure-dependent contact, timing and domain shifts. Evidence and research limitations All effects and formula adaptations are research hypotheses or proposed model applications, not completed experiments. The scientific protocols are confined to synthetic electrical phantoms, traceable nonclinical test systems and authorized ex-vivo material, where applicable. Published work on NV-sensor arrays, nanodiamond materials and optical magnetometry supports comparator methodology, not these new flagship outcomes. Each volume calls for resource-matched classical baselines, frozen blinded challenges, orthogonal measurement, raw failure records and explicit termination criteria. Independent specialist verification of causal novelty, complete dimensional derivations, biological relevance and reference-to-claim fit remains outstanding. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite · DOI 10.5281/zenodo.24073440

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  51. STARLI / YULI — FAMILY 02 BIOELECTRICITY AND NEURAL REGULATION | TEN FLAGSHIP RESEARCH DESIGNS F011–F015 | FIVE DISTINCT EXPERIMENTS F011 Spatiotemporal Evolution of Acupuncture-Evoked Bioelectric Fields at the Limit Primary endpoint: spatiotemporal voltage gradient (mV/mm). Blinded perturbation: electrode-source delay randomization. Strong baseline / rival: saline-conductive phantom field map; volume conduction masquerading as local source. F012 Peripheral Neural Micro-Signals and Quantum Magnetometry at the Limit Primary endpoint: nerve-phantom magnetic latency error (ms). Blinded perturbation: coded propagation-path lengths. Strong baseline / rival: surface electroneurography; cable leakage appearing as neural propagation. F013 Acupuncture Stimulation and Autonomic Neural Dynamics at the Limit Primary endpoint: beat-interval variability change (ms). Blinded perturbation: randomized simulator pulse trains. Strong baseline / rival: matched rest-and-sham time series; respiration drives the apparent coupling. F014 Bioelectric Signal-Driven Digital Twins for Acupuncture at the Limit Primary endpoint: held-out state prediction RMSE (mV). Blinded perturbation: concealed stimulation waveform shifts. Strong baseline / rival: identified linear state-space model; sensor drift passed as model adaptation. F015 Neural Stimulation Thresholds and Individual Variability at the Limit Primary endpoint: modelled activation threshold (mA). Blinded perturbation: coded electrode geometry swaps. Strong baseline / rival: fixed-threshold biophysical simulator; impedance not neural excitability. FAMILY METHOD / NONCLINICAL BOUNDARY Each 355-page volume has 4 prefaces, 30 candidate formula plates locked to 30 scientific chapters, 100 research gates and 33 Phoenix prototypes. All experiments are proposals for phantoms, permitted ex-vivo systems or simulators; no human intervention, neural efficacy or regeneration is claimed.   STARLI / YULI — FAMILY 02 BIOELECTRICITY AND NEURAL REGULATION | TEN FLAGSHIP RESEARCH DESIGNS F016–F020 | FIVE DISTINCT EXPERIMENTS F016 Causal Identification of Acupuncture-Evoked Neural Responses at the Limit Primary endpoint: estimated response contrast (µV). Blinded perturbation: randomized sham-coded stimulus sequence. Strong baseline / rival: prespecified difference-in-differences; operator expectation and measurement bias. F017 Neural Plasticity and Longitudinal Acupuncture Response Tracking at the Limit Primary endpoint: longitudinal response slope (µV/day). Blinded perturbation: simulated delayed washout periods. Strong baseline / rival: no-stimulation trajectory; habituation mistaken for plasticity. F018 Neural Propagation Delays and Acupuncture Timing at the Limit Primary endpoint: conduction delay residual (ms). Blinded perturbation: distance-coded signal launch. Strong baseline / rival: calibrated event-timestamp recorder; trigger jitter mistaken for conduction. F019 Multimodal Neural Sensing and Acupuncture Response Classification at the Limit Primary endpoint: held-out class-balanced accuracy (%). Blinded perturbation: blind sensor-modality ablation. Strong baseline / rival: single-modality classifier; label leakage from stimulus metadata. F020 Safety-Constrained Closed-Loop Acupuncture Neuromodulation at the Limit Primary endpoint: constraint-violation count (events). Blinded perturbation: simulator fault and sensor-delay injection. Strong baseline / rival: fixed conservative controller; feedback delay destabilizes control. EVIDENCE AND SOURCE LINEAGE F29 parent (777p): quantum sensing, traceable metrology and controlled comparison. M1 10.5281/zenodo.23480803; M2 10.5281/zenodo.23486020; M3 10.5281/zenodo.23318840 (authored lineage, not replication). External methods: 10.1103/RevModPhys.89.035002 and 10.59161/JCGM100-2008E. Source claims and external DOIs remain subject to verification. STARLI Research Community: https://zenodo.org/communities/starli-research-gate/

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite · DOI 10.5281/zenodo.24095407

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  52. COGNITIVE HETEROGENEITY AND AGING: AN AGE-INDEPENDENT CILIARY GENE PROGRAM TRACKS COGNITIVE RESILIENCE IN MICE.

    Logan S, Unnikrishnan A, Baier MP, Kurup K · 2026 · bioRxiv : the preprint server for biology

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.64898/2026.10.23.761367

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  53. PHENOMS: Open-Source Software for Rust-Accelerated Hydrogen-Bond Analysis in Molecular Dynamics Simulations.

    Novy B, Lin SH, Dey R, Temple B · 2026 · bioRxiv : the preprint server for biology

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in pubmed · DOI 10.64898/2026.10.26.761768

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  54. Fuzzy Predictive Controller for Trajectory Tracking of a Wheeled Mobile Robot

    M. E. Hedroug, Kamel Guesmi, Khansa Bdirina · 2024 · Studies in Engineering and Exact Sciences

    uncertain Transparent signal score 50/100 · policy 1.0.0

    Found in hal · no DOI

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  55. Genetic Algorithm-Optimized Fractional-Order SMC for Wheeled Robots

    Khadidja Saoudi, Kamel Guesmi, Khansa Bdirina · 2025

    uncertain Transparent signal score 50/100 · policy 1.0.0

    Found in hal · no DOI

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  56. Trajectory-tracking control design for an under-actuated quadrotor

    Hao Nguyen Dang, Mohamed Boutayeb, Hugues Rafaralahy · 2014

    limited evidence Transparent signal score 48/100 · policy 1.0.0

    Found in hal · no DOI

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