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34 merged results for "Pattern recognition in physics"

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

Source status
  1. Combining Color and Shape Information for Appearance-Based Object Recognition Using Ultrametric Spin Glass-Markov Random Fields

    Barbara Caputo, Gyuri Dorkó, Heinrich Niemann · 2002

    limited evidence Transparent signal score 49/100 · policy 1.0.0

    Found in hal · DOI 10.1007/3-540-45665-1_8

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    • 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
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    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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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
  2. Identification of Confinement Regimes in Tokamak Plasmas by Conformal Prediction on a Probabilistic Manifold

    Geert Verdoolaege, Jesús Vega, Andrea Murari, Guido Van Oost · 2012

    uncertain Transparent signal score 51/100 · policy 1.0.0

    Found in hal · DOI 10.1007/978-3-642-33412-2_25

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    • 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
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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
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  3. Mahalanobis Distance-Based Algorithm for Ellipse Growing in Iris Preprocessing

    Krzysztof Misztal, Jacek Tabor · 2013

    uncertain Transparent signal score 51/100 · policy 1.0.0

    Found in hal · DOI 10.1007/978-3-642-40925-7_16

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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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    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  4. A physics-guided machine learning approach to screening spectral induced polarization measurements

    Klaudio Peshtani, Addison Goeker, Hardik Gohel, Zoe Vincent · 2026 · Applied Computing and Geosciences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1016/j.acags.2026.100414

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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
  5. Photoinduced Linear Motion of Ferroelectric Domain Walls for Neuromorphic Pattern Recognition.

    Chen T, Deng Z, Jiang H, Yan H · 2026 · Nano Lett

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1021/acs.nanolett.6c02212

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    • 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
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    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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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
  6. An Organic-Inorganic Hybrid Memristor with Trap-Assisted Hopping for Synaptic Plasticity and Artificial Nociceptor.

    Rajan N, Mukherjee AK. · 2026 · ACS Appl Mater Interfaces

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1021/acsami.6c16763

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    • 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
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    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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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
  7. Single-Atom Palladium Functionalized Reduced Graphene Oxide Coupled with a Physics-Data Dual-Driven Deep Learning Framework for Interpretable Discrimination of Volatile Organic Compound Homologues.

    Xu D, Cao Z, Wang T, Xuan F · 2026 · ACS Sens

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1021/acssensors.6c01470

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    • not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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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
  8. Online and Offline Pattern Recognition in PANDA

    Boca Gianluigi · 2016 · EPJ Web of Conferences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1051/epjconf/201612700004

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    • 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
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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: 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
  9. The Impact of Applying Wildcards to Disabled Modules for Ftk Pattern Banks on Efficiency and Data Flow

    Bouaouda Khalil, Schmitt Stefan, Benchekroun Driss · 2019 · EPJ Web of Conferences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1051/epjconf/201921401039

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    • 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
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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: 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
  10. Optimization of the SHiP Spectrometer Tracker geometry using the Bayesian Optimization with Gaussian Processes

    Alenkin Oleg, Hushchyn Mikhail, Ustyuzhanin Andrey, Baranov Alexander · 2019 · EPJ Web of Conferences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1051/epjconf/201921406036

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    • 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
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    • 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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    • 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
  11. The Acts project: track reconstruction software for HL-LHC and beyond

    Gessinger Paul, Grasland Hadrien, Gray Heather, Kiehn Moritz · 2020 · EPJ Web of Conferences

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj, hal · DOI 10.1051/epjconf/202024510003

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    • 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
  12. A Pattern Recognition Mezzanine based on Associative Memory and FPGA technology for Level 1 Track Triggers for the HL-LHC upgrade

    D. Magalotti, L. Alunni, N. Biesuz, G.M. Bilei · 2016

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in hal · DOI 10.1088/1748-0221/11/02/c02063

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    • 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
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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
  13. CRGFFNet: an adaptive inter-channel relation guided feature fusion network for enhanced EEG personality recognition.

    Yan B, Zhang T, Li Z, Jie L · 2026 · Biomed Phys Eng Express

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1088/2057-1976/ae8afa

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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 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
  14. Development and validation of an automated MTF measurement method for five types of Catphan phantoms using bar pattern objects.

    Anam C, Naufal A, Setiawati E, Osman ND · 2026 · Biomed Phys Eng Express

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1088/2057-1976/ae9e3a

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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
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    • 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. Photon-Statistics Time Delay in Quantum Attosecond Photoelectron Interferometry.

    Li L, Zhang X, Xiao S, Li Y · 2026 · Phys Rev Lett

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1103/qygr-6xcg

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    • 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. A distance-based shape descriptor invariant to similitude and its application to shape classification

    Benoît Presles, Johan Debayle · 2017

    limited evidence Transparent signal score 49/100 · policy 1.0.0

    Found in hal · DOI 10.1109/icpr.2016.7900027

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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
    • 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
  17. Track finding based on Associative Memories for Level-1 triggering in HL-LHC experiments

    G. Magazzù, N. Biesuz, G.M. Bilei, F. Crescioli · 2016

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in hal · DOI 10.1109/mocast.2016.7495145

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    • 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
  18. Automated classification of ignitable liquid profiles: Comparing machine learning and rule-based systems.

    Chng LL, Lee KH. · 2026 · J Forensic Sci

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1111/1556-4029.70493

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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 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
  19. In-memory phononic learning toward cognitive mechanical intelligence.

    Zhang Y, Wang KW. · 2026 · Sci Adv

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1126/sciadv.aeh9320

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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 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. Nonlinear optical properties of gold nanoparticles dispersed in different optically transparent matrices

    A. I. Ryasnyanskiy, B. Palpant, S. Debrus, U. Pal · 2009 · Physics of the Solid State

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in hal · DOI 10.1134/s1063783409010065

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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
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    • 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
  21. Reducing forced-signal uncertainty in the INM RAS climate models using a pattern-recognition based approach

    Kravtsov S, Gritsun A, Gulev S. · 2026

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.21203/rs.3.rs-10872092/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
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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
    • 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
  22. The Relationship Between Atmospheric Circulation Patterns and Total Ozone Variations in Isfahan Dr. Abbasali Arvin (Spanani) Assistant Professor of Climatology University of Payame Noor

    Author unknown · 2012 · جغرافیا و توسعه

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.22111/gdij.2013.126

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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
  23. Physics-Guided Deep Learning for Interpretable Biomedical Image Reconstruction and Pattern Recognition in Diagnostic Frameworks.

    Qadir A, Arif S, Valsalan P, Khan O. · 2026 · Bioengineering (Basel)

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3390/bioengineering13040457

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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
  24. Structural Knowledge Is What Matters in Protein–Ligand Binding Affinity Prediction

    Natàlia Segura-Alabart, Francesc Serratosa · 2026 · Molecules

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/molecules31122025

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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
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  25. Pattern Recognition with Artificial Intelligence in Space Experiments

    Federica Cuna, Maria Bossa, Fabio Gargano, Mario Nicola Mazziotta · 2025 · Particles

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/particles8040099

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  26. Hierarchical Sensing Framework for Polymer Degradation Monitoring: A Physics-Constrained Reinforcement Learning Framework for Programmable Material Discovery

    Xiaoyu Hu, Xiuyuan Zhao, Wenhe Liu · 2025 · Sensors

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/s25144479

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  27. DIGITAL IDENTITY AND STRUCTURAL CONTINUITY OF MORPHING AUTONOMOUS VEHICLES AT THE LIMIT Chinese Title / 中文書名:可變形自主車輛的數位身份與結構連續性極限 28/90 DIGITAL IDENTITY AND STRUCTURAL CONTINUITY OF MORPHING AUTONOMOUS VEHICLES AT THE LIMIT is a 777-page English Research Working Edition in the STARLI YULI Nano Supercar Trilogy, Research Institute XXXVI, Flagship 28 of 90. It asks whether the identity of a morphing modular vehicle can remain independently reconstructable after authorized component replacement without confusing a valid digital registration with preserved load-bearing structure. The three-way research coupling is Digital Identity x Structural Evolution x Traceability. The scope is unoccupied scaled panels, instrumented materials and hardware-in-the-loop studies; no working road vehicle, human safety certification or legal identity status is claimed. The falsifiable research contract compares a frozen physical-and-digital provenance architecture against conventional fleet records, competent expert inspection and signed digital-twin workflows under equal material, sensor, energy, computing, time and labor budgets. Its principal target is fewer unsafe identity counterexamples without worse independent handoff and replay completeness. Sealed challenges include cloned credentials, unlogged load-bearing module replacements, mismatched software epochs, shared sensor drift, missing repair history and physical specimens exchanged after shipping. Every refused or incomplete case remains in the denominator. Authentication, a consistent twin model and traceable physical load are independent requirements. Thirty mechanism-distinct mathematical plates examine Bayesian identity inference, physical genealogy and typed attachment graphs, critical replacement fractions, physical capacity margins, event causal order, cryptographic integrity and its limits, revocation freshness, observable configuration states, calibrated innovation statistics, shared covariance, hidden change detection, dangerous false-clear risk, complete release conjunctions and cross-laboratory identity handoffs. Each plate provides an explicit mathematical construction, variables and units, identifiability assumptions, a concrete blind falsifier and research-chapter links. The source candidate p(theta given z) proportional to p(z given theta)p(theta) is retained, but posterior confidence is never treated as a physical certificate. Eighty-two chapters and 410 individual research studies explore physical object continuity, component genealogy, secure provenance, twin-to-plant reconciliation, adversarial identity testing and accountable succession. Two hundred independent Research Gates address hidden defects, resource-matched alternatives and interfaces whose assumptions can fail. Thirty-three distinct Phoenix Answer Embryos propose separate instruments: birth witnesses, custody artefacts, cryptographic checkpoint monitors, negative-replay capsules, material comparison fixtures and real-stop referees. These are future scientific possibilities rather than built or validated technology. The core scientific boundary is that a copied identifier, authorized edit, or digitally intact log cannot prove retained structural qualification without direct independent evidence. Evidence ancestry preserves the author-supplied Flagship 13 DOI 10.5281/zenodo.23318840 and all-version lineage 10.5281/zenodo.23318839 (metadata not independently validated here). External methodological sources include manufacturing digital-twin taxonomy (10.1016/j.ifacol.2018.08.474), digital-twin product lifecycle digital threads (10.1115/IMECE2022-95182; 10.1016/j.procs.2024.02.104), a Digital Product Passport research review (10.1016/j.procs.2024.09.517), and NIST platform firmware resiliency guidance (10.6028/NIST.SP.800-193). W3C PROV-O and ISO 23247-1 inform provenance interoperability and manufacturing twins. Digital-product-passport regulation is contextual and does not confer general vehicle-specific compliance. No cited source demonstrates the proposed integrated F28 experiment, and no independent expert peer review or real-vehicle validation has been completed. Author: Feng Cheng-en (33) x STARLI / Xingli Series: STARLI Research Institute XXXVI / YULI Nano Supercar Trilogy / Flagship 28 of 90 Edition: Research Working Edition v1.0 / 31 October 2026 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, datacite · DOI 10.5281/zenodo.23825703

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  28. 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, datacite · DOI 10.5281/zenodo.23901498

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  29. STARLI | F081–F090 / 300 Flagship 13 Fission · Volume I · Microrobotic Biointerfaces, Interfacial Stability and Traceable Validation Author: 33 | Nonclinical Research Design Working Edition v1.3 | English Zenodo Ten-Volume Overview This collection joins two five-theme research units from the STARLI 300-theme atlas. Research Unit I (F081–F085) studies cell-surface marker identification, chemical interface memory, fluid-shear fatigue, cross-sensitive nano-quantum readouts and precursors of interface failure. Research Unit II (F086–F090) extends these questions to coupled interface physics, degradability, nonequilibrium adsorption, cross-environment robustness and trustworthy validation. Every proposal requires independently traceable specimens, blinded perturbations and explicit rival explanations; no proposed advantage is reported as measured. The ten English research working editions total 7,770 PDF pages: 300 candidate mathematical plates, 820 chapter openings, 4,100 separately paginated study investigations, 2,000 Research Gates and 330 Phoenix Answer Embryos. Version 1.3 revises the six scientific-annotation dimensions on each Gate page. Automated textual distinctness screens and PDF structural QA do not establish physical correctness, causal independence or independently replicated experimental results. The Ten Research Directions F081 Microrobotic Cell-Surface Marker Identification At The Limit — Proposes reference-controlled marker identification under blinded serum and protein-corona exchange. Tests interfacial noise, leachate mass and retained function against an inert coupon, separating true interface recognition from bulk-matrix changes. F082 Nanorobotic Interfacial Chemical Memory At The Limit — Asks whether an interfacial chemical state persists beyond coating history or extra ligand loading. A hidden delamination challenge, leachate balance and protein-corona turnover measurements confront an unmodified surface and mature PEG comparator. F083 Biointerface Fluid Shear And Materials Fatigue At The Limit — Examines whether repeated fluid shear and material aging alter retained surface function. Ligand-density-matched covalent coatings, concealed leachate challenges and independent material-identity records distinguish degradation from apparent antifouling caused by lost activity. F084 Nano-Quantum Interface Cross-Sensitivity At The Limit — Challenges a candidate interface readout with blinded ionic-strength shifts and independent corona, coverage and adhesion measurements. An inert same-matrix reference tests whether a measured change belongs to the interface or to the surrounding sample matrix. F085 Microrobotic Interfacial Failure-Precursor Sensing At The Limit — Investigates whether surface-coverage trends can warn of adhesion or desorption failure before an endpoint is crossed. Hidden surface-age mismatches and PEG controls test false precursors, nonspecific binding and premature failure alarms. F086 Biointerface Multiphysics Coupling At The Limit — Studies the joint effects of adhesion, desorption, electrokinetic state and protein-corona exchange. Equal-ligand-density covalent functionalization provides a strong comparator; the experiment must reject a nominal gain if surface identity or retained function cannot be reconstructed. F087 Nanorobotic Interface Degradability Validation At The Limit — Proposes a traceable degradation and release audit, separating reversible desorption from coating failure and leaching. Blinded delamination, inert reference coupons, zeta-potential tracking and retained-function limits constrain claims of controlled degradability. F088 Biointerface Nonequilibrium Adsorption Kinetics At The Limit — Tests whether time-dependent adsorption responses can be distinguished from bulk concentration changes and hidden leachate. Zeta potential, interfacial noise and protein-corona turnover are tracked against unmodified and mature PEG reference surfaces. F089 Nano-Quantum Interface Cross-Environment Robustness At The Limit — Asks whether a candidate interface maintains its noise and functional-retention bounds across blinded ionic-strength and matrix shifts. A ligand-matched covalent reference challenges the possibility that reduced biological activity only appears to improve robustness. F090 Nanorobotic Biointerface Trustworthy Validation At The Limit — Designs an independent evidence package for interface performance: sealed specimen identities, aged-surface mismatches, full negative-run accounting and separate leachate/function assays. Same-matrix inert references test whether claims survive reconstruction by another laboratory. Scope, Falsifiability and Evidence Boundaries All volumes are prospective, nonclinical research designs restricted to traceable materials, authorized ex-vivo samples, synthetic phantoms and bench-scale testing. Any proposed improvement requires matched sample, time, energy, photon and analysis budgets; blinded challenges; independent references; complete unsuccessful-run records; and hard stops for lost function, leachate or nonspecific binding limits, or untraceable surface identity. No experiments, clinical results, validated quantum advantage or manufacturing qualification are claimed. Specialist equation review, full causal-distinctness assessment and claim-by-claim DOI verification remain pending. Source DOI Anchors and Evidence Limits Methodological ancestry: 10.5281/zenodo.23318840 | Candidate comparator-literature identifiers transcribed from the frozen research contracts: 10.1038/s41467-020-19322-7 · 10.34133/cbsystems.0386 · 10.1038/s41467-024-46407-4. Bibliographic identity and claim-specific relevance of the external DOI entries have not been independently checked in this overview. Existing studies, editorial candidate models and unperformed experimental proposals are not interchangeable forms of evidence. 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 · DOI 10.5281/zenodo.23915968

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  30. STARLI / FLAGSHIP 13 FISSION / VOLUME III F201–F210 | Ten Research Flagships Zenodo Collection Overview · Nonclinical Research Design Working Edition v0.2 · Author 33 This ten-volume research-design collection begins STARLI Volume III (F201–F300). Its subject is how microenvironmental gradients, thermal perturbations, phase-transition evidence, physical dissipation and biosensing can be formulated as bounded, falsifiable scientific studies. The collection is prospective: it does not report experimental proof, autonomous clinical systems or established advantages of quantum-labeled sensors. Ten Flagship Studies F201 | Biomolecular Gradient Sensing And Sampling At The Limit Proposed study: Gradient reconstruction and sample fidelity. Primary evidence: spatial concentration-gradient RMSE and sample analyte recovery. Critical rival: ordinary diffusion after delayed mixing. F202 | Nanorobotic Local Thermal-Perturbation Compensation At The Limit Proposed study: Heat compensation without concealed heat. Primary evidence: local temperature error, time-to-recovery and independently metered heat. Critical rival: passive heat spreading explains compensation. F203 | Microscale Nonequilibrium Phase Transition Identification At The Limit Proposed study: Phase-transition evidence versus false hysteresis. Primary evidence: order-parameter contrast and finite-size stability. Critical rival: instrument response drifts between branches. F204 | Biointerface Energy Dissipation And Functional Degradation At The Limit Proposed study: Dissipation and functional aging decoupling. Primary evidence: dissipated cycle energy and retained physical function. Critical rival: viscoelastic memory rather than damage. F205 | Nano-Quantum Sensing Thermodynamic Efficiency At The Limit Proposed study: Information per Joule under complete accounting. Primary evidence: held-out target information per total joule. Critical rival: more photons rather than new sensing mechanism. F206 | Microscale Chemical-Reaction Network Identification At The Limit Proposed study: Chemical network structural identifiability. Primary evidence: verified reaction edges, rate constants and mass closure. Critical rival: transport alone explains apparent product. F207 | Biological Microenvironment Nonequilibrium State Estimation At The Limit Proposed study: Nonstationary state inference with honest abstention. Primary evidence: state-estimate interval coverage under drift. Critical rival: calibration step looks like state change. F208 | Nanorobotic Thermodynamics Reliability At The Limit Proposed study: Thermal reliability as lifetime evidence. Primary evidence: unselected failure-time distribution with thermal dose. Critical rival: fabrication batch explains lifetime. F209 | Nonequilibrium Biosensing Cross-Scale Validation At The Limit Proposed study: Cross-scale validation beyond interpolation. Primary evidence: third-scale error and independently conserved flux. Critical rival: bulk kinetics misidentified as interface. F210 | Nano-Quantum Nonequilibrium Living Microenvironment Research Platform At The Limit Proposed study: Platform-wide reproducible release decisions. Primary evidence: third-party reconstruction and refusal/release concordance. Critical rival: human correction hides identity faults. Research Design, Evidence and Scope Together the ten books provide 300 mathematical research plates, 820 chapters, 4,100 distinct section placements, 2,000 individually numbered Research Gates with six annotated evidence requirements, and 330 prospective Phoenix objects. Each volume is 777 pages. Shared layouts do not imply that every hypothesis is causally independent; all experimental methods and physical models require independent review. Research boundaries: synthetic standards, closed chips and authorized ex-vivo specimens only. Primary outcomes, counterfactual comparators, missing-data handling, instrument back-action, calibration uncertainty, failure records, safety stops and independent reconstruction are included as proposed tests. The models and artifacts are not validated results and no clinical efficacy is claimed. Evidence & Community Links Udo Seifert (2012) — Stochastic thermodynamics, fluctuation theorems and molecular machines https://doi.org/10.1088/0034-4885/75/12/126001 H. C. Berg and E. M. Purcell (1977) — Physics of chemoreception https://doi.org/10.1016/S0006-3495(77)85544-6 C. Jarzynski (1997) — Nonequilibrium Equality for Free Energy Differences https://doi.org/10.1103/PhysRevLett.78.2690 G. E. Crooks (1999) — Entropy production fluctuation theorem and the nonequilibrium work relation for free energy differences https://doi.org/10.1103/PhysRevE.60.2721 A. C. Barato and U. Seifert (2015) — Thermodynamic Uncertainty Relation for Biomolecular Processes https://doi.org/10.1103/PhysRevLett.114.158101 STARLI Research Community: https://zenodo.org/communities/starli-research-gate/ The DOI sources identify prior scientific methods and comparisons; none establishes the performance of the ten candidate designs. The Flagship 13 mother work is a methodological ancestor, not experimental verification. 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, datacite · DOI 10.5281/zenodo.23920061

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    • 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
    • supportingPublication license: A publication license was supplied: https://creativecommons.org/licenses/by/4.0/legalcode. Presence improves reuse transparency, not research validity. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • 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. Spacetime As An Agreement

    Allen, James Johan Sebastian · 2026

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23987510

    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
    • supportingPublication license: A publication license was supplied: https://www.patternfieldtheory.com/license/. Presence improves reuse transparency, not research validity. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • 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
  32. Invariant representation of physical stability in the human brain

    RT Pramod, Michael A Cohen, Joshua B Tenenbaum, Nancy Kanwisher · 2022 · eLife

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.7554/elife.71736

    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
  33. The Application of the 25-Grid Point 3D Biharmonic Equation in Human Face Recognition

    Abdulaziz B M Hamed · 2021

    limited evidence Transparent signal score 49/100 · policy 1.0.0

    Found in hal · DOI 10.9734/bpi/ctmcs/v5/3134f

    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
    • supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  34. Optimal algorithms for target location in non-homogeneous binary images.

    Henrik Sjoberg, François Goudail, Philippe Réfrégier · 1998 · Journal of the Optical Society of America. A Optics, Image Science, and Vision

    limited evidence Transparent signal score 48/100 · policy 1.0.0

    Found in hal · no DOI

    Show all credibility signals
    • not scoredDOI registered: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredDOI resolves: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • 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: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch expression of concern: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch correction: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredRetraction Watch reinstatement: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • 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