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44 merged results for "Kinetic Models"

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. Binding of bacteria to magnetic nanoparticles in suspension: Experiments and kinetic models.

    Houser BJ, Bryner CA, Rappleyea AD, Forstrom BL · 2026 · Biotechnol Prog

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1002/btpr.88518

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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
  2. Kinetic modelling: Regression and validation stages, a compulsory tandem for kinetic model assessment

    Sébastien Leveneur · 2023 · Canadian Journal of Chemical Engineering

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.1002/cjce.24956

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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
  3. Kinetic models of spike-timing dependent plasticity and their functional consequences in detecting correlations.

    Quan Zou, Alain Destexhe · 2007 · Biological Cybernetics (Modeling)

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in hal · DOI 10.1007/s00422-007-0155-3

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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
  4. Comparisons of two kinetic models for the simulation of the pyrolysis and the combustion of biomass under low temperature ramps

    Guillaume Gerandi, Alain Brillard, Jean-François Brilhac · 2022 · Biomass Conversion and Biorefinery

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.1007/s13399-022-03206-5

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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
  5. Embedding response surfaces in kinetic models predicts microalgae growth across light and nutrient gradients.

    Pietri M, Rodet T, Le Pioufle B, Nowak T · 2026 · Bioresour Technol

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1016/j.biortech.2026.135364

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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. Phenothiazine-rhodanine derivatives targeting aldose reductase: Synthesis, kinetic characterization, and molecular modeling.

    Türkeş C, Güleç Ö, Arslan M, Demir Y · 2026 · Bioorganic & medicinal chemistry

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.bmc.2026.118837

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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. TREA-RN: Template-relative mechanistic hypothesis auditing with staged petri net inference.

    Jia Y, Yang Z, Wei Z · 2026 · Computational biology and chemistry

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.compbiolchem.2026.109508

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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. Matrix regulation of representative wine mono-phenol oxidation during micro-oxidation with implications for taste evolution in dry red wine.

    Chen X, Deng G, Feng L, Huang W · 2026 · Food chemistry

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.foodchem.2026.151970

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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
  9. Kinetically stabilized nanocondensates via guided co-assembly: resolving solubility-potency mismatches and solvent confounding in drug discovery.

    Zhang Z, Tang H, Peng C, Ding Y · 2026 · Journal of controlled release : official journal of the Controlled Release Society

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.jconrel.2026.115536

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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. Nanocellulose-sewage sludge ash composite beads as sustainable sorbents for advanced wastewater treatment.

    Pachaiappan P, Torrent L, Valentim B, Costa J · 2026 · Journal of environmental management

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.jenvman.2026.131339

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  11. Machine learning-assisted prediction and SHAP-based analysis of non-metal-doped ZnO photocatalysts: Data-driven modelling of bandgap, degradation efficiency, and kinetics.

    Ali R, Fathalla M, Amin ZS, Irfan A · 2026 · Journal of molecular graphics & modelling

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.jmgm.2026.109649

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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. Removal of hexavalent chromium by polyethyleneimine impregnated activated carbon: intra-particle diffusion, kinetics and isotherms

    Thobile Masinga, Malvin Moyo, Vusumzi Emmanuel Pakade · 2022 · Journal of Materials Research and Technology

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1016/j.jmrt.2022.03.062

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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
  13. Undirected organism motility can promote or inhibit ecological pattern formation.

    Luengas JM, Barrio RA · 2026 · Journal of theoretical biology

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.jtbi.2026.112642

    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
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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
    • 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. Overcoming hurdles in developing a reliable and reproducible biofilm model of Malassezia applied to M. furfur, M. pachydermatis, M. sympodialis and M. slooffiae.

    Porcheron JE, Nalet L, Crapart S, Girardot M · 2026 · Journal de mycologie medicale

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.mycmed.2026.101669

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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
    • 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. Prognostic value of pre-treatment nodal appearance, volume and kinetics in High-Risk non-HPV related oropharyngeal squamous cell carcinoma.

    Li GJ, Bin Johari MH, Hindle D, Su S · 2026 · Oral oncology

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.oraloncology.2026.108206

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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
    • 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. The overlooked hydroxylation of NOM contributes to the additional generation of ·OH in H(2)O(2)/Fe(III)/NOM system.

    Gu HT, Li ZY, Yang BY, He C · 2026 · Water research

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in pubmed · DOI 10.1016/j.watres.2026.127272

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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
    • 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
  17. Uncertainty Analysis of the Thermal Decomposition and Kinetic Models of Energetic Materials: A Comprehensive Overview.

    Sun W, Xu Y, Chen X, Chen D. · 2026 · Anal Chem

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1021/acs.analchem.6c01399

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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
    • 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. Practical Kinetic Models for Dense Fluids.

    Karlin I, Hosseini SA. · 2026 · Phys Rev Lett

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1103/fd39-6hmq

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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
    • 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. The emerging role of ¹⁸F-NaF PET/CT in osteoporosis: an emphasis on its application for the evaluation and management of lumbar spine osteoporosis

    Jaskeerat Gujral, Om H. Gandhi, Amir A. Amanullah, Mert Marcel Dagli · 2026 · EJNMMI Research

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1186/s13550-026-01411-1

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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
    • 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. Model selection criteria for dynamic brain PET studies

    Sandeep S. V. Golla, Sofie M. Adriaanse, Maqsood Yaqub, Albert D. Windhorst · 2017 · EJNMMI Physics

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1186/s40658-017-0197-0

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    • cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
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    • 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. Free energy perturbations in enzyme kinetic models reveal cryptic epistasis.

    Buda K, Tokuriki N. · 2026 · PLoS Comput Biol

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1371/journal.pcbi.1013493

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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
  22. Life cycle assessment for early-stage process optimization of microbial biosurfactant production using kinetic models—a case study on mannosylerythritol lipids (MEL)

    Lars Bippus, Ann-Kathrin Briem, Ann-Kathrin Briem, Alexander Beck · 2024 · Frontiers in Bioengineering and Biotechnology

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3389/fbioe.2024.1347452

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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
  23. Behavior of Salmonella Typhimurium on Fresh Strawberries Under Different Storage Temperatures and Wash Treatments

    Wen Wang, Yu Zhou, Yu Zhou, Xingning Xiao · 2018 · Frontiers in Microbiology

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3389/fmicb.2018.02091

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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
    • 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. Approximate matrix exponential: a fast and accurate solver for Markov kinetic models of ion channels.

    McDougall DA. · 2026 · Front Comput Neurosci

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.3389/fncom.2026.1901593

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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
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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
  25. A Semi-Mechanistic Approach to Modeling Lipase-Catalyzed Processes with Multiple Competing Reactions: Demonstration for the Esterification of Trimethylolpropane

    Ana Paula Yumi Nishimura, Fernando Augusto Pedersen Voll, Nadia Krieger, David Alexander Mitchell · 2026 · Biomass

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/biomass6010012

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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
  26. Investigation of Non-Isothermal Kinetics and Thermodynamic Parameters for the Pyrolysis of Different Date Palm Parts

    Emmanuel Galiwango, Ali H. Al-Marzuoqi, Abbas A. Khaleel, Mahdi M. Abu-Omar · 2020 · Energies

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/en13246553

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  27. Anaerobic Digestion, Codigestion of Food Waste, and Chicken Dung: Correlation of Kinetic Parameters with Digester Performance and On-Farm Electrical Energy Generation Potential

    Khairina Jaman, Nurjannah Amir, Mohammed Ali Musa, Afifi Zainal · 2022 · Fermentation

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/fermentation8010028

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  28. Model Balancing: A Search for In-Vivo Kinetic Constants and Consistent Metabolic States

    Wolfram Liebermeister, Elad Noor · 2021 · Metabolites

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.3390/metabo11110749

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  29. Comparative Analysis of Heavy Metal Leaching from Metallurgical Slag Using Different Types of Leaching Agents: A Kinetic Models Approach.

    Barbusiński K, Nocoń M, Piotrowski K, Loska K · 2026 · Molecules

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc, europe-pmc · DOI 10.3390/molecules31193386

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  30. A Tightly Coupled Multibody Dynamics and Multi-Sensor Fusion Algorithm for Simultaneous Kinematics and Kinetics Estimation

    Hassan Osman, Daan de Kanter, Jelle Boelens, Manon Kok · 2026 · Sensors

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/s26123697

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  31. Assessing Numerical Resolution Methods Performance for Kinetic Models of Receptors and Channels

    Merdan Sarmis, Jean-Marie C. Bouteiller, Nicolas Ambert, Arnaud Legendre · 2013 · Journal of Computer Science & Systems Biology

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in hal · DOI 10.4172/jcsb.1000112

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  32. DNA as a Dynamic Physical Information System

    Sepehri, Sadegh · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.17567386

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  33. RESEARCH COLLECTION / FLAGSHIPS 51–60 OF 90 Botanical Skin Science & Nano-Quantum Research Validation at the Limit STARLI Herbal Skincare | F51–F60 / 90 | Author 33 | Research Design Working Edition v1.2 This ten-volume prospective, nonclinical research-design collection examines herbal cellular stress, nanocarrier immune interactions, circadian repair, multiomics ageing markers and skin-state digital twins, then connects quantum-assisted compound screening with microrobotic monitoring, regenerative-biomaterial qualification, cumulative exposure safety and integrated evidence platforms. Each flagship poses a different falsifiable scientific contract rather than a claim of demonstrated cosmetic or clinical efficacy. Two five-theme units contain ten English 777-page editions: 300 conditional formula plates, 820 chapter openings, 4,100 separately paginated study designs, 2,000 Research Gates and 330 Phoenix Answer Embryos. The v1.2 second-pass Gate revision is editorial research design; structural counts and textual uniqueness do not demonstrate experimental validity. Research Unit I · F51–F55 F51 HERBAL BIOACTIVES AND SKIN CELLULAR STRESS RESPONSES AT THE LIMIT — Tests paired heat-shock and viable-cell responses through orthogonal LC-MS and ELISA, including pigment-matched vehicle blanks. Botanical fluorescence may mimic lower stress, so assay interference and sample identity must be excluded. Irreversible heat injury or loss of viable-cell identity stops acceptance. F52 NANODELIVERY SYSTEMS AND THE CUTANEOUS IMMUNE INTERFACE AT THE LIMIT — Relates cytokine response to verified internalized carrier mass in blinded, endotoxin-negative and equal-dose free-active comparisons. Free active or endotoxin may explain immune activation without a carrier-specific effect. Unexcluded immune activation and unresolved nanocarrier mass balance prevent release. F53 SKIN REPAIR SIGNALING AND CIRCADIAN BIOLOGY AT THE LIMIT — Tests phase-stratified repair proxies by randomizing masked sampling times within identical cell batches. Culture age and collection order may masquerade as circadian biology; clock-matched controls are required. Missing time-matched references or severe stress responses terminate the proposed comparison. F54 SKIN AGING BIOMARKERS AND MULTIOMICS ANALYSIS AT THE LIMIT — Challenges out-of-batch biomarker probability calibration using blinded cross-platform swaps and complete source-lot holdouts. Apparent biological-age signals may come from instrument shifts or population mixture instead of biological change. Irreproducible markers or subgroup-dependent errors prohibit generalization. F55 AI-DRIVEN DIGITAL TWINS OF SKIN STATES AT THE LIMIT — Evaluates forward, one-step skin-phantom forecasts against time-of-day baselines and frozen classical state-space models. Masked clock offsets and strictly forward holdouts challenge future-data leakage. Miscalibrated predictions or missing measurement-data authorization trigger refusal, even when headline prediction error appears small.   SECOND RESEARCH UNIT / COMPARATORS, SAFETY & INTEGRATION Research Unit II · F56–F60 F56 QUANTUM-ASSISTED SCREENING OF SKIN BIOACTIVE MOLECULES AT THE LIMIT — Compares experimentally confirmed screening hits per full resource budget under blind molecular-scaffold splits. Classical workflows receive matched data, CPU/GPU energy and scientist time. A supposed quantum gain cannot be credited to extra computation or training information; failing the classical validated-hit baseline blocks acceptance. F57 NANOROBOTICS AND CUTANEOUS MICROENVIRONMENT MONITORING AT THE LIMIT — Measures sampling-induced disturbance in skin-like phantoms using force-matched stationary-probe references and actuation isolation. Contact artefacts or probe leakage can create misleading microenvironment signals. Sample contamination, phantom damage or absent isolation are hard stops, regardless of apparent sensing sensitivity. F58 NONCLINICAL VALIDATION OF SKIN REGENERATIVE BIOMATERIALS AT THE LIMIT — Requires independent material lots to pass safety and function jointly in masked second-laboratory trials. A convincing scaffold geometry does not establish tissue-compatible performance. Qualified reference scaffolds and independent functional assays challenge apparent success; injury vetoes or failed functional gates reject the candidate. F59 LONG-TERM SAFETY AND TOLERABILITY OF INTELLIGENT SKINCARE TECHNOLOGIES AT THE LIMIT — Tracks serial-exposure barrier-compatibility proxies with randomized relative humidity and environmentally matched vehicle controls. Drying alone may mimic cumulative formulation injury. Delayed irritation or sensitization warnings, as well as uncontrolled active release, override otherwise favorable aggregate measurements. F60 INTEGRATED NANO-QUANTUM SKIN REGENERATION RESEARCH PLATFORMS AT THE LIMIT — Tests the proportion of complete cross-module evidence packets passing joint qualification via randomized module ablation and blinded second-site replay. Success in one module cannot stand for whole-platform success. Missing evidence provenance or any noncompensatory gate failure blocks acceptance. Physical Scope, Falsifiability & Evidence Status The proposed tests concern traceable reference materials, nonclinical skin and cell systems, synthetic standards, calibrated phantoms and controlled computational comparisons. Methods require blinded or masked perturbations, matched resource budgets, independent witnesses and unselected trials. A favorable proxy never overrides cell injury, sample contamination, unresolved exposure, subgroup failure or missing data provenance. No human skincare, regeneration or therapeutic benefit is established. Methodological lineage in the supplied introductions cites DOI anchors 10.5281/zenodo.23480803, 10.5281/zenodo.23486020 and 10.5281/zenodo.23318840. These references identify source ancestry, not independent experimental confirmation. External literature relevance, physical unit consistency, specialist biological interpretation and direct verification of candidate claims still require separate review. Research Gate Evolution & QA Boundary The source v1.2 release notes report regenerated 200-Gate sections for each volume after two competing causal variations per Gate, with automated checks finding no duplicated full questions or notes and maximum nearest-neighbor similarity below 0.80. These lexical metrics cannot certify mechanistic novelty. The 82 chapters and 33 Phoenix sections were retained from prior editions; scientific verification and a complete DOI audit remain 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.23926738

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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
  34. RESEARCH COLLECTION / FLAGSHIPS 61–70 OF 90 Skin Homeostasis, Repair Kinetics & Multiscale Evidence at the Limit STARLI Herbal Skincare | F61–F70 / 90 | Author 33 | Research Design Working Edition v1.2 This ten-volume prospective, nonclinical research-design collection explores skin energy conservation and entropy accounting, damage and repair kinetics, protein quality control and autophagic flux. It then studies mitochondrial clearance, energy costs of functional repair, circadian response, barrier adaptation and cross-scale prediction. Each volume sets a distinct measurable contract, strong comparator, rival mechanism and stop boundary; none reports established cosmetic or clinical effectiveness. Two five-theme units contain ten English 777-page editions: 300 conditional formula plates, 820 chapter openings, 4,100 separately paginated study designs, 2,000 Research Gates and 330 Phoenix Answer Embryos. The v1.2 second-pass Gate revisions are editorial research proposals, not experimentally established mechanisms or independent scientific certification. Research Unit I · F61–F65 F61 SKIN NON-EQUILIBRIUM THERMODYNAMICS AND BIOLOGICAL HOMEOSTASIS AT THE LIMIT — Tests energy and mass-balance closure on a controlled skin phantom with concealed airflow and evaporation shifts and independent energy metering. Missing latent heat or convective losses can mimic conservation failure; uncertainty-bounded closure is mandatory. F62 ENTROPY PRODUCTION AND CELLULAR ENERGY DISSIPATION IN SKIN AT THE LIMIT — Challenges measured heat-and-mass entropy production with blinded gradient reversals and equal heat-loss budgets. Unrecorded boundary heat can distort inferred dissipation; flux-force conjugacy, dimensional units and entropy ledgers must remain consistent. F63 SKIN AGING DAMAGE ACCUMULATION AND REPAIR KINETICS AT THE LIMIT — Tracks lesion and recovery trajectories through coded pulse stress and lineage-matched washout. Cell turnover or preferential survival can imitate same-cell repair; the specimen denominator and uncontrolled injury are explicit rejection conditions. F64 SKIN PROTEOSTASIS AND MOLECULAR QUALITY CONTROL AT THE LIMIT — Measures aggregated-protein clearance half-life per viable cell under masked proteostasis challenges and independent live-cell counts. Aggregate disappearance may reflect cell loss or dilution rather than clearance; viable function remains an indispensable witness. F65 AUTOPHAGY AND CELLULAR RECYCLING MECHANISMS IN SKIN AT THE LIMIT — Uses inhibitor-by-time contrasts, lysosomal function checks and independent p62 controls to test LC3 turnover. Static LC3 accumulation may signal blocked clearance, not increased autophagic flux; cell injury or unidentifiable inhibitor effects force refusal.   SECOND RESEARCH UNIT / MECHANISM, SAFETY & PREDICTION Research Unit II · F66–F70 F66 MITOCHONDRIAL QUALITY CONTROL AND SKIN AGING AT THE LIMIT — Separates damaged mitochondrial mass and clearance from membrane-potential dye artefacts through dye-independent mitochondrial census. Matched cell-cycle and inhibitor challenges accompany ATP and oxidative-stress limits; fluorescent intensity alone is insufficient. F67 OXIDATIVE STRESS AND REPAIR COST BALANCING IN SKIN AT THE LIMIT — Compares energy cost per verified gain in barrier function under equal initial injury and independent DNA-lesion surveillance. Lower ATP expenditure without restored function is not repair; worsening lesion burden overrides a favorable energy ratio. F68 CIRCADIAN RHYTHMS AND NOCTURNAL SKIN REPAIR HOMEOSTASIS AT THE LIMIT — Tests phase-stratified nonclinical DNA repair markers with randomized phase order, no-light controls and equal-age synchronized cells. Culture age, sample-delay effects and scheduled batch processing can resemble a circadian rhythm. F69 SKIN BARRIER RESILIENCE AND ENVIRONMENTAL ADAPTATION AT THE LIMIT — Evaluates time to 90% of a prespecified barrier baseline under masked dry-wet and thermal challenge ordering. Passive occlusion and ambient humidity can imitate structural recovery; post-stress injury thresholds remain noncompensable. F70 MULTISCALE MATHEMATICAL MODELS OF SKIN AGING AT THE LIMIT — Tests held-out cross-compartment prediction residuals and unit-normalized uncertainty under altered time steps and withheld cell and surface measurements. Simple frozen compartment models challenge overfitting; non-identifiability or failed domain transfer stops qualification. Physical Scope, Falsifiability & Evidence Status The proposals are restricted to traceable standards, calibrated skin-like phantoms, authorized nonclinical cells or ex-vivo references, and bounded modeling tests. Concealed perturbations, matched energy and sample budgets, orthogonal metrology and complete denominator reporting are essential. Conservation errors, cell injury, misleading molecular proxies and failed independent prediction cannot be compensated by attractive aggregate signals. The supplied introductions identify the mother-methodology DOI anchors 10.5281/zenodo.23480803, 10.5281/zenodo.23486020 and 10.5281/zenodo.23318840 as research ancestry, not experimental confirmation. The source alerts flag unresolved dimensional interpretation, assay confounds and model-identifiability questions. Complete external literature verification and specialist biology/physics assessment remain pending. Research Gate Evolution & QA Boundary The accompanying source release notes describe 2,000 v1.2 Research Gates revised through two alternative causal proposals per Gate. Automated exact-text checks found no repeated questions or complete notes, and the reported maximum nearest-neighbor TF-IDF similarity was below 0.80. This supports editorial distinctness only, not 2,000 scientifically independent mechanisms; formula derivations, bibliography relevance and full chapter-level semantic review remain partial. 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.23926799

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  35. BOOK XIII: ALGORITHMIC GEOLOGY AND THE AVICENNA PROTOCOL: Closed Terrestrial Containment, Biological Continuity, and Sovereign Recovery

    shariatpanahi, Seyed Mahyar · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.24095314

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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
  36. Chinthaka-Gemini Theory (CGT): Quantitative Resolution of Tabby's Star (KIC 8462852) Optical Flux Dips via Substrate Impedance Modulation and Stellar Envelope Gravitron Pressure (B_{cg}) Dynamics

    Maddumarachchi, Chinthaka, Maddumarachchi, Gemini · 2026

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.24098130

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  37. Highly Constrained Kinetic Models for Single-Cell Gene Expression Analysis

    Cho HJ, Bohrer CH, Trzaskoma P, Kim JM · 2026

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.64898/2026.05.22.727214

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  38. Learning interpretable kinetic models for biomolecular interaction networks

    Eliasian R, Hazan Y, Tzori T, Raveh B. · 2026

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.64898/2026.09.14.751382

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  39. Assessment of Syngas Kinetic Models for the Prediction of a Turbulent Nonpremixed Flame

    Osama A. Marzouk, E. David Huckaby · 2009

    uncertain Transparent signal score 50/100 · policy 1.0.0

    Found in hal · no DOI

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  40. Formulation, development and evaluation of buccoadhesive drug delivery system of risperidone

    Namra Chaudhary, Faiza, Sadaf Fatima, Maria Farooq · 2023 · Journal of Contemporary Pharmacy

    uncertain Transparent signal score 58/100 · policy 1.0.0

    Found in doaj · no DOI

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  41. MULTI-FIDELITY METHODS FOR UNCERTAINTY PROPAGATION IN KINETIC EQUATIONS

    Giacomo Dimarco, Liu Liu, Lorenzo Pareschi, Xueyu Zhu · 2021 · Panoramas et synthèses

    uncertain Transparent signal score 50/100 · policy 1.0.0

    Found in hal · no DOI

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  42. Non-Structured Kinetic Model of Aspergillus niger Growth and Substrate Uptake in a Batch Submerged Culture

    Fatemeh Ardestani, Roxana Kasebkar · 2014 · British Biotechnology Journal

    limited evidence Transparent signal score 48/100 · policy 1.0.0

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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. NOVEL KINETIC MODELLING AND OPTIMIZATION FOR ADSORPTION OF Zn2+ OVER GRAPHENE OXIDE

    Nkwoada Amarachi Udoka, Okoli Kindness Bidemi, Ekeanyanwu Isaiah Okechukwu · 2016 · Journal of Applied Chemical Science International

    limited evidence Transparent signal score 48/100 · policy 1.0.0

    Found in hal · no DOI

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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
  44. ROLE OF SURFACE AREA IN KINETICS CADMIUM SORPTION IN CALCAREOUS SOILS

    M.M Wahba, M.A Amal, Camilia El-Dewany, A.M Zaghloul · 2021 · Asian Journal of Plant and Soil Sciences

    limited evidence Transparent signal score 48/100 · policy 1.0.0

    Found in hal · no DOI

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    • 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