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25 merged results for "User Behavior"

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. Personalized ideological content recommendation via reinforcement learning as a digital therapeutic for anxiety reduction in youth

    Yu Wang · 2026 · Discover Artificial Intelligence

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1007/s44163-026-01840-w

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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
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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
  2. Dine in or take out dataset: user behavior in an interactive virtual reality café.

    Ibragimov E, Banerjee NK, Banerjee S, Shivakumar A. · 2026 · Data Brief

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1016/j.dib.2026.113026

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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
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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
    • not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
    • not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
    • cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
  3. 4D printing of semi-crystalline crosslinked polymer networks with two-way shape-memory effect

    Lorenzo Bonetti, Daniele Natali, Stefano Pandini, Massimo Messori · 2024 · Materials & Design

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1016/j.matdes.2024.112725

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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
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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
    • 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
  4. A user behavior inertia based spatio temporal next POI recommendation model.

    Zhang K, Chu D, Tu Z, Hong Z. · 2026 · Sci Rep

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1038/s41598-026-42191-x

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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
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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
    • 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
  5. From toxicity to conformity: adaptive user behavior to social norms in Telegram communities.

    Alvisi L, Popa V, Cola G, Tardelli S · 2026 · Sci Rep

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1038/s41598-026-49756-w

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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
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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
    • 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
  6. Clustering TV Viewing Behavior for Digital Twin Construction Using Television Viewing History Data

    Daiki Mayumi, Hiroki Matsuda, Tetsuya Yokota, Taichi Sakakibara · 2025 · IEEE Access

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.1109/access.2025.3630660

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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
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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
    • 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
  7. EMINDS: Understanding User Behavior Progression for Mental Health Exploration on Social Media.

    Sheng R, Wang Y, Wang X, Dai S · 2026 · IEEE Trans Vis Comput Graph

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1109/tvcg.2025.3630646

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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
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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
    • 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
  8. Reconstructing user behavior with Android and iOS app-switching artifacts.

    Seong S, Kim E, Song S, Kim S · 2026 · J Forensic Sci

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1111/1556-4029.70475

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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
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    • 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
  9. A Deep Learning-Based User Behavior Analytics Model for Proactive Cyber Threat Detection and Risk Management: A Review

    Akampurira P, Edozie E, Olaniyi Sadiq B, Dahiru Buhari M. · 2026

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc, europe-pmc · DOI 10.12688/f1000research.178351.1

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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
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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
    • 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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    • 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
  10. A User-Behavior Micro-Segmentation Framework for Cyber security in Work-From-Home Environments

    Aarone Mike A, Akampurira P, Tumuhimbise W, Ntwari R · 2026

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.12688/f1000research.182773.1

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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 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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    • 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
  11. Neural network-driven user behavior forecasting and personalized recommendation in power marketing.

    Yu L, Hong Y, Liu Z, Wang Z · 2026 · PLoS One

    limited evidence Transparent signal score 45/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.1371/journal.pone.0340851

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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. Comparison of attempts and plans to quit tobacco products among single, dual, and triple users

    Jieun Hwang · 2023 · Tobacco Induced Diseases

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.18332/tid/169663

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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
    • 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. Collective User Behavior Driven Self Learning Search Engine

    Piroti Z. · 2025

    limited evidence Transparent signal score 39/100 · policy 1.0.0

    Found in europe-pmc · DOI 10.21203/rs.3.rs-7784420/v1

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    • 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
  14. Understanding Public Perceptions of Lung Cancer in China: Infodemiology Study of Baidu Index and Weibo Posts

    Zongyuan Li, Jian Zhang, Yiming Fan, Nan Chen · 2026 · Journal of Medical Internet Research

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.2196/85058

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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
  15. Sources of Information and Behavioral Patterns in Online Health Forums: Observational Study

    Sudau, Fabian, Friede, Tim, Grabowski, Jens, Koschack, Janka · 2014 · Journal of Medical Internet Research

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.2196/jmir.2875

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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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    • 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. Large Language Models for Introductory Computer Science Education: Content Generation, Intelligent Tutoring, And Learner Modeling

    Khan, Muhammad Fawad Akbar · 2026

    limited evidence Transparent signal score 43/100 · policy 1.0.0

    Found in datacite · DOI 10.26076/78f3-6153

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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
  17. Analyzing the Spatiotemporal Patterns in Green Spaces for Urban Studies Using Location-Based Social Media Data

    Hidayat Ullah, Wanggen Wan, Saqib Ali Haidery, Naimat Ullah Khan · 2019 · ISPRS International Journal of Geo-Information

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/ijgi8110506

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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
  18. Predictors of Mobile News Consumption through News Applications (Apps): The Impacts of Audience Characteristics, Media Usage, and Motivations

    Miao Guo · 2024 · Journalism and Media

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.3390/journalmedia5030068

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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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    • 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. A cautionary tale: children, dark patterns and normative perspectives

    Vitória Oliveira · 2026 · Oñati Socio-Legal Series

    uncertain Transparent signal score 53/100 · policy 1.0.0

    Found in doaj · DOI 10.35295/osls.iisl.2351

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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
  20. Modal Analysis Applied to the Stability Study of Hydroelectric Systems with Modular Structures

    Silva, Pedro Camilo Oliveira · 2015

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite · DOI 10.5075/epfl-thesis-6780

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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
    • supportingPublication license: A publication license was supplied: N/A. Presence improves reuse transparency, not research validity. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
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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
  21. 🌌 CIVILIZATION SYSTEMS OPERATIONS 33 AT THE LIMIT A Substrate-Agnostic Operating Architecture for Future Civilizations, Human and AI Residents, Unknown Forms of Existence, Long Memory, Daily Evolution, Tri-Coupling, Repair, Exitability, Succession, and Civilization Handoff

    33 · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.23003969

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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
    • 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
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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
  22. 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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    • 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. RESEARCH COLLECTION / FLAGSHIPS 261–270 OF 300 Scientific Evidence, Reproducibility & Successor Trust at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.2 This ten-volume prospective collection challenges selection bias, autonomous experiment auditability, honest negative-result disclosure, bounded functional release, long-horizon data readability, cross-site quantum biosensing, degradation forecasting, impartial adjudication, retirement and successor reconstruction, and claim-to-evidence engineering. A candidate research design is not an observed new law, clinical result or experimentally established advantage. Ten English 777-page volumes collectively contain 300 mathematics plates, 820 chapter openings, 4,100 paginated studies, 2,000 Research Gates and 330 Phoenix Answer Embryos. Each Gate uses three independent future-facing essays — Origin, Extreme Extrapolation, Future Research Plan — which propose tests rather than report their success. Textual distinctness does not establish causal novelty. RESEARCH UNIT I · F261–F265 F261 NANOROBOTIC SAMPLE SELECTION BIAS AT THE LIMIT — Main endpoint: true-positive detection fraction on an independently enrolled cohort. Scientific contrast: survivor-biased microrobot recovery versus higher quality in selected starting specimens. Independent witness: external coded specimen census. Stop: unregistered specimen exclusion or identity-loss event. F262 MICROSCALE AUTONOMOUS EXPERIMENT AUDITABILITY AT THE LIMIT — Main endpoint: fraction of blinded runs with complete replay and equal safety decision. Scientific contrast: actuation-command discrepancy versus software event acknowledgement without motion. Independent witness: laser displacement encoder. Stop: physical actuation cannot be reconciled with signed raw evidence. F263 QUANTUM SENSOR NEGATIVE-RESULT REPORTING AT THE LIMIT — Main endpoint: fraction of registered null, failed and indeterminate measurements publicly traceable. Scientific contrast: null-run omission versus different detector gain for null samples. Independent witness: escrowed randomization list. Stop: unreported null cases or materially incomplete raw data. F264 NANOROBOTIC FUNCTIONAL RELEASE CONTRACT AT THE LIMIT — Main endpoint: false release probability under hidden unsafe specimens. Scientific contrast: rare leakage into sample versus sensor false negatives. Independent witness: coded nanoparticle mass counter. Stop: a hidden physical hazard is classified safe. F265 MICROSCALE RESEARCH DATA INTERGENERATIONAL READABILITY AT THE LIMIT — Main endpoint: successful clean-room rebuild fraction after toolchain change. Scientific contrast: obsolete raw-binary decoding versus floating-point rounding drift. Independent witness: independent raw-packet oracle. Stop: reconstruction requires undocumented secrets or unavailable instruments.   RESEARCH UNIT II / RECONSTRUCTION, TRANSFER AND TRUST F266 QUANTUM BIOSENSING EXTERNAL SENSING REPRODUCIBILITY AT THE LIMIT — Main endpoint: held-out external agreement within declared physical uncertainty. Scientific contrast: travelling standard drift versus site temperature changes real resonance. Independent witness: independent atomic frequency reference. Stop: correlated reference artefact masquerades as agreement. F267 NANOROBOTIC LONG-HORIZON DEGRADATION PREDICTION AT THE LIMIT — Main endpoint: coverage of future failure intervals on unselected units. Scientific contrast: surface wear accumulation versus corrosion dominates wear. Independent witness: independent gravimetric loss assay. Stop: future wear enters an unregistered failure regime. F268 MICROSCALE EXPERIMENT INDEPENDENT THIRD-PARTY ADJUDICATION AT THE LIMIT — Main endpoint: fraction of blinded case verdicts supported by independent raw evidence. Scientific contrast: conflicted adjudicator incentives versus genuine physical ambiguity. Independent witness: independently coded physical truth packet. Stop: conflict of interest or missing physical witness changes release verdict. F269 NANO-QUANTUM RESEARCH SYSTEM RETIREMENT AND RECONSTRUCTION AT THE LIMIT — Main endpoint: fraction of retired modules safely decommissioned and independently replicated. Scientific contrast: residual stored actuation energy versus measurement electronics ghost charge. Independent witness: external impedance and coulomb discharge meter. Stop: residual actuation or missing calibration lineage after retirement. F270 NANO-QUANTUM TRUSTWORTHY SCIENTIFIC EVIDENCE ENGINEERING AT THE LIMIT — Main endpoint: proportion of causal claims reproducible from raw events and physical certificates. Scientific contrast: claim-to-raw-event provenance versus data compression removes dispensable metadata. Independent witness: signed acquisition event graph. Stop: an unsupported causal assertion bypasses a hard physical stop. Physical Scope, Evidence Status & Refutation All designs are nonclinical and restricted to traceable materials, closed modules, synthetic references, authorized ex-vivo materials and laboratory phantoms. Each proposes a matched conventional comparator, concealed physical or evidentiary challenge, independent witness and noncompensable hard stop. Published metrology, candidate estimators and new untested claims are separately described; specialist physical and DOI-by-claim review is pending. Research Gates and Audit Limits The triple-pass workflow freezes each research identity, explores rival causal mechanisms, then checks the entire ten-volume set for repeated passages, shared experiment structures and weak counterfactuals. Mechanical counts and lexical dissimilarity are not a substitute for scientific review. Accepted failures, rejected candidates and unresolved mechanisms remain open research questions. Mother Lineage & STARLI Research Community Editorial and method ancestry: Flagship 13, DOI 10.5281/zenodo.23318840; all versions DOI 10.5281/zenodo.23318839. These records do not verify the candidate findings. Explore more than 100 interdisciplinary themes: 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.23934353

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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
  24. Formation of Feasible Actions Through Support: How Access to Complementary Resources Decides Which Actions a Person Can Actually Take

    Cary, Alexandra · 2026

    limited evidence Transparent signal score 47/100 · policy 1.0.0

    Found in datacite, datacite · DOI 10.5281/zenodo.24089925

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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. Data recommendation algorithm of network security event based on knowledge graph

    Xianwei ZHU, Wei LIU, Zihao LIU, Zeyu GU · 2023 · 网络与信息安全学报

    uncertain Transparent signal score 58/100 · policy 1.0.0

    Found in doaj · no DOI

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