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The reference desk

Follow the source.

An idea should travel with its evidence — and the limits of that evidence.

A bounded editorial record, not live verification. This register uses the references in the approved research. The source pages were not newly fetched on the editorial review date. TikTok is based on official index information with article-body access restricted; Meta Feed is a historical disclosure. Living documents may have changed.
  1. Reference 01 / Aubin Le Quéré & Matias · Scientific Reports

    When curiosity gaps backfire: effects of headline concreteness on information selection decisions (opens in a new tab)

    Published
    2025
    Editorial review
    2026-09-08

    Research on headline concreteness and information selection using online headline tests. Random assignment concerns complete headline alternatives, not an independently manipulated word attribute.

    Access & interpretation limits

    Editorial review uses the approved research references; the publisher page was not re-retrieved on the review date. Do not treat a headline-feature association as an isolated causal effect or extrapolate it to every platform.

  2. Reference 02 / Prowten et al. · Psychological Science

    Does Physiological Arousal Increase Social Transmission of Information? (opens in a new tab)

    Published
    2024
    Editorial review
    2026-09-08

    Two preregistered replication studies did not detect the proposed effect of exercise-induced incidental arousal on reported willingness to share news. The outcome was sharing willingness, not observed sharing on a social platform.

    Access & interpretation limits

    Editorial review uses the approved research references; no fresh full-text retrieval. Null findings constrain a general claim that arousal increases sharing; they are not a blanket disproof of every emotional effect, medium or population.

  3. Reference 03 / Brady et al. · Proceedings of the National Academy of Sciences

    Emotion shapes the diffusion of moralized content in social networks (opens in a new tab)

    Published
    2017
    Editorial review
    2026-09-08

    Observational analysis of moral-emotional language and diffusion in political Twitter discussions. Network and topic context matter; the study is not an experiment assigning language to people.

    Access & interpretation limits

    Editorial review uses the approved research references; no fresh full-text retrieval. Associations do not establish a causal wording effect or transfer to nonpolitical content. Included for media literacy, not targeted political persuasion.

  4. Reference 04 / Robertson et al. · Nature Human Behaviour

    Negativity drives online news consumption (opens in a new tab)

    Published
    2023
    Editorial review
    2026-09-08

    Headline-test data from Upworthy and analysis of negative language in relation to click-through. Readers were randomly assigned whole headline alternatives in that publisher's testing environment.

    Access & interpretation limits

    Editorial review uses the approved research references; no fresh full-text retrieval. Random assignment of headlines does not independently isolate negative words from other headline differences. Click-through is not trust, satisfaction, learning or sales.

  5. Reference 05 / Salganik, Dodds & Watts · Science

    Experimental Study of Inequality and Unpredictability in an Artificial Cultural Market (opens in a new tab)

    Published
    2006
    Editorial review
    2026-09-08

    An artificial music market compared independent choice with conditions exposing participants to other listeners' choices. Social influence changed the distribution and predictability of success.

    Access & interpretation limits

    Editorial review uses the approved research references; no fresh full-text retrieval. A controlled music-market result does not establish that a review badge improves conversion, that popularity measures quality, or that any individual item will benefit.

  6. Reference 06 / Verhallen & Robben · Journal of Economic Psychology

    Scarcity and preference: An experiment on unavailability and product evaluation (opens in a new tab)

    Published
    1994
    Editorial review
    2026-09-08

    A small, older experiment on availability explanations and product evaluation. The reason an item is unavailable matters to interpreting scarcity.

    Access & interpretation limits

    Editorial review uses the approved research references; no fresh full-text retrieval. The study is not a modern ecommerce field trial, does not establish a universal sales lift and does not validate fake timers or invented stock counts.

  7. Reference 07 / Meta

    Instagram Feed ranking — historical system card (opens in a new tab)

    Published
    2022
    Editorial review
    2026-09-08

    Historical 2022 disclosure of Instagram Feed candidate selection, predictions and ranking. The scope is Feed, not Reels, Explore or all of Instagram.

    Access & interpretation limits

    Historical reference, not a freshly verified 2026 specification. The URL may now present a changed document. No current signal weights, complete model, or outcome guarantee are established by this record.

  8. Reference 08 / TikTok Help Center

    How TikTok recommends content (opens in a new tab)

    Published
    Date not established
    Editorial review
    2026-09-08

    Official help-index information about recommendations, including For You and Search. These are separate surfaces, not one interchangeable algorithm.

    Access & interpretation limits

    Official index only: direct access to the article body was restricted during the approved research. Broad signal families are recorded conservatively; exact wording, current weights and a complete surface-specific pipeline were not verified. No new retrieval was performed on the editorial review date.

  9. Reference 09 / YouTube Help

    Search and discovery tips — Shorts (opens in a new tab)

    Published
    Date not established
    Editorial review
    2026-09-08

    Official explanation of Shorts discovery, viewer personalization, choosing to view, retention and satisfaction-related signals; topic interest, competition and seasonality also affect exposure.

    Access & interpretation limits

    Living help document; publication date and model weights are not supplied here. Reviewed against the approved research reference, not freshly fetched. The disclosure is directional guidance, not a deterministic reach formula.

  10. Reference 10 / YouTube Help

    How YouTube recommendations work (opens in a new tab)

    Published
    Date not established
    Editorial review
    2026-09-08

    Official overview of recommendation signals and differences between surfaces. Home relies primarily on watch history; recommendations also use feedback and satisfaction information rather than watch time alone.

    Access & interpretation limits

    Living help document; publication date and exact weights are unknown here. Reviewed against the approved reference, not freshly fetched. Home guidance must not be substituted for Shorts or search ranking.

  11. Reference 11 / Google Search Central

    Creating helpful, reliable, people-first content (opens in a new tab)

    Published
    Date not established
    Editorial review
    2026-09-08

    Guidance for assessing useful, reliable content made for people, including original information, clear sourcing and a satisfying answer. Not a checklist of directly measurable ranking weights.

    Access & interpretation limits

    Living documentation reviewed through the approved reference, not newly retrieved. The guidance does not reveal a complete retrieval or ranking algorithm, keyword volumes, or guaranteed positions. E-E-A-T is not a single ranking factor.

  12. Reference 12 / Google Search Central

    What is URL canonicalization (opens in a new tab)

    Published
    Date not established
    Editorial review
    2026-09-08

    How Google identifies a representative URL among duplicate or very similar pages. Canonicalization concerns indexing and consolidation, not emotional appeal.

    Access & interpretation limits

    Living documentation reviewed through the approved reference, not newly retrieved. A declared canonical is a signal, not a guarantee of Google's selected canonical or of indexing and ranking.

A separate register from the checker.

The older checker uses reference labels attached to detector categories. Those labels are not this claim-level catalogue and should not be read as evidence that a phrase proves manipulation, identifies an emotion or predicts an outcome.

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