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Record W4404018023 · doi:10.1080/13698230.2024.2423141

As-if trust

2024· article· en· W4404018023 on OpenAlexaff
Michael K. MacKenzie, Alfred Moore

Bibliographic record

VenueCritical Review of International Social and Political Philosophy · 2024
Typearticle
Languageen
FieldComputer Science
TopicDistributed systems and fault tolerance
Canadian institutionsVancouver Island University
Fundersnot available
KeywordsPolitical scienceSociologyLawEpistemologyLaw and economicsPhilosophy

Abstract

fetched live from OpenAlex

A lot of what we understand to be trust is not trust; it is, instead, an active and conscious decision to feign trust. We call this ‘as-if’ trust. If trust involves taking on risks and vulnerabilities, as-if trust involves taking on surplus risks and vulnerabilities. People may decide to act as if they trust in many situations, even when they do not have sufficient warrant to trust – which is to say even when they do not trust. Likewise, people might decide to act as if they trust even when they have good reasons to actively distrust. The surplus risks of as-if trust may be worth taking in a number of different contexts and for many reasons. We argue that as-if trust is a concept that should be added to our theoretical, practical, and political vocabularies of trust and distrust. In doing so, we discuss the main reasons for someone to act as if they trust. We then show that the practice of as-if trust has been recognized by other scholars but treated as trust. In response, we clarify how as-if trust differs from trust, and we discuss the utility and ubiquity of as-if trust, especially in politics.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.015
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.015
Threshold uncertainty score0.082

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.033
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0050.028
Scholarly communication0.0150.023
Open science0.0020.006
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.0120.004

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.035
GPT teacher head0.359
Teacher spread0.324 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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