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Record W4406812669 · doi:10.1093/analys/anae112

Getting Attitudes Right

2025· article· en· W4406812669 on OpenAlexaff
Nathan Robert Howard

Bibliographic record

VenueAnalysis · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Philosophy and Ethics
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPsychology

Abstract

fetched live from OpenAlex

In 1903, G. E. Moore provoked generations of philosophers by placing goodness at the centre of ethics. Derek Parfit, Jonathan Dancy and T. M. Scanlon did the same nearly a century later using reasons. Now, Conor McHugh and Jonathan Way have followed suit by resurrecting broader interest in fittingness. Their lucid and comprehensive Getting Things Right argues that the normative realm is built atop fitting attitudes, i.e., that fittingness – not goodness, not ‘oughts’, not reasons – explains all normative claims. The title states the book’s guiding idea that an attitude is fitting just when ‘it gets things right’. An attitude gets things right, according to the authors, when it matches its object, where different objects match with different attitudes in different ways. For example, a belief matches its object when the object is a fact; a desire matches its object when the object is desirable; a fear matches its object when that object is fearsome and so on. An attitude is fitting, we are led to think, when ordained by the world through this match. McHugh and Way approvingly cite Selim Berker’s metaphors of a puzzle piece fitting into place or a key fitting a lock to further illustrate this guiding idea (2022a: 77).

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.974
Threshold uncertainty score0.426

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.033
GPT teacher head0.387
Teacher spread0.353 · 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 teacher head, 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

Citations0
Published2025
Admission routes1
Has abstractyes

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