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Record W4411274175 · doi:10.1007/s10670-025-00977-x

Epistemic Rationality Begins Unreflectively

2025· article· en· W4411274175 on OpenAlexaff
Giacomo Melis, Kirsten H. Blakey

Bibliographic record

VenueErkenntnis · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicEpistemology, Ethics, and Metaphysics
Canadian institutionsUniversity of Toronto
FundersUK Research and Innovation
KeywordsRationalityOntologyEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

Recent research in analytic epistemology suggests that one can form a rational belief without being in the position to identify and assess the evidence in its support. The reach of such unreflective responses to evidence has been explored in internalist and externalist theories of epistemic justification. It is also at work in defences of the rationality of non-human animals and young children. Unreflective responsiveness to evidence is in tension with reflective accounts, according to which being in the position to identify and assess the relevant reasons is necessary for rational belief and action. We investigate the relation between these two rival characterizations of rational belief by engaging with recent work in developmental psychology and integrating it with lessons coming from the study of epistemic defeaters. We contend that the roots of epistemic rationality lie in what subjects do at the unreflective level. The arguments we provide speak against the widely held notion that the reflective minds of adult humans differ in kind from the presumed unreflective minds of young children and non-human animals.

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)0.007
metaresearch head score (Gemma)0.018
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 score0.007
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0020.037
Scholarly communication0.0060.010
Open science0.0010.007
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0030.001

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 head0.057
GPT teacher head0.309
Teacher spread0.252 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

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