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Record W2606579234

An Evaluation of Reevaluations

2014· article· en· W2606579234 on OpenAlexvenueno aff
Adam Sachs

Bibliographic record

VenueAporia · 2014
Typearticle
Languageen
FieldArts and Humanities
TopicPhilosophy and History of Science
Canadian institutionsnot available
Fundersnot available
KeywordsQuineEmpiricismUnderdeterminationPhilosophyEpistemologyCriticismKey (lock)Philosophy of scienceComputer scienceLawPolitical science
DOInot available

Abstract

fetched live from OpenAlex

In his influential essay Two of Empiricism, W. V. Quine attacks two that have conditioned... modern empiricism (2002, p.176). Rejecting these two dogmas leads Quine to make two further claims: he constructs a complex model of human belief states and asserts, total science... is underdetermined by experience (2002, p.191). Larry Laudan's 1990 essay Demystifying underdetermination hopes to cast doubt upon the broad implications that many writers... draw (Laudan 1990, p.271) from Quine's claims in Two Dogmas. I first attempt to expound key components of Quine's essay so that its relationship to Laudan's criticism can be better understood; further, I attempt to show that although Laudan's discussion of Two Dogmas successfully invalidates implications that have been drawn from the work, it ignores key aspects of the work itself, misleading the reader.

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)0.057
metaresearch head score (Gemma)0.157
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.991
Threshold uncertainty score0.301

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0570.157
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0080.006
Science and technology studies0.0090.026
Scholarly communication0.0200.020
Open science0.0060.009
Research integrity0.0070.011
Insufficient payload (model declined to judge)0.0110.001

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 head0.151
GPT teacher head0.313
Teacher spread0.161 · 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.

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
Published2014
Admission routes1
Has abstractyes

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