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Record W2071871110 · doi:10.1093/analys/anq040

Empiricist Structuralism, Metaphysical Realism, and the Bridging Problem

2010· article· en· W2071871110 on OpenAlexaff
Gabriele Contessa

Bibliographic record

VenueAnalysis · 2010
Typearticle
Languageen
FieldArts and Humanities
TopicPhilosophy and History of Science
Canadian institutionsCarleton University
Fundersnot available
KeywordsMetaphysicsEpistemologyEmpiricismPhilosophyStructuralism (philosophy of science)Bridging (networking)RealismComputer science

Abstract

fetched live from OpenAlex

1. Scientific realism (or at least one version of it) can be characterized as the conjunction of three theses, which, following Stathis Psillos (2000), I shall call the metaphysical, the semantic and the epistemological theses. The metaphysical thesis (or, as it is often referred to, metaphysical realism) is the thesis that the world is (largely) independent from our way of representing or describing it. The semantic thesis is that our scientific theories are literal descriptions of the world and are capable of being true or false. The epistemological thesis is that we are epistemically justified in believing that our best scientific theories are (approximately) true.1Scientific antirealism, on the other hand, is the denial of at least one of the above theses. Whereas scientific antirealists in the past often rejected the metaphysical or the semantic theses, in the last few decades, the debate between scientific realists and antirealists has mostly focused on the epistemological thesis. This development can be largely attributed to the influence that Bas van Fraassen’s constructive empiricism has exerted on the debate since the publication of The Scientific Image in 1980. Constructive empiricism has since represented a moderate and sensible alternative to scientific realism, which challenged scientific realists mostly on the epistemological ground, while making substantial concessions on the metaphysical and the semantic grounds by essentially accepting the metaphysical and the semantic theses.

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)0.008
metaresearch head score (Gemma)0.019
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 score0.995
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0050.037
Scholarly communication0.0070.018
Open science0.0020.004
Research integrity0.0040.006
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 head0.016
GPT teacher head0.223
Teacher spread0.207 · 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

Citations4
Published2010
Admission routes1
Has abstractno

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