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Record W2893124587 · doi:10.1093/analys/any066

Taking the Long View on Science, Metaphysics and Philosophy of Science

2018· article· en· W2893124587 on OpenAlexaff
Holly Andersen

Bibliographic record

VenueAnalysis · 2018
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace Science and Extraterrestrial Life
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsMetaphysicsScholarshipEpistemologyPhilosophy of sciencePhilosophyPolitical scienceLaw

Abstract

fetched live from OpenAlex

Metaphysics and the Philosophy of Science1 collects contributions that mostly came out of a ground-breaking 2011 conference organized by the editors, with a few extra additions. Since that 2011 conference, discussions have exploded about what the relationships are, or should be, or should not be, or could even be, or have historically been, between all three of metaphysics (analytic metaphysics in particular though not exclusively), philosophy of science and science itself. As such, it is easy to lose sight of just how revolutionary that conference was, and how much careful scholarship and worthwhile ideas there are in this volume. Despite the lag time of 6 years between conference and the publication of this collection, and despite the massive eruption of discussions on this topic, this book contains a great deal of new material notable for its original and careful scholarship. The volume is still stage-setting for the debate in how much it can contribute to these new and ongoing discussions – impressive, given how many chapters predated such discussions. While there is still much to disagree with in this volume, there is also much that is impressively relevant to the leading edge of current discussions and which has useful insight for moving those discussions forward. The contributions here need to be taken into account in any discussion on metaphysics of science.

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)0.005
metaresearch head score (Gemma)0.009
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 score0.993
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0070.022
Scholarly communication0.0210.018
Open science0.0020.005
Research integrity0.0050.016
Insufficient payload (model declined to judge)0.0150.006

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 head0.028
GPT teacher head0.310
Teacher spread0.282 · 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
Published2018
Admission routes1
Has abstractyes

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