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Record W4390477175 · doi:10.33137/js.v5i.42257

Accepting Massive Problems

2023· article· en· W4390477175 on OpenAlex
Alessandra Castino

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueScientonomy Journal for the Science of Science · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicHistory and Developments in Astronomy
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsAstronomerDark matterGalaxyPhysicsAstrophysicsAstronomyGalaxy rotation curveOrder (exchange)Rest (music)Theoretical physicsGalaxy formation and evolution

Abstract

fetched live from OpenAlex

This paper explores the process of the assessment and eventual acceptance of the existence of dark matter by the Western astronomy community in the period between 1930s and 1980s. By applying the framework of theoretical scientonomy, I trace the acceptance of two anomalous phenomena: the high mass-to-light ratio observed in galactic clusters, first documented by Swiss astronomer Fritz Zwicky in 1933, and the flat rotation curves of galaxies first observed by American astronomers Vera Rubin and Kent Ford in 1970. I also highlight how the community accepted two second-order propositions stating the inconsistency of these phenomena with the rest of the astronomical mosaic. I show that the acceptance of the existence of dark matter resulted from the acceptance of the existence of these anomalous phenomena and took place between 1982-1985, rather than in the mid-1970s as was previously assumed.

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.

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)0.008
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.519
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.005
Science and technology studies0.0060.008
Scholarly communication0.0000.002
Open science0.0030.000
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 head0.032
GPT teacher head0.312
Teacher spread0.280 · 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