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Record W6948498355 · doi:10.5281/zenodo.10215109

Updated NICER PSR J0740+6620 Illinois-Maryland MCMC Samples

2024· dataset· en· W6948498355 on OpenAlex

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.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typedataset
Languageen
FieldMathematics
TopicProbability and Statistical Research
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsRADIUSIonizationAtmosphere (unit)HeliumMarkov chain Monte Carlo

Abstract

fetched live from OpenAlex

Posterior Samples from "A More Precise Measurement of the Radius of PSR J0740+6620 Using Updated NICER Data." Our primary mass and radius samples can be found in "J0740_NICERXMM_full_mr.txt" Files ending in "all.txt" include values for all model parameters, while files ending in "mr.txt" contain only the mass and radius values for each sample. Files named "NICERonly" include samples from analyses of only NICER data, while files named "NICERXMM" hold samples from joint analyses of NICER and XMM-Newton data. "full", "partial" and "helium" indicate that those samples are from analyses using fully ionized hydrogen atmosphere models, atmosphere models allowing partially ionized hydrogen, and ionized helium atmospheres respectively.

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)0.002
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.024
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0020.000
Open science0.0020.003
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0780.095

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 head0.102
GPT teacher head0.332
Teacher spread0.230 · 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