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Record W6931099070 · doi:10.5281/zenodo.4578159

FIG. 4 in Recent Brachiopoda from the Mozambique-Madagascar area, western Indian Ocean

2016· other· en· W6931099070 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) · 2016
Typeother
Languageen
FieldMathematics
TopicStatistical Methods and Bayesian Inference
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsDorsumPoint (geometry)Scale (ratio)Oblique caseIndian ocean

Abstract

fetched live from OpenAlex

FIG. 4. — Cryptopora boettgeri Helmcke, 1940: A, dorsal view of complete immature specimen (MNHN IB-2013-34), South Madagascar, South Point Barrow, ATIMO VATAE, stn CP 3585, 549-576 m; B, C, dorsal view of complete specimen (MNHN IB-2013-35) and enlargement of the umbonal part (C), South Madagascar, South-West Point Barrow, ATIMO VATAE, stn CP 3592, 450-455 m; D, dorsal view of complete specimen (MNHN IB-2013-36), Mozambique Channel, Zambeze transect, MAINBAZA, stn CC 3152, 443-445 m; E, F, dorsal view of complete specimen (MNHN IB-2013-37) and enlargement of posterior part (F), stn CP 3592; G-I, inner view of ventral valve (G), and enlargement and tilted views (H, I) of umbonal part to show elevated deltidial plates, teeth and dental plates (MNHN IB-2013-38), stn CP 3592; J-M, dorsal valve (MNHN IB-2013-39), inner and oblique views (J, K), and enlargements (L, M) to show details of crura and septum, stn CP 3592. All SEMs. Scale bars: A, H, I, M, 500 µm; B, D, E, G, J, K, 1 mm; C, F, L, 200 µm.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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: Other · Consensus signal: Other
Teacher disagreement score0.162
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.1050.006

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 head0.067
GPT teacher head0.320
Teacher spread0.253 · 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