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Record W6931033589 · doi:10.5281/zenodo.4578166

FIG. 6. — A-E in Recent Brachiopoda from the Mozambique-Madagascar area, western Indian Ocean

2016· other· en· W6931033589 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2016
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicRadiation Effects and Dosimetry
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsDorsumIndian oceanBeakScale (ratio)Section (typography)

Abstract

fetched live from OpenAlex

FIG. 6. — A-E, Xenobrochus africanus (Cooper, 1973), Mozambique Channel, Inhambane transect, MAINBAZA, stn CP 3143, 264-277 m (MNHN IB-2013-50): A, B, dorsal view of complete specimen and enlargement of the umbonal part to show details of the beak (B); C, inner view of ventral valve; D, E, inner view of dorsal valve (C), and enlargement of posterior part (E) to show details of brachial skeleton; F-J, Gryphus capensis Jackson, 1952, North-West Madagascar, West of Cap d'Ambre, MIRIKY, stn DW 3196, 238-249 m (MNHN IB-2013-43): F-H, inner view of ventral valve (F), enlargement of posterior part (G) to show teeth and symphytium, and broken transverse section, showing secondary fibres and prims of the tertiary layer (top), characteristic for the genus, I, J, inner view of dorsal valve, and enlargement of posterior part (J) to show details of cardinalia and loop. All SEMs. Scale bars: A, C, D, F, I, 2 mm; B, E, G, J, 1 mm; H, 50 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.

How this classification was reachedexpand

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)0.000
metaresearch head score (Gemma)0.000
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: none
Teacher disagreement score0.524
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.1000.007

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 head0.023
GPT teacher head0.223
Teacher spread0.200 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2016
Admission routes1
Has abstractyes

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