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Record W6931275918 · doi:10.5281/zenodo.6521159

FIGURE 13 in Taxonomy, ecology and zoogeography of the Recent species of Rhamphostomella Lorenz, 1886 and Mixtoscutella n. gen. (Bryozoa, Cheilostomata)

2022· other· en· W6931275918 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2022
Typeother
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicAmino Acid Enzymes and Metabolism
Canadian institutionsnot available
Fundersnot available
KeywordsZooidBryozoaZoogeographyClimaxMargin (machine learning)Morphology (biology)

Abstract

fetched live from OpenAlex

FIGURE 13. Rhamphostomella cellata (O'Donoghue & O'Donoghue, 1923). Lectotype, NHMUK 1964.1.2.9 (Pacific coast of North America, presumably Vancouver Island, British Columbia). A. Colony margin with developing zooids. B. Distolateral view of marginal zooids, showing shape of primary orifice and dimpled surface of frontal shield. C. Zooidal orifice with suboral avicularium. D. Group of non-ovicellate zooids in young part of colony. E. Single non-ovicellate zooid in older part of colony. F. Zooids with damaged ooecia in older part of colony. G. Zooids in older part of colony. H. Distal part of zooid with partially broken ooecium, showing form of secondary orifice and suboral avicularium. I. Interior of frontal shield, showing umbo, areolae and ooecial communication slit (arrow). J. Basal surface of colony, showing hardly recognizable boundaries between zooids. K. Interior of frontal shield, showing ring scar and exterior wall microstructure of umbonuloid component. L. Lateral view of zooid, showing peristome, areolae and zooidal lateral wall with mural pore chambers. Scale bars: A, D, J, 500 μm; B, F, G, 250 μm; C, E, H, I, 100 μm; K, 50 μm; 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.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.046
Threshold uncertainty score0.134

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0400.007

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 head0.016
GPT teacher head0.204
Teacher spread0.188 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2022
Admission routes1
Has abstractyes

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