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Record W6949430586 · doi:10.5281/zenodo.14525964

FIG. 7 in Skeletal reconstruction of fossil vertebrates as a process of hypothesis testing and a source of anatomical and palaeobiological inferences

2024· other· en· W6949430586 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typeother
Languageen
FieldArts and Humanities
TopicReligious Studies and Spiritual Practices
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPhalanxProcess (computing)Medial wallFootprintBipedalismSkeleton (computer programming)Tarsal BoneProximal phalanx

Abstract

fetched live from OpenAlex

FIG. 7. — Reconstructed articular configuration of distal part of left hindlimb of an indeterminate ceratopsid dinosaur (UALVP 42): A, perspective view of entire reconstructed crus and pes standing on scaled ceratopsid footprint. Opaque areas represent original bone material, while transparent ones represent plaster. Phalanx I-1 from UALVP 16248, an associated Centrosaurus apertus (Lambe, 1905) skeleton from Dinosaur Provincial Park, with missing anteromedial corner of proximal end restored in Pixologic ZBrush but shown as transparent. Footprint adapted from Gierlinski & Sabath (2008: fig. 10F). B-E, two postulated articular configurations of the crus and proximal tarsals in distal (B, D) and anterior (C, E) orthographic views; B, C, astragalus, outer tibial condyle, and calcaneum aligned roughly along a mediolateral line; white arrow points to large gap between astragalus and outer tibial condyle; D, E, astragalus angled in order to eliminate the gap, with the medial side farther anterior than the lateral side, and the calcaneum placed anteriorly. Abbreviations: as, astragalus; c, calcaneum; fib, fibula; otc, outer tibial condyle; tib, tibia. Scale bars: A, 20 cm; B-E, 10 cm.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.826
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.054
GPT teacher head0.255
Teacher spread0.201 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2024
Admission routes1
Has abstractyes

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