MétaCan
Menu
Back to cohort
Record W6893219924 · doi:10.5281/zenodo.14642063

British Canadian University, Obufu Cross River State 2025/2026 Application-Admission list(1st & 2nd) Is Out. Call: (Dr.Mrs. Alice ) (08125777035) for more Information On How to check and for admission Assistance. Also, Direct Entry, IJMB and JUPEB forms admissions are also ongoing. For more enquiries call /08125777035/ (+2348125777035) or 081-25-77-70-35. For post graduate forms, Masters form (Msc) Mphil, Doctorate Degrees and all other degrees are also available contact the (School Admin) Dr Mrs Alice VIA +2348125777035 /[0812-577-7035]

2025· article· en· W6893219924 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldMedicine
TopicMedical Education and Admissions
Canadian institutionsnot available
Fundersnot available
KeywordsAlice (programming language)State (computer science)Alice and BobCheck List

Abstract

fetched live from OpenAlex

British Canadian University, Obufu Cross River State 2025/2026 Application-Admission list(1st & 2nd) Is Out. Call: (Dr.Mrs. Alice ) (08125777035) for more Information On How to check and for admission Assistance. Also, Direct Entry, IJMB and JUPEB forms admissions are also ongoing. For more enquiries call /08125777035/ (+2348125777035) or 081-25-77-70-35. For post graduate forms, Masters form (Msc) Mphil, Doctorate Degrees and all other degrees are also available contact the (School Admin) Dr Mrs Alice VIA +2348125777035 /[0812-577-7035]

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.638
Threshold uncertainty score0.729

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0120.001
Scholarly communication0.0070.002
Open science0.0020.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.8920.786

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 head0.050
GPT teacher head0.305
Teacher spread0.256 · 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; the direct Gemma label and the distilled Codex classifier 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicMedical Education and AdmissionsFrench-language works237,207