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Record W7013840201

In Brief

2006· article· en· W7013840201 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldHealth Professions
TopicPublic Health Policies and Education
Canadian institutionsnot available
Fundersnot available
KeywordsPassionHonorLegendTributeGray (unit)Obligation
DOInot available

Abstract

fetched live from OpenAlex

Table of Contents: Dean's Message Masthead News Briefs Nine Memorable Years: Gerald Korngold Canada-United States Institute Celebrates Henry T. King, Jr. A Living Legend in Our Midst 30th Annual Conference Symposium Tackles Sports and Eligibility Issues Michael Scharf, The Trial of Saddam Hussein Calvin Sharpe, Remembering Ernie Gelhorn: A Tribute Faculty Profile Tenure Awarded to Two Outstanding Health Law Professors (Hoffman and Berg) Shared Passion Grants Top Law Scholar Endowed Chair Craig A. Nard Tom J. E. and Bette Lou Walker Profesor of Law Faculty News Faculty Briefs Student News Reunion 2006 Save the Date for Reunion (June 2, 2006) Reunion 2005 Society of Benchers Inducts Eleven New Members Commencement 2005 Alumni News Case Names Gray Family Rotunda to Honor Alumnus Alumni Class Notes In Memoriam Leading the Way Campaign Report

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)0.001
metaresearch head score (Gemma)0.007
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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.838
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0050.003
Open science0.0020.002
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.8380.750

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 head0.060
GPT teacher head0.506
Teacher spread0.445 · 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".

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Citations0
Published2006
Admission routes1
Has abstractyes

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