MétaCan
Menu
Back to cohort
Record W7098720742

Responsible Executive Officer: President Delegate: University Secretary Contact: University Secretary

2007· article· en· W7098720742 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsnot available
Fundersnot available
KeywordsHonourUnit (ring theory)Service (business)Capital (architecture)Social policy
DOInot available

Abstract

fetched live from OpenAlex

Reason for Policy 1.1 To set out the conditions under which Academic Units may be named in honour of individual(s). Part II Policy Content 2.1 For the purposes of this policy, "Academic Unit " refers to Faculties, Schools, Departments, Divisions and Institutes as defined in the Board bylaw entitled "Faculties, Schools, Departments Divisions and Institutes". 2.2 Persons who may be honoured by the naming of an Academic Unit include the following: (a) Persons who have contributed to the life and mission of the University of Manitoba (contributions may include teaching, research, scholarship, service or creative work); or (b) Persons who have contributed to the cultural, social and economic well-being of the people of Manitoba, Canada and the world in areas which are of major interest to the University of Manitoba, and/or which are directly associated with the University; or (c) Persons who, through their contributions of capital or other assets, enable the University of Manitoba to further its mission.

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)0.006
metaresearch head score (Gemma)0.021
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 score0.632
Threshold uncertainty score0.901

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0050.001
Scholarly communication0.0100.004
Open science0.0020.002
Research integrity0.0170.008
Insufficient payload (model declined to judge)0.3680.438

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 head0.012
GPT teacher head0.259
Teacher spread0.247 · 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
Published2007
Admission routes1
Has abstractyes

Explore more

Same topicHigher Education Governance and DevelopmentFrench-language works237,207