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The Canadian Operational Research Society/Société Canadienne De Recherche Opérationelle

2011· other· en· W1496873950 on OpenAlexaffabout
Richard J. Caron, Ármann Ingólfsson, Vinh Quan

Bibliographic record

VenueWiley Encyclopedia of Operations Research and Management Science · 2011
Typeother
Languageen
FieldDecision Sciences
TopicComplex Systems and Decision Making
Canadian institutionsToronto Metropolitan UniversityUniversity of AlbertaUniversity of Windsor
Fundersnot available
KeywordsPolitical scienceLibrary scienceSection (typography)Web sitePublic administrationRegional scienceSociologyComputer scienceThe InternetWorld Wide Web

Abstract

fetched live from OpenAlex

Abstract Founded in 1958 and incorporated on 25 February 1964, the Canadian Operational Research Society (CORS) takes a leadership role in the advancement of both the theory and practice of operational research (OR) in Canada, and it represents the Canadian OR community in the International Federation of Operational Research Societies (IFORS). We meet our objectives with our publications, Web site ( www.cors.ca ), and annual conference and by supporting a diverse array of local section activities. The society is bilingual and is also known as the Société canadienne de recherche opérationelle (SCRO).

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)0.020
metaresearch head score (Gemma)0.037
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 score0.961
Threshold uncertainty score0.595

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.037
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0100.019
Science and technology studies0.0060.009
Scholarly communication0.0220.006
Open science0.0030.005
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0680.035

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 head0.454
GPT teacher head0.511
Teacher spread0.057 · 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
Published2011
Admission routes2
Has abstractyes

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