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Record W2995932983 · doi:10.3138/cjpe.56989

Comparison of Canadian and American Graduate Evaluation Education Programs

2019· article· en· W2995932983 on OpenAlexaffvenueabout
Moira Hunter, James C. McDavid

Bibliographic record

VenueCanadian Journal of Program Evaluation · 2019
Typearticle
Languageen
FieldDecision Sciences
TopicEvaluation and Performance Assessment
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsProfessionalizationGraduate educationGraduate studentsPopulationPolitical scienceMedical educationProgram evaluationHigher educationLibrary scienceSociologyPublic administrationMedicineDemographyComputer science

Abstract

fetched live from OpenAlex

Abstract: University education in evaluation is an important support for the professionalization of the field. Using internet sources and direct contacts with 105 Canadian university departments, our study develops a Canada-wide inventory of graduate courses and programs, with emphasis on evaluation. Comparisons are made with inventories of American graduate evaluation programs undertaken between 1980 and 2018. Although Canada has about half as many multi-course graduate programs in evaluation as were found in the United States in 2018, the relative number of Canadian programs is disproportionately greater, considering the two countries' population sizes. Canada also has a more diverse range of disciplines offering evaluation education programs.

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)0.017
metaresearch head score (Gemma)0.002
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.695
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.563
GPT teacher head0.588
Teacher spread0.026 · 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 designObservational
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

Citations6
Published2019
Admission routes3
Has abstractyes

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