{"id":"W2133322481","doi":"10.47678/cjhe.v44i3.186035","title":"Exploring the Context of Canadian Graduate Student Teaching Certificates in University Teaching","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Guelph; University of Calgary","funders":"Simon Fraser University; MacEwan University; Memorial University of Newfoundland; Mount Allison University; University of Toronto; University of Ottawa; Dalhousie University; Queen's University; Trent University; Cape Breton University; St. Thomas University; Brock University; York University; University of Lethbridge; Thompson Rivers University; Athabasca University; Kwantlen Polytechnic University; University of Waterloo; Vancouver Island University; Mount Royal University; Mount Saint Vincent University; University of the Fraser Valley; Concordia University; McMaster University; University of Northern British Columbia; Bishop's University; Nipissing University; McGill University; University of Regina; University of Windsor","keywords":"Certificate; Scholarship; Context (archaeology); Medical education; Graduate students; Teaching assistant; Mathematics education; Pedagogy; Psychology; Computer science; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005376621,0.00007104939,0.0001287841,0.0009854466,0.0008319665,0.00009970948,0.0004988278,0.00003428555,0.00006861014],"category_scores_gemma":[0.00111748,0.00006506289,0.00004891221,0.0002701773,0.0001190075,0.0008447249,0.000006399358,0.0005695203,0.000006772932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009953884,"about_ca_system_score_gemma":0.003943328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9347922,"about_ca_topic_score_gemma":0.9568294,"domain_scores_codex":[0.9975417,0.001530386,0.0002897833,0.00009446216,0.000296792,0.000246921],"domain_scores_gemma":[0.9984378,0.0004027879,0.0003873396,0.0001364921,0.0002040843,0.0004314787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001290803,0.0001046448,0.2313487,0.00001949586,0.00007574127,0.000007850049,0.4094284,0.0002476545,0.000103479,0.2864566,0.02457012,0.04762436],"study_design_scores_gemma":[0.00009708403,0.0000211619,0.2997204,0.00008736784,0.00002688485,0.00000178506,0.07720928,0.00000390368,0.00001366143,0.0004206743,0.6223254,0.00007239486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9222406,0.0001580044,0.00000661874,0.05699686,0.001606482,0.0001098528,0.000001464629,0.000003705305,0.01887639],"genre_scores_gemma":[0.9966898,0.00002648823,0.0002131391,0.0003502347,0.0003262895,0.000001144663,0.0000012231,0.000007463125,0.002384195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5977553,"threshold_uncertainty_score":0.6995295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3058464841956372,"score_gpt":0.4034095668220317,"score_spread":0.09756308262639446,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}