{"id":"W4245974983","doi":"10.47678/cjhe.v50i1.188519","title":"Teaching excellence and how it is awarded: A Canadian case study","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Excellence; Scholarship; Operationalization; Higher education; Curriculum; Scholarship of Teaching and Learning; Pedagogy; Teaching method; Psychology; Quality (philosophy); Medical education; Teaching and learning center; Political science; Sociology; 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":[0.001543415,0.00008753253,0.0001223539,0.0002498492,0.001033847,0.0003732909,0.00022608,0.00005768224,0.0006055048],"category_scores_gemma":[0.0008030879,0.00009252398,0.00003188135,0.0001677844,0.00008021062,0.0007459311,0.000005686653,0.0003873222,0.00001387448],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000556452,"about_ca_system_score_gemma":0.01371803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9295459,"about_ca_topic_score_gemma":0.951787,"domain_scores_codex":[0.9985285,0.0006119381,0.0001795061,0.0001462256,0.000283634,0.000250235],"domain_scores_gemma":[0.9976193,0.0001312192,0.000258645,0.00009404581,0.0002593671,0.001637459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003491542,0.00003601801,0.1055244,0.00001284204,0.00005087373,0.0006086991,0.4195751,0.000004914511,0.000007254964,0.001525747,0.4633536,0.009297099],"study_design_scores_gemma":[0.0001141738,0.0000843104,0.005102327,0.00001925411,0.00005254441,0.0001596387,0.1436473,0.000005100588,8.469013e-7,0.0001343465,0.8505791,0.0001011388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4684541,0.0007021572,0.000006243967,0.5251601,0.0009271922,0.0001538138,0.000003117313,0.0000046647,0.004588631],"genre_scores_gemma":[0.9799517,0.00001171355,0.0004280939,0.01133564,0.0009904769,0.000002861309,5.731143e-7,0.00001019273,0.007268704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5138245,"threshold_uncertainty_score":0.9918733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434856558136091,"score_gpt":0.4303682044007709,"score_spread":0.2868825485871618,"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."}}