{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00897306,0.0005399882,0.0007408744,0.004070119,0.03240526,0.007499876,0.003362895,0.002339046,0.003235445],"category_scores_gemma":[0.02255666,0.0004357007,0.0005173802,0.0125918,0.007802684,0.002149557,0.005187864,0.003284843,0.0002861057],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1729477,"about_ca_system_score_gemma":0.1801782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.984734,"about_ca_topic_score_gemma":0.994916,"domain_scores_codex":[0.9887727,0.003293924,0.0004145606,0.0006056036,0.003518586,0.003394708],"domain_scores_gemma":[0.9824331,0.005235055,0.001126576,0.00061934,0.006027637,0.004558268],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001653956,0.0004409066,0.07435729,0.0006904422,0.00005065146,0.01310308,0.7410947,0.001364396,0.001134224,0.05197352,0.02135662,0.09426882],"study_design_scores_gemma":[0.00002819359,0.0001243498,0.05317184,0.0007299191,0.00005932928,0.002065854,0.8169556,0.0009433797,0.0006152749,0.002072176,0.1231189,0.0001152046],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130616,0.002969481,0.001968382,0.01521584,0.000200184,0.0005149126,0.0006631836,0.00003930827,0.06536707],"genre_scores_gemma":[0.9856305,0.002741301,0.00227237,0.0008782301,0.00002067945,0.0000799826,0.0001110376,0.00003148639,0.008234507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9910269,"threshold_uncertainty_score":0.9592635,"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."}}