{"id":"W4414016989","doi":"10.1080/0142159x.2025.2555360","title":"The plurality of good teaching","year":2025,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medical education; Computer science; Psychology; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03567381,0.0004717498,0.001117425,0.001912611,0.01383675,0.01894938,0.001230495,0.003430942,0.00473922],"category_scores_gemma":[0.05503268,0.0004582524,0.0004909081,0.001402378,0.07488979,0.01114148,0.01318406,0.01242531,0.001177602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007058974,"about_ca_system_score_gemma":0.0116538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002896718,"about_ca_topic_score_gemma":0.005707039,"domain_scores_codex":[0.9166099,0.05414494,0.002198865,0.004851784,0.01801634,0.004178004],"domain_scores_gemma":[0.9277428,0.0273064,0.005538616,0.01297259,0.01095412,0.01548542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000095681,0.00008714903,0.003920821,0.0004465836,0.00005186402,0.0003428127,0.05078432,0.0002142087,0.0004962797,0.7647257,0.09670082,0.08213372],"study_design_scores_gemma":[0.00002879185,0.00008933752,0.003253917,0.0007109697,0.00002153219,0.0008128682,0.02531126,0.0002375594,0.0003428997,0.5063921,0.4627379,0.00006093271],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0385306,0.0198329,0.01401842,0.4741017,0.009155821,0.00006721725,0.00009011251,0.0002015294,0.4440016],"genre_scores_gemma":[0.9207548,0.005209135,0.007128329,0.03653795,0.004689525,0.0001201692,0.00003746228,0.0002534928,0.02526916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03567381,"threshold_uncertainty_score":0.1886634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08284842343527063,"score_gpt":0.4885587231572659,"score_spread":0.4057102997219952,"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."}}