{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01764644,0.00005421341,0.0001049855,0.00002779722,0.0008578477,0.00004655551,0.0005532784,0.0001161294,0.00122703],"category_scores_gemma":[0.03380461,0.0000357151,0.00005953642,0.0001243468,0.0005078534,0.0001277821,0.00008439971,0.000608305,0.00002705416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006999867,"about_ca_system_score_gemma":0.0004365888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003804569,"about_ca_topic_score_gemma":0.001328924,"domain_scores_codex":[0.9961114,0.002250668,0.0002562524,0.0001247476,0.001067809,0.000189138],"domain_scores_gemma":[0.9983071,0.001225323,0.0001179057,0.0002103036,0.00005302389,0.00008635989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001237341,0.0001462173,0.0631937,0.00001065087,0.00005729088,9.416089e-7,0.009909878,0.000001004842,0.00000847626,0.7250676,0.03305379,0.1685381],"study_design_scores_gemma":[0.0001708757,0.000008808338,0.006469991,0.00004144065,0.00002070949,1.4226e-7,0.00414627,0.0003454435,0.000008091309,0.007767177,0.9809725,0.00004851531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.117044,0.0003561696,0.0006310161,0.1826362,0.0005935332,0.0001396322,2.390027e-7,0.00008020469,0.698519],"genre_scores_gemma":[0.94405,0.00004529502,0.0001627976,0.0004148607,0.0001695794,0.0000087963,5.797568e-7,0.000003366888,0.05514469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9479188,"threshold_uncertainty_score":0.999686,"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."}}