{"id":"W1972819794","doi":"10.1097/00001888-200408000-00016","title":"Effectiveness of a Brief Workshop Designed to Improve Teaching Performance at the University of Alberta","year":2004,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medical education; Psychology; Set (abstract data type); Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.008971836,0.00007424685,0.0001923385,0.0000574091,0.0004442665,0.000001777977,0.000457663,0.0001126105,0.000130289],"category_scores_gemma":[0.007252933,0.00005528899,0.00002645917,0.0002237194,0.0004730008,0.0002242459,0.00009615159,0.0004376976,0.00001659776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002230814,"about_ca_system_score_gemma":0.0001720451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01957211,"about_ca_topic_score_gemma":0.0009722859,"domain_scores_codex":[0.9980068,0.0009494034,0.0001872502,0.0001705506,0.0005197109,0.0001662664],"domain_scores_gemma":[0.9957336,0.003650923,0.0002641845,0.0001866787,0.00007972611,0.00008489528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001206968,0.00005425149,0.02809663,0.0003895668,0.0001595866,0.000002523503,0.7540151,0.004244846,0.1332005,0.0443397,0.003217581,0.03107278],"study_design_scores_gemma":[0.02138689,0.003784634,0.2767017,0.01592073,0.001806261,0.00002551443,0.2976381,0.0008640563,0.07541617,0.01013789,0.2945761,0.001741852],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700745,0.0001770122,0.002606428,0.0183357,0.0001745351,0.0004091914,5.121413e-7,0.00001564462,0.008206483],"genre_scores_gemma":[0.9964492,0.0001437717,0.0001660131,0.0001879147,0.00009259726,0.000001622145,0.000001282783,0.000005505176,0.002952049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.456377,"threshold_uncertainty_score":0.9869567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929736724252395,"score_gpt":0.380405012044672,"score_spread":0.331107644802148,"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."}}