{"id":"W2046675936","doi":"10.2460/javma.239.6.762","title":"Changes in teaching of nontechnical skills, knowledge, aptitudes, and attitudes at US colleges and schools of veterinary medicine between 1999 and 2009","year":2011,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Veterinary medicine; Psychology; Medicine; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001570516,0.0001518389,0.0001938053,0.001065894,0.0003598538,0.0004626739,0.0004246749,0.0006593786,0.002613894],"category_scores_gemma":[0.007194422,0.0001878288,0.0001639402,0.0009899103,0.0004232873,0.0005298147,0.0006310371,0.0006610243,0.0004091829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780546,"about_ca_system_score_gemma":0.001844825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01083715,"about_ca_topic_score_gemma":0.03346408,"domain_scores_codex":[0.9985291,0.0002352282,0.0001390244,0.0001861751,0.0005983482,0.0003120904],"domain_scores_gemma":[0.9859828,0.001484781,0.006954733,0.000181966,0.001940934,0.003454706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007080322,0.0002066551,0.9868586,0.00005330642,0.0000174604,0.00004124059,0.0005640092,0.00006586822,0.0006085822,0.00001855441,0.0004869928,0.01100798],"study_design_scores_gemma":[0.000001715959,0.0000816598,0.9991506,0.00000854875,0.000001738332,0.00003940583,0.0002974648,0.000033691,0.0001085866,0.000003370326,0.000271202,0.000001937262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982781,0.0002518751,0.00008081002,0.0004509302,0.00001340984,0.00001716791,0.0001982227,0.00001006458,0.0006992751],"genre_scores_gemma":[0.9989506,0.0001614867,0.0001428122,0.0001779923,0.00001487426,0.00001390202,0.000169567,0.000001287245,0.0003674935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01083715,"threshold_uncertainty_score":0.02154809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638518072592976,"score_gpt":0.4710269068847425,"score_spread":0.3071750996254449,"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."}}