{"id":"W2088697704","doi":"10.3138/jvme.31.2.168","title":"Models for Teaching Career Development and Practice Management","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Medical education; Faculty development; Professional development; Psychology; Practice management; Medicine; Pedagogy; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007482004,0.001077401,0.0005742958,0.00188363,0.002741016,0.008148595,0.002505903,0.002869268,0.03543869],"category_scores_gemma":[0.008521905,0.0005566019,0.001108127,0.001750795,0.005694664,0.005209791,0.005960007,0.004372544,0.008495074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007947749,"about_ca_system_score_gemma":0.01047091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003248569,"about_ca_topic_score_gemma":0.006789871,"domain_scores_codex":[0.9939715,0.003219446,0.0002239864,0.0004863742,0.001719242,0.0003794332],"domain_scores_gemma":[0.9947515,0.002368429,0.0004072747,0.0006678836,0.0006293842,0.001175498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002433414,0.0002141608,0.0005066087,0.0005054561,0.00001382572,0.00009094258,0.003532092,0.001917352,0.0002964115,0.754706,0.08335067,0.1548422],"study_design_scores_gemma":[0.00003500306,0.00009283698,0.0004071778,0.0008332387,0.000009246371,0.0001401107,0.001218128,0.002122825,0.000217754,0.2403649,0.7545348,0.00002392706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007532458,0.02449814,0.2299881,0.07005788,0.006600687,0.001094354,0.0003588341,0.001657952,0.6582116],"genre_scores_gemma":[0.2052912,0.04062669,0.4092009,0.01175627,0.002210214,0.005412512,0.0007668898,0.0006242336,0.3241112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03543869,"threshold_uncertainty_score":0.1185542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4683942138346459,"score_gpt":0.5638542849574403,"score_spread":0.09546007112279437,"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."}}