{"id":"W2018905613","doi":"10.3138/jvme.33.3.317","title":"Faculty Development: Principles and Practices","year":2006,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coaching; Mentorship; Faculty development; Medical education; Professional development; Variety (cybernetics); Instructional design; Set (abstract data type); Psychology; Medicine; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05534953,0.001058527,0.0008340962,0.004736652,0.01017111,0.01429592,0.004678402,0.006806142,0.005978227],"category_scores_gemma":[0.0351065,0.001301311,0.000988538,0.003991779,0.04233944,0.006694893,0.01162284,0.00856177,0.004859799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009755225,"about_ca_system_score_gemma":0.03087503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587401,"about_ca_topic_score_gemma":0.007557109,"domain_scores_codex":[0.948525,0.02889351,0.003717237,0.003600843,0.01353138,0.00173209],"domain_scores_gemma":[0.9684152,0.01465591,0.001829917,0.004485323,0.006708239,0.003905505],"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":[0.0000182379,0.0002096658,0.001733872,0.001447578,0.00003939792,0.0002891945,0.03217122,0.001072895,0.0004400934,0.6641047,0.06284433,0.2356288],"study_design_scores_gemma":[0.00004192321,0.00005137622,0.0009831059,0.002274876,0.00001374272,0.0005044662,0.006629354,0.0005090841,0.000402374,0.3131157,0.6754321,0.0000418634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.005908159,0.02190744,0.4607838,0.1598076,0.003305342,0.003634593,0.00014996,0.001284146,0.3432191],"genre_scores_gemma":[0.1132939,0.01691125,0.7823964,0.01652781,0.001515521,0.005819026,0.0001082282,0.0005857924,0.06284219],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05534953,"threshold_uncertainty_score":0.2927198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143781780723953,"score_gpt":0.452823069715197,"score_spread":0.3384448916428017,"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."}}