{"id":"W2153805562","doi":"10.1097/acm.0b013e31820c6fd3","title":"Commentary: Faculty Development: The Road Less Traveled","year":2011,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Faculty development; Mandate; Medical education; Curriculum; Context (archaeology); Health care; Core competency; Scope (computer science); Professional development; Engineering ethics; Psychology; Pedagogy; Medicine; Political science; Management; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01274237,0.002052732,0.002339322,0.002134109,0.008325525,0.007138685,0.008193891,0.08318447,0.01246209],"category_scores_gemma":[0.0848709,0.001506829,0.0028556,0.002161525,0.009958824,0.01201528,0.004292439,0.08349279,0.009519355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259848,"about_ca_system_score_gemma":0.02305697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02140104,"about_ca_topic_score_gemma":0.02626979,"domain_scores_codex":[0.9880427,0.003797937,0.00121011,0.001542603,0.004098638,0.001308025],"domain_scores_gemma":[0.9230828,0.04813585,0.003361995,0.001260887,0.01773286,0.006425653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001722475,0.000005854864,0.00002391892,0.0001081404,0.000006197559,0.0001058785,0.0001334314,0.00001809658,0.00002816562,0.0007428101,0.997163,0.001647329],"study_design_scores_gemma":[0.00007060768,0.00003026529,0.0002571767,0.001084512,0.00002991708,0.0004152864,0.0008258992,0.0001011385,0.0001352766,0.003447452,0.9935426,0.00005994367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005444994,0.001581146,0.00005009743,0.9213925,0.07614657,0.00001160751,0.00004359436,0.0000209548,0.0006990207],"genre_scores_gemma":[0.0006411821,0.001027722,0.00009756852,0.9504223,0.04562983,0.0000336655,0.0000177076,0.00002221571,0.002107793],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08318447,"threshold_uncertainty_score":0.09140873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09491539992323154,"score_gpt":0.3639203985677678,"score_spread":0.2690049986445363,"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."}}