{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001649538,0.0005753008,0.0009413008,0.0004000245,0.0002913518,0.000006420428,0.0008905871,0.001921687,0.001992693],"category_scores_gemma":[0.001074634,0.000334376,0.00008213983,0.000735807,0.0008809124,0.00007060054,0.0001187261,0.01065824,0.0002770051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000430873,"about_ca_system_score_gemma":0.0004771279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002720848,"about_ca_topic_score_gemma":0.000002769645,"domain_scores_codex":[0.9956145,0.0001552343,0.001368177,0.0006241882,0.001520272,0.0007176374],"domain_scores_gemma":[0.9979103,0.0001584298,0.000582609,0.000881644,0.0003440519,0.0001229621],"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":[0.000024586,0.00001266096,0.0003365766,0.0002673638,0.0002191974,0.00006264897,0.008586125,1.545107e-8,0.00002592525,0.00006508593,0.9417555,0.04864433],"study_design_scores_gemma":[0.001526621,0.0001066785,0.002724572,0.001460022,0.0004990323,0.0002453354,0.00184857,0.00001440775,0.0001360763,0.0002451516,0.9908724,0.0003210662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007888172,0.0008000406,0.0003440798,0.9806088,0.002481977,0.001188001,0.000009996957,0.0001361763,0.006542804],"genre_scores_gemma":[0.002291436,0.0002868138,0.0005230079,0.9537671,0.0181895,0.0002513035,0.006184876,0.0001028613,0.01840305],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04911698,"threshold_uncertainty_score":0.9999108,"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."}}