{"id":"W2076344543","doi":"10.1111/j.1365-2923.2008.03246.x","title":"Faculty development: a ‘Field of Dreams’?","year":2008,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Faculty development; Professional development; Medical education; Psychology; Focus group; Perception; Personal development; Work (physics); Pedagogy; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003311099,0.00009083791,0.000189685,0.0001811092,0.00008868128,0.000002193977,0.000112565,0.0001761874,0.001919508],"category_scores_gemma":[0.005593572,0.00007811391,0.00003889373,0.0005493928,0.0001393922,0.00005917443,0.0000221288,0.0002676512,0.000098663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014875,"about_ca_system_score_gemma":0.00515371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005022859,"about_ca_topic_score_gemma":0.000002499616,"domain_scores_codex":[0.9983623,0.00001946891,0.0004599346,0.0001702294,0.0008323041,0.0001557888],"domain_scores_gemma":[0.9991646,0.00003633006,0.000109428,0.0002260674,0.0003700125,0.00009360821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003986376,0.001749443,0.03846134,0.0001833958,0.00003444242,0.000005011955,0.003474083,1.245152e-7,0.0001747936,0.0008628345,0.418776,0.5362386],"study_design_scores_gemma":[0.001344866,0.0002312169,0.252461,0.0006728253,0.00004953917,0.0005678476,0.001125483,0.0002469285,0.0148895,0.0001541939,0.7280203,0.0002363177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710852,0.00009417459,0.001857376,0.01539724,0.0008282964,0.000225602,4.8427e-7,0.00005073024,0.01046089],"genre_scores_gemma":[0.9630468,0.00003045175,0.01844024,0.01509314,0.0003749894,0.00007211532,0.0003218805,0.00001395769,0.002606406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5360023,"threshold_uncertainty_score":0.9989929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237171336422913,"score_gpt":0.3729069735618968,"score_spread":0.3505352601976677,"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."}}