{"id":"W2015428677","doi":"10.1111/j.1365-2929.2005.02386.x","title":"Whither the need for faculty development?","year":2006,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Faculty development; Medical education; Plan (archaeology); Psychology; Root (linguistics); Professional development; Test (biology); Pedagogy; Medicine","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":[0.04547786,0.00067915,0.0006797393,0.002288201,0.01352862,0.01846007,0.003957485,0.01349579,0.02464891],"category_scores_gemma":[0.1553994,0.0008765979,0.001156779,0.002237889,0.01825588,0.03038848,0.01285657,0.01800533,0.006482269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007498243,"about_ca_system_score_gemma":0.03932227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006710198,"about_ca_topic_score_gemma":0.01569826,"domain_scores_codex":[0.9424014,0.03126002,0.002341645,0.003769479,0.01275032,0.007477009],"domain_scores_gemma":[0.7593746,0.0642264,0.0130563,0.01541826,0.05243152,0.09549303],"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":[0.0001147923,0.0004461175,0.01160484,0.001016853,0.0001153973,0.001292554,0.02048237,0.0003175386,0.001223851,0.0589879,0.5829098,0.321488],"study_design_scores_gemma":[0.0001724406,0.0003906225,0.0116587,0.002208453,0.00005183247,0.002113162,0.04985422,0.0004982394,0.0008668501,0.05388903,0.8780852,0.0002111926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003858912,0.002754072,0.001889019,0.979512,0.006832225,0.00003068363,0.00001882595,0.00009637338,0.005007981],"genre_scores_gemma":[0.3093097,0.01237701,0.02247202,0.6066617,0.0161176,0.0006066333,0.000183464,0.0005777868,0.03169413],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04547786,"threshold_uncertainty_score":0.2405127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208918362277402,"score_gpt":0.3557733258474695,"score_spread":0.3348814896197293,"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."}}