{"id":"W4229018137","doi":"10.12968/hmed.2021.0671","title":"How best can faculty development support teachers in clinical settings?","year":2022,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Faculty development; Medical education; Quality (philosophy); Clinical Practice; Professional development; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003643761,0.0001417154,0.0005918395,0.0003172272,0.0001622307,0.00002379852,0.0002519487,0.00008512239,0.0005499218],"category_scores_gemma":[0.00502069,0.0001415602,0.00009473607,0.0006428562,0.0002471366,0.0001234894,0.00008474039,0.00181797,0.000003446636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005841744,"about_ca_system_score_gemma":0.0009248732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007095373,"about_ca_topic_score_gemma":0.00001998879,"domain_scores_codex":[0.996641,0.0001181328,0.00143651,0.0002264536,0.001262713,0.0003151889],"domain_scores_gemma":[0.9984531,0.0000607218,0.0006629187,0.0001433742,0.0004656959,0.0002141489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005885442,0.001545027,0.1278279,0.00005491493,0.0001089748,0.003415564,0.004907903,0.000002506428,0.00003281853,0.00002113669,0.2363873,0.6256371],"study_design_scores_gemma":[0.008075041,0.007203849,0.5293466,0.001347958,0.0001481191,0.01040996,0.04024526,0.00001525587,0.00004844381,0.0000818946,0.4027904,0.0002872646],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277625,0.0005259084,0.00006889182,0.068397,0.002473567,0.0002757709,0.000006281674,0.00001272355,0.0004773568],"genre_scores_gemma":[0.9881924,0.0001061645,0.004782504,0.003641923,0.001209388,0.0000249111,0.0001453734,0.00002877319,0.001868581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6253498,"threshold_uncertainty_score":0.7898277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743011519610319,"score_gpt":0.3501025891060197,"score_spread":0.3226724739099165,"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."}}