{"id":"W3168293501","doi":"10.15694/mep.2021.000152.1","title":"Collective Wisdom in Faculty Development for Competency-Based Medical Education: A Needs Assessment and Survey","year":2021,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Coaching; Respondent; Medical education; Competence (human resources); Thematic analysis; Descriptive statistics; Psychology; Faculty development; Medicine; Professional development; Political science; Sociology; Qualitative research","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":[0.01971115,0.0001485784,0.0003887491,0.002634567,0.003739651,0.00275614,0.000568113,0.0009541801,0.00278409],"category_scores_gemma":[0.03825291,0.0004914447,0.0005019308,0.001794706,0.001084415,0.003580374,0.003739258,0.002065647,0.0004740393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004466017,"about_ca_system_score_gemma":0.01343281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007316802,"about_ca_topic_score_gemma":0.01821911,"domain_scores_codex":[0.99027,0.003914972,0.0009368969,0.000305281,0.002991634,0.00158128],"domain_scores_gemma":[0.9673309,0.01141864,0.004636015,0.001303869,0.008463707,0.00684673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006668916,0.001248421,0.7590054,0.0002824752,0.00004569805,0.0003211272,0.1430353,0.0002556005,0.0005164904,0.001330796,0.004930073,0.08896185],"study_design_scores_gemma":[0.00002895966,0.0007426647,0.596139,0.0003491102,0.00002655818,0.0002731063,0.3876002,0.0007793785,0.0003705437,0.0009002575,0.01273393,0.00005640664],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941856,0.000113841,0.000260087,0.002525801,0.0000205327,0.0001620938,0.0001126807,0.000006575073,0.002612771],"genre_scores_gemma":[0.9971227,0.0002305074,0.0008835284,0.0004399297,0.00001475767,0.0002641705,0.00007512978,0.000004537101,0.0009647614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01971115,"threshold_uncertainty_score":0.1042438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04128501224038147,"score_gpt":0.390669486766384,"score_spread":0.3493844745260025,"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."}}