{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001891259,0.0001413725,0.0003141949,0.000394829,0.000128142,0.00008146585,0.0001076826,0.000179348,0.0005638884],"category_scores_gemma":[0.008017697,0.000134122,0.00003045288,0.001892798,0.0001147564,0.0001281687,0.0000475477,0.000331642,0.000002740471],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009675108,"about_ca_system_score_gemma":0.07623073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006663135,"about_ca_topic_score_gemma":0.0007840066,"domain_scores_codex":[0.998086,0.000129023,0.0004985215,0.0003165742,0.0007114966,0.0002583854],"domain_scores_gemma":[0.9977573,0.0002574371,0.00009160533,0.000227161,0.001511008,0.0001554894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001378514,0.003496809,0.6273909,0.0004160569,0.0001164336,0.00001745805,0.004551241,0.000002862201,0.00005310586,0.01016177,0.2061533,0.1475022],"study_design_scores_gemma":[0.00322854,0.00009066304,0.935723,0.0003173428,0.00002420584,0.00003552405,0.002624766,0.001807262,0.0003006732,0.0006776465,0.05497931,0.0001910725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9184961,0.0001863523,0.008581061,0.06257497,0.001610792,0.001224034,0.00002397777,0.00006454324,0.007238112],"genre_scores_gemma":[0.7596576,0.000007326299,0.2125157,0.0160123,0.0003222057,0.001186929,0.005865982,0.00003909832,0.004392922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3083321,"threshold_uncertainty_score":0.9598512,"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."}}