{"id":"W4311672792","doi":"10.1080/0142159x.2022.2155121","title":"Impact of a professional development session based on learner evaluations within a preceptor community of practice","year":2022,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; NOSM University","funders":"Northern Ontario Academic Medicine Association","keywords":"Preceptor; Session (web analytics); Medical education; Professional development; Medicine; Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03263426,0.0008950215,0.000670224,0.001264168,0.002662812,0.002150052,0.001767283,0.001526296,0.004870506],"category_scores_gemma":[0.0621107,0.0005368397,0.0007824129,0.0004484214,0.0008212618,0.001274425,0.005047351,0.001649452,0.0008427849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143358,"about_ca_system_score_gemma":0.00536808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414259,"about_ca_topic_score_gemma":0.003697074,"domain_scores_codex":[0.9628229,0.02795946,0.001163559,0.001492661,0.004285648,0.002275679],"domain_scores_gemma":[0.9069722,0.05334289,0.007060499,0.004306657,0.01155729,0.01676037],"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":[0.004287959,0.03842686,0.09715454,0.001540627,0.0002195011,0.001821543,0.07957254,0.001646856,0.0120783,0.0002532207,0.005170142,0.7578279],"study_design_scores_gemma":[0.004739983,0.1663232,0.5963616,0.002759617,0.00103684,0.003665892,0.1276838,0.01143024,0.03343983,0.001334048,0.05038102,0.0008439824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877564,0.0001359124,0.003094781,0.0008956864,0.00009951672,0.001615252,0.00006799783,0.0002657543,0.006068686],"genre_scores_gemma":[0.9823043,0.0001288046,0.01366784,0.0002585929,0.00006495768,0.001004757,0.00008719265,0.00003539088,0.002448065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03263426,"threshold_uncertainty_score":0.1725885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05786239615596415,"score_gpt":0.4687692292210225,"score_spread":0.4109068330650583,"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."}}