{"id":"W3193168549","doi":"10.1097/acm.0000000000004308","title":"Supported Independence: The Role of Supervision to Help Trainees Manage Uncertainty","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University","funders":"","keywords":"Independence (probability theory); Psychology; MEDLINE; Medical education; Medicine; Political science; Statistics; Law; Mathematics","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":[0.007791879,0.0003099703,0.0002195285,0.0004842396,0.003447578,0.00315772,0.001564868,0.001147727,0.002720747],"category_scores_gemma":[0.02353235,0.0002565259,0.0004622033,0.0002257706,0.005072172,0.002626313,0.007068245,0.002620697,0.0004662968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378504,"about_ca_system_score_gemma":0.007995605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145297,"about_ca_topic_score_gemma":0.002672376,"domain_scores_codex":[0.9912608,0.006517082,0.0002025937,0.0003164547,0.0009923044,0.0007109041],"domain_scores_gemma":[0.9820899,0.007606453,0.001933499,0.001239837,0.001375523,0.005754899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003606318,0.0006605313,0.04751244,0.001792132,0.0001809706,0.00228516,0.3507988,0.001486946,0.01002376,0.02542674,0.02556137,0.5339106],"study_design_scores_gemma":[0.0002658646,0.003082094,0.07977233,0.006889044,0.0003425888,0.01017968,0.3682494,0.009404998,0.01087734,0.08935948,0.4210892,0.0004879125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7215102,0.007900364,0.1104513,0.04869337,0.00161,0.0004545253,0.00009348081,0.0008641029,0.1084225],"genre_scores_gemma":[0.98286,0.0009422987,0.01302356,0.0007941052,0.0000872701,0.0001243845,0.0000228679,0.00003325033,0.002112322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007791879,"threshold_uncertainty_score":0.04120785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090308473292769,"score_gpt":0.3430454328481069,"score_spread":0.3221423481151792,"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."}}