{"id":"W4310603547","doi":"10.1007/s10459-022-10184-w","title":"The imperative for (and opportunities of) research on adaptive expertise in health professions education","year":2022,"lang":"en","type":"editorial","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network","funders":"","keywords":"Health professions; Engineering ethics; Work (physics); Medical education; Sociology; Health care; Public relations; Political science; Medicine; Engineering","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":[0.02908348,0.00494677,0.005432797,0.006583082,0.006245129,0.01807268,0.005979792,0.03971967,0.01415318],"category_scores_gemma":[0.08528624,0.00164808,0.004083409,0.003025025,0.007555631,0.01128682,0.004009596,0.04588913,0.008316514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665926,"about_ca_system_score_gemma":0.00913546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003493675,"about_ca_topic_score_gemma":0.01180342,"domain_scores_codex":[0.9810744,0.004504528,0.001864587,0.001611225,0.01005182,0.0008935436],"domain_scores_gemma":[0.8677627,0.08598711,0.003845476,0.00315739,0.02748466,0.01176269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000315467,0.00001907852,0.00002483809,0.0004048758,0.00002885905,0.00006306655,0.00003746253,0.0000249401,0.00002917354,0.0008848995,0.9938298,0.004621468],"study_design_scores_gemma":[0.0001125804,0.00003747568,0.0003195351,0.001287158,0.0001142514,0.0001855836,0.0001855739,0.0002594633,0.00007989926,0.005973139,0.9914026,0.00004280176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001351135,0.00535745,0.0000966902,0.0415181,0.9522831,0.000009791513,0.00001601265,0.00001913016,0.0006861193],"genre_scores_gemma":[0.0001867448,0.00269644,0.0001046187,0.01851088,0.9758537,0.00001714038,0.000007440398,0.00001682701,0.002606298],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03971967,"threshold_uncertainty_score":0.15381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.131591320027866,"score_gpt":0.5640521400102341,"score_spread":0.4324608199823681,"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."}}