{"id":"W3083500770","doi":"10.1111/medu.14367","title":"Professional expectations of perfection stymy remediation and growth","year":2020,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Environmental remediation; Perfection; Lifelong learning; Professional development; Medical education; Psychology; Pedagogy; Medicine; Contamination; Philosophy","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":[0.007085679,0.0003062907,0.0006611767,0.00036403,0.008549794,0.005428063,0.001310594,0.05117843,0.007828501],"category_scores_gemma":[0.044623,0.0004008835,0.0006455886,0.0003367118,0.008080163,0.006119016,0.003187466,0.04963617,0.003717918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008953758,"about_ca_system_score_gemma":0.01432573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02218273,"about_ca_topic_score_gemma":0.04450234,"domain_scores_codex":[0.9919997,0.002311796,0.0007480144,0.0006618497,0.002843664,0.00143491],"domain_scores_gemma":[0.9761272,0.01227657,0.001395121,0.0005923023,0.004594034,0.005014747],"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":[0.00006230606,0.0001181077,0.004952955,0.00005658669,0.00001227591,0.003180239,0.002587557,0.0001216825,0.0004766357,0.0415691,0.9198551,0.0270076],"study_design_scores_gemma":[0.00005656904,0.000136676,0.005014278,0.0005152399,0.00001387089,0.003905595,0.009952705,0.0007525848,0.0004265987,0.05582296,0.9232914,0.0001115207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008071503,0.0002670042,0.00006376401,0.9932069,0.001396739,0.000002659797,0.00000610521,0.000006285736,0.004243335],"genre_scores_gemma":[0.01938228,0.0004061131,0.0002061851,0.966503,0.003944373,0.00001612916,0.000009267606,0.00001711506,0.009515508],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05117843,"threshold_uncertainty_score":0.06496441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110963765060174,"score_gpt":0.333673553438025,"score_spread":0.3225771769320075,"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."}}