{"id":"W3044135129","doi":"10.1056/nejmpv2024465","title":"The Expert When the Only","year":2020,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; MEDLINE; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004966167,0.0008565244,0.0008995913,0.001315937,0.006996265,0.008730887,0.001416898,0.009989638,0.1296897],"category_scores_gemma":[0.05437881,0.000654813,0.0009435819,0.0003485243,0.003750084,0.01025746,0.006519997,0.01203475,0.0607697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001863534,"about_ca_system_score_gemma":0.00834303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007368211,"about_ca_topic_score_gemma":0.01281415,"domain_scores_codex":[0.9898234,0.003575278,0.0004706837,0.0008673834,0.003091794,0.002171479],"domain_scores_gemma":[0.970597,0.002663583,0.001083506,0.00118642,0.01079266,0.0136769],"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":[0.00004951208,0.00007165738,0.0009001432,0.0001596489,0.00001789696,0.0009667217,0.002256638,0.00003748883,0.0005716013,0.004225302,0.949941,0.04080231],"study_design_scores_gemma":[0.00004225734,0.0000803298,0.0009033665,0.001025844,0.0000456713,0.004033004,0.008496073,0.0001613174,0.0007356452,0.006770314,0.9775863,0.000119965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00482965,0.005170838,0.00462058,0.6198193,0.0624484,0.0001871037,0.0002296958,0.001018005,0.3016764],"genre_scores_gemma":[0.09662118,0.006816465,0.007665653,0.5093266,0.02138272,0.0002514579,0.0002479258,0.0007882771,0.3568997],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1296897,"threshold_uncertainty_score":0.4338554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03199870290064803,"score_gpt":0.3277314208205622,"score_spread":0.2957327179199141,"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."}}