{"id":"W2612004156","doi":"10.1111/imj.13409","title":"Do professional medical colleges serve a function in the 21st century?","year":2017,"lang":"en","type":"editorial","venue":"Internal Medicine Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Function (biology); Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01185513,0.0003674251,0.0005114772,0.002548805,0.00910286,0.01873805,0.002057345,0.01119704,0.0224869],"category_scores_gemma":[0.0449219,0.0003557402,0.0003636826,0.003413291,0.01665819,0.02416126,0.008378943,0.008004952,0.004973057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008425198,"about_ca_system_score_gemma":0.01918712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01670419,"about_ca_topic_score_gemma":0.02973008,"domain_scores_codex":[0.9850323,0.004472965,0.0004139869,0.001037942,0.0040757,0.004967045],"domain_scores_gemma":[0.9431546,0.01012958,0.005921561,0.002298274,0.008920738,0.02957511],"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":[0.0001281485,0.0002630643,0.01796723,0.0007985267,0.00003049774,0.0003113241,0.02486094,0.00009466676,0.0001593435,0.374353,0.3811052,0.1999281],"study_design_scores_gemma":[0.00004133844,0.00009739809,0.01422042,0.001251898,0.000009791819,0.0002820918,0.02126543,0.00008805672,0.0000652151,0.04324225,0.9193938,0.0000422683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01371516,0.02851165,0.0004620851,0.8941104,0.008277437,0.00001923593,0.00007570751,0.00003900141,0.05478933],"genre_scores_gemma":[0.476665,0.05179126,0.001049115,0.4074928,0.02166239,0.0000882679,0.0001581681,0.0001097169,0.04098335],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0224869,"threshold_uncertainty_score":0.07522619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3581632437365489,"score_gpt":0.5734213045080455,"score_spread":0.2152580607714966,"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."}}