{"id":"W1964152590","doi":"10.1136/bmj.g2627","title":"Reduced surgical training hours harm patients and education, Canada study finds","year":2014,"lang":"en","type":"letter","venue":"BMJ","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harm; Medicine; Training (meteorology); Psychology; Geography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002828445,0.0001864288,0.0003988557,0.0006321243,0.003816366,0.001130064,0.0007009165,0.003553655,0.00484161],"category_scores_gemma":[0.02984705,0.000296039,0.0006120553,0.001093881,0.0009406386,0.0007317062,0.0008046505,0.003511672,0.0005250456],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376932,"about_ca_system_score_gemma":0.03383875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8490188,"about_ca_topic_score_gemma":0.9335775,"domain_scores_codex":[0.9966335,0.0007608134,0.0003313871,0.0002136132,0.00165877,0.0004020226],"domain_scores_gemma":[0.9829202,0.005274155,0.002603291,0.0005631021,0.005476432,0.003162786],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003914865,0.00007517518,0.1196604,0.0006516908,0.0002874581,0.000540833,0.001091384,0.0000991115,0.0001506626,0.001358768,0.8408166,0.03487647],"study_design_scores_gemma":[0.001087683,0.0003234157,0.6807604,0.005932042,0.001150589,0.00116821,0.004897493,0.0007148298,0.0004955261,0.00262776,0.3006528,0.0001892236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05145656,0.01507761,0.0002084477,0.8816525,0.003929352,0.0001037611,0.01105214,0.00005468001,0.03646503],"genre_scores_gemma":[0.3235792,0.0183441,0.0007312343,0.6251211,0.003973045,0.0002084939,0.003129242,0.00005534906,0.02485824],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9971716,"threshold_uncertainty_score":0.3037407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854615625429078,"score_gpt":0.3155532604314928,"score_spread":0.287007104177202,"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."}}