{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001333627,0.000211048,0.00045608,0.00007637982,0.00007492703,0.00002121774,0.00008368725,0.0001979963,0.0001752647],"category_scores_gemma":[0.0002298375,0.000157773,0.00005294334,0.0000755019,0.00002326847,0.00001811783,0.00003509088,0.00061435,0.000005925731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067336,"about_ca_system_score_gemma":0.00205099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02982472,"about_ca_topic_score_gemma":0.003053594,"domain_scores_codex":[0.9986384,0.00006237956,0.0003178929,0.0003103582,0.0004222426,0.0002487564],"domain_scores_gemma":[0.9991787,0.00009664091,0.0001211918,0.0002799372,0.0001144432,0.0002090758],"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":[0.000009348658,0.00009267567,0.08164325,0.00004124516,0.0000453701,0.0002063088,0.0003154331,2.455169e-8,2.30633e-7,5.581372e-7,0.9102878,0.007357775],"study_design_scores_gemma":[0.000923919,0.0002478106,0.2107397,0.0001456244,0.0001012787,0.00004585673,0.000389902,8.060676e-7,0.000001703266,0.000003840491,0.787214,0.0001856236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5414035,0.00004861987,1.271259e-7,0.4519702,0.0008550686,0.0006798236,0.00001128373,0.00001667577,0.005014787],"genre_scores_gemma":[0.5378902,0.000004752704,0.0001006837,0.426529,0.004558466,0.00008757458,0.000444647,0.00005622165,0.03032847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1290964,"threshold_uncertainty_score":0.9766358,"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."}}