{"id":"W4388902680","doi":"10.1097/xcs.0000000000000913","title":"Which Volume Matters More? Systematic Review and Meta-Analysis of Hospital vs Surgeon Volume in Intra-Abdominal Emergency Surgery","year":2023,"lang":"en","type":"review","venue":"Journal of the American College of Surgeons","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Emergency medicine; Cohort; Emergency department; Volume (thermodynamics); Cohort study; General surgery; Surgery; Internal medicine; Nursing","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":[0.0273552,0.002707738,0.02310326,0.00746313,0.0007142427,0.004906479,0.002367368,0.002930291,0.003157374],"category_scores_gemma":[0.07473304,0.001740705,0.04324542,0.007915813,0.001159533,0.002666313,0.00155691,0.002063332,0.0002594173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003220498,"about_ca_system_score_gemma":0.005389223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006746936,"about_ca_topic_score_gemma":0.01167262,"domain_scores_codex":[0.9768683,0.01276007,0.006298098,0.001748506,0.001827199,0.0004978201],"domain_scores_gemma":[0.9465174,0.04275797,0.006593816,0.00148595,0.002235143,0.0004098115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001401146,0.00002327338,0.004823415,0.3374915,0.6441413,0.0000997945,0.000109193,0.0003476802,0.0001350118,0.000158837,0.0005907728,0.01067806],"study_design_scores_gemma":[0.0004885568,0.0001555213,0.003706316,0.03581238,0.9578798,0.00007523827,0.00005280191,0.000147555,0.00009386701,0.000357625,0.001206626,0.00002374804],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003082501,0.9952685,0.000450467,0.0003129065,0.0002158616,0.0002082484,0.0002881924,0.00001483188,0.0001585328],"genre_scores_gemma":[0.1864883,0.8053882,0.003120356,0.001728855,0.0006951263,0.001552459,0.0007341597,0.00004515599,0.0002474624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0273552,"threshold_uncertainty_score":0.1446698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743610733721853,"score_gpt":0.3161583059052289,"score_spread":0.2787221985680104,"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."}}