{"id":"W1964722598","doi":"10.1056/nejmsa0907130","title":"Hospital Volume and 30-Day Mortality for Three Common Medical Conditions","year":2010,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":322,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"National Institute on Aging","keywords":"Medicine; Confidence interval; Myocardial infarction; Odds ratio; Emergency medicine; Heart failure; Logistic regression; Pneumonia; Odds; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001087094,0.0001461158,0.0005710331,0.00009897975,0.00007212824,0.000009414573,0.00008864772,0.0001212856,0.001758888],"category_scores_gemma":[0.001247667,0.00008744892,0.000101134,0.00006336957,0.0002307225,0.00006283086,0.00001728487,0.0004455782,0.000004574202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002185407,"about_ca_system_score_gemma":0.0001889472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097292,"about_ca_topic_score_gemma":0.000419346,"domain_scores_codex":[0.9985746,0.00002948816,0.0005021928,0.0001337122,0.000579608,0.0001804615],"domain_scores_gemma":[0.9981698,0.0005041338,0.0002251199,0.0001783538,0.0002018663,0.0007207402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001002098,0.0004785646,0.8048261,0.0000424501,0.0004442002,0.0004318753,0.0004564136,4.772182e-7,0.0003702375,0.0009301542,0.05516195,0.1367574],"study_design_scores_gemma":[0.05018624,0.003936597,0.8823001,0.0003363887,0.0008476566,0.0008288773,0.00007809807,0.0002186806,0.0001247396,0.003010252,0.0580335,0.00009891656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441584,0.001104838,0.0004126883,0.05228661,0.001211563,0.0002904915,0.00001181145,0.00001192906,0.0005116271],"genre_scores_gemma":[0.9935356,0.0002489459,0.0002002448,0.0009981549,0.00488107,0.000008168263,0.00002510123,0.00001534082,0.00008741579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1366584,"threshold_uncertainty_score":0.9991536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04858958285432071,"score_gpt":0.3664856644704633,"score_spread":0.3178960816161426,"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."}}