{"id":"W1839948663","doi":"10.1097/aln.0000000000000882","title":"Perioperative Mortality, 2010 to 2014","year":2015,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"University of California, San Francisco; Anesthesia Quality Institute; Vanderbilt University","keywords":"Medicine; Perioperative; Intensive care medicine; Anesthesia","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":[0.0004236217,0.000164863,0.0007203788,0.00008583117,0.00003961506,0.00001166797,0.00009618536,0.0001598717,0.000255452],"category_scores_gemma":[0.0003128574,0.0001179571,0.0002006798,0.0001182073,0.0001093625,0.00003999156,0.00003728543,0.0001386238,0.002321478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003822091,"about_ca_system_score_gemma":0.0001388943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002113113,"about_ca_topic_score_gemma":0.0000196145,"domain_scores_codex":[0.9988119,0.0001618575,0.0002209962,0.0002994722,0.0001987187,0.0003070749],"domain_scores_gemma":[0.9987946,0.000183883,0.00002945966,0.0003725891,0.0001362356,0.0004832361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003044848,0.00009204976,0.9647356,0.00001036075,0.00007627838,0.001305786,0.001046247,0.00001407486,0.0005525482,0.007396026,0.02311802,0.001348568],"study_design_scores_gemma":[0.0005929632,0.0006385642,0.5916512,0.00000620073,0.00005114786,0.0006998258,0.0002218614,0.000005323927,0.0002368417,0.00005169863,0.4057216,0.0001227436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686526,0.0002844726,0.00002036695,0.004638365,0.0002187919,0.0003114152,0.000001087345,0.00007738145,0.02579552],"genre_scores_gemma":[0.9698676,0.00003562429,0.0007137826,0.01277007,0.0003205385,0.00004450671,0.00002060987,0.00002434102,0.01620295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3826036,"threshold_uncertainty_score":0.9984553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06596630494060259,"score_gpt":0.3378596484468758,"score_spread":0.2718933435062733,"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."}}