{"id":"W2270511541","doi":"10.1097/aln.0000000000001024","title":"Use of Intensive Care Services for Medicare Beneficiaries Undergoing Major Surgical Procedures","year":2016,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"National Institute on Aging; Agency for Healthcare Research and Quality","keywords":"Medicine; Intensive care; Emergency medicine; Abdominal aortic aneurysm; Intensive care medicine; Surgery; Aneurysm","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":[],"consensus_categories":[],"category_scores_codex":[0.0001282731,0.0002064009,0.0009789659,0.0001114237,0.00006958404,0.00000821608,0.0001084213,0.0002766037,0.00005866127],"category_scores_gemma":[0.001494225,0.0001153293,0.0004081729,0.00009222652,0.0002241288,0.00008140179,0.00003669104,0.00007072531,0.00001242047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003230715,"about_ca_system_score_gemma":0.0002026525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000772398,"about_ca_topic_score_gemma":0.0001824688,"domain_scores_codex":[0.9986565,0.0000886435,0.0003818983,0.0003384523,0.000188208,0.0003463303],"domain_scores_gemma":[0.9943142,0.004088833,0.0001323491,0.0002852701,0.001039413,0.0001399573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003556393,0.00007218032,0.9521073,0.00200488,0.0003754094,0.0009405724,0.002672326,0.000004134204,0.001783712,0.02108571,0.0006029133,0.01479452],"study_design_scores_gemma":[0.007776088,0.003308797,0.5258468,0.001838956,0.0009524116,0.003366315,0.01615616,0.00001318843,0.009312748,0.0007429603,0.4299798,0.0007057787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924535,0.001811201,0.00001704372,0.004910205,0.00009032529,0.0004647378,0.00001697853,0.000065826,0.0001701798],"genre_scores_gemma":[0.9959375,0.0004157802,0.0003962481,0.002480815,0.0001799094,0.00005525426,0.00004688557,0.00003030455,0.000457326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4293769,"threshold_uncertainty_score":0.4702994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307260444168223,"score_gpt":0.2796440863897122,"score_spread":0.25657148194803,"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."}}