{"id":"W2606475616","doi":"10.1097/ccm.0000000000002316","title":"Validation of Intensive Care and Mechanical Ventilation Codes in Medicare Data*","year":2017,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institute on Aging","keywords":"Medicine; Mechanical ventilation; Acute care; Emergency medicine; Diagnosis code; Health care; Intensive care unit; Intensive care medicine; Cohort; Chronic condition; Internal medicine; Population; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04232667,0.0005759181,0.000448722,0.003991539,0.0005948769,0.002187117,0.001665504,0.001459844,0.001014855],"category_scores_gemma":[0.2049164,0.0004569288,0.000873153,0.003600334,0.001151584,0.001371862,0.002309732,0.0007987669,0.0005732873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009193158,"about_ca_system_score_gemma":0.001976713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007908422,"about_ca_topic_score_gemma":0.006480122,"domain_scores_codex":[0.9553708,0.02414147,0.005544652,0.005359068,0.007821933,0.001762014],"domain_scores_gemma":[0.7406384,0.1021326,0.1027485,0.02365022,0.02825354,0.002576839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001303151,0.00003109741,0.9955427,0.0000434788,0.00009990072,0.00002282507,0.0001737305,0.0002600095,0.0001920617,0.0001051797,0.000370951,0.003027761],"study_design_scores_gemma":[0.00005754671,0.000162109,0.9892523,0.0002256227,0.0001158522,0.0003816188,0.0003479211,0.005352375,0.001103157,0.0002635408,0.002719347,0.00001865024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838549,0.0008685408,0.00528144,0.0003468303,0.0001128352,0.0003568133,0.006774279,0.00004958123,0.00235471],"genre_scores_gemma":[0.9900164,0.0001098497,0.002720422,0.0001704052,0.00005879328,0.0001439512,0.006630874,0.00001691594,0.0001324437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04232667,"threshold_uncertainty_score":0.2238475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165507574824214,"score_gpt":0.4464924083670012,"score_spread":0.2809848335427871,"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."}}