{"id":"W4390265076","doi":"10.1097/shk.0000000000002292","title":"PROGNOSTIC PERFORMANCE OF SERIAL DETERMINATION OF THE SOCIETY FOR CARDIOVASCULAR ANGIOGRAPHY AND INTERVENTIONS SHOCK CLASSIFICATION IN ADULTS WITH CRITICAL ILLNESS","year":2023,"lang":"en","type":"article","venue":"Shock","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Shock (circulatory); Intensive care unit; Logistic regression; Internal medicine; Cardiology; Retrospective cohort study; Stage (stratigraphy); 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":[],"consensus_categories":[],"category_scores_codex":[0.0001412772,0.0000573567,0.0001610265,0.00006050922,0.00003684222,0.000003482257,0.00003029521,0.00003808871,0.000002051583],"category_scores_gemma":[0.00007763739,0.00003697746,0.0007612793,0.0003162762,0.00008324225,0.00003823412,0.00001479334,0.00003165268,2.342599e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001724677,"about_ca_system_score_gemma":0.00002115544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001442596,"about_ca_topic_score_gemma":0.00002498121,"domain_scores_codex":[0.9994735,0.0000173934,0.0001642243,0.0001246403,0.0001353451,0.00008489726],"domain_scores_gemma":[0.9995805,0.0001019374,0.00003839964,0.000148344,0.0001115314,0.00001926477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003222417,0.0004842683,0.9624119,0.003234864,0.0007233883,0.000001417352,0.001459895,0.00003790449,0.0001912834,0.0003808289,0.0001213979,0.03063061],"study_design_scores_gemma":[0.001707512,0.0005513195,0.9886971,0.001320193,0.000765121,0.000004396298,0.0007133164,0.004867584,0.001245419,0.00005395193,0.00002423523,0.00004986082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980406,0.000586557,0.0002827036,0.0002691847,0.00005896093,0.0007180264,0.0000180954,0.00001040337,0.00001551684],"genre_scores_gemma":[0.9987909,0.0001212914,0.0008209241,0.000008158114,0.00002086902,0.0001987139,0.00002633874,0.000007298483,0.000005459864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03058075,"threshold_uncertainty_score":0.1507897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05348447535876891,"score_gpt":0.3225130685232945,"score_spread":0.2690285931645255,"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."}}