{"id":"W4310599877","doi":"10.1161/circheartfailure.122.009714","title":"Clinician and Algorithmic Application of the 2019 and 2022 Society of Cardiovascular Angiography and Intervention Shock Stages in the Critical Care Cardiology Trials Network Registry","year":2022,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University; Toronto General Hospital; University of Alberta Hospital; University of Alberta","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Cardiogenic shock; Stage (stratigraphy); Internal medicine; Cardiology; Randomized controlled trial; Intensive care medicine; Emergency medicine; Myocardial infarction","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":[0.00191238,0.00009875259,0.0004081073,0.0000445296,0.0001136212,0.00001288844,0.00009781041,0.00009955133,0.000007543304],"category_scores_gemma":[0.0000607732,0.00008030478,0.0004991333,0.0003022572,0.0001038615,0.000059175,0.00007046194,0.0002299775,9.86015e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041306,"about_ca_system_score_gemma":0.00001048224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000558545,"about_ca_topic_score_gemma":0.00001294793,"domain_scores_codex":[0.9983317,0.0006562841,0.0004517191,0.0002129438,0.0002246649,0.0001227139],"domain_scores_gemma":[0.9991948,0.0003086074,0.00008373025,0.0003424188,0.0000436318,0.00002679081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001763867,0.00002959069,0.8697168,0.001300035,0.0008771681,0.000001674707,0.001923444,0.1098697,0.00153538,0.001586174,0.002774806,0.01036761],"study_design_scores_gemma":[0.001286527,0.00009864895,0.9196323,0.00009377794,0.0008165209,0.00008396994,0.007794722,0.03476639,0.00009606519,0.002138355,0.03284923,0.0003435507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9332318,0.05471099,0.009730702,0.0006654679,0.0002548425,0.00121323,0.0001399915,0.00003745793,0.00001557845],"genre_scores_gemma":[0.9994327,0.0000562306,0.0002721836,0.00003673586,0.00008244257,0.00007153406,0.00003623731,0.00001144704,4.644964e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07510331,"threshold_uncertainty_score":0.3274734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868740995515071,"score_gpt":0.2715001204951674,"score_spread":0.2528127105400166,"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."}}