{"id":"W4308490528","doi":"10.1016/j.jacadv.2022.100120","title":"Advances in the Staging and Phenotyping of Cardiogenic Shock","year":2022,"lang":"en","type":"article","venue":"JACC Advances","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research; University of Toronto","funders":"","keywords":"Cardiogenic shock; Risk stratification; Intensive care medicine; Medicine; Context (archaeology); Staging system; Septic shock; Concomitant; Hemodynamics; Cardiology; Internal medicine; Myocardial infarction; Sepsis","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":[0.007453525,0.0009911153,0.00123918,0.003482061,0.000383932,0.002774766,0.001267171,0.0009333555,0.001263619],"category_scores_gemma":[0.0124349,0.0003337646,0.00109228,0.002271956,0.001239122,0.0021383,0.001497793,0.002716762,0.0005779651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129662,"about_ca_system_score_gemma":0.002029451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003579624,"about_ca_topic_score_gemma":0.003925602,"domain_scores_codex":[0.9974321,0.001025372,0.0003519139,0.0004873128,0.0005752351,0.0001281143],"domain_scores_gemma":[0.9889988,0.006310921,0.001101544,0.0005483538,0.00270516,0.0003352328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000218903,0.0001067774,0.03455389,0.004255949,0.0002842148,0.000201109,0.0004273711,0.002033778,0.003336742,0.01173613,0.01623242,0.9266127],"study_design_scores_gemma":[0.00009114863,0.0010671,0.1142761,0.01588019,0.001358893,0.006905093,0.001291179,0.01310662,0.007261789,0.03630799,0.8020208,0.000432951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01437533,0.9161777,0.0440203,0.01299215,0.002199562,0.0001356709,0.0007579275,0.0002320547,0.009109371],"genre_scores_gemma":[0.1031905,0.8157396,0.06596299,0.003359193,0.008518517,0.0001740314,0.001466304,0.00009177415,0.001496937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007453525,"threshold_uncertainty_score":0.03941852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007728536367729763,"score_gpt":0.2239876470509402,"score_spread":0.2162591106832104,"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."}}