{"id":"W4403633401","doi":"10.1056/evidoa2300323","title":"Prognostic Factors Associated with Mortality in Cardiogenic Shock — A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"NEJM Evidence","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McMaster University; Lakeridge Health; Impact; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Cardiogenic shock; Meta-analysis; Medicine; Systematic review; Internal medicine; Cardiology; Intensive care medicine; MEDLINE; Myocardial infarction; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001833864,0.000834066,0.01163817,0.0003749513,0.00002572899,0.0001232686,0.0004821119,0.0003026171,0.0001389438],"category_scores_gemma":[0.001314948,0.0004924629,0.002410242,0.002949518,0.0000328697,0.0002240443,0.00009028335,0.0006593025,0.00005271436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003050498,"about_ca_system_score_gemma":0.0001178075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002251839,"about_ca_topic_score_gemma":0.0002731092,"domain_scores_codex":[0.9957396,0.0007110678,0.001645411,0.0007987566,0.0006694309,0.0004357547],"domain_scores_gemma":[0.9972323,0.001112009,0.0003647126,0.001020644,0.00007034399,0.000199949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[4.683796e-8,0.000004449876,0.0001985738,0.8312106,0.1684446,0.00005837678,0.00001432567,0.0000213072,8.944514e-9,0.000005841204,0.00001630562,0.00002558625],"study_design_scores_gemma":[0.000009360456,0.000009586978,0.00005321795,0.2016044,0.7974749,0.000008705149,0.000003258867,0.0001293084,4.194478e-8,0.000004900669,0.0002948362,0.0004074986],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004791289,0.9958629,0.00003417132,0.000005440671,0.00004694363,0.003619582,0.0001112667,0.0002513691,0.00002041869],"genre_scores_gemma":[0.01149683,0.9869105,0.000006918835,0.00002971124,0.000008098817,0.001348072,0.00005561861,0.00009549203,0.00004877776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6296062,"threshold_uncertainty_score":0.9997527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2235617408580811,"score_gpt":0.3583638741615022,"score_spread":0.1348021333034212,"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."}}