{"id":"W4390611371","doi":"10.3389/fcvm.2023.1315548","title":"Impact of clinical variables on outcomes in refractory cardiac arrest patients undergoing extracorporeal cardiopulmonary resuscitation","year":2024,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Sacré-Cœur de Montréal; Université de Montréal; Libin Cardiovascular Institute of Alberta; Montreal Heart Institute","funders":"","keywords":"Medicine; Extracorporeal cardiopulmonary resuscitation; Refractory (planetary science); Extracorporeal; Cardiopulmonary resuscitation; Odds ratio; Resuscitation; Retrospective cohort study; Internal medicine; Extracorporeal membrane oxygenation; Cohort; Life support; Emergency medicine; Cardiology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001104045,0.0002571189,0.0002696002,0.0006897456,0.0003541572,0.0008377424,0.0002862795,0.0004785827,0.001252548],"category_scores_gemma":[0.006657607,0.00009527463,0.0004427335,0.0008621226,0.0003534677,0.0003772087,0.0003955083,0.0008472476,0.0001581528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004608716,"about_ca_system_score_gemma":0.000609548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416286,"about_ca_topic_score_gemma":0.002933034,"domain_scores_codex":[0.9992417,0.0002707401,0.00008503777,0.0001085546,0.0001483698,0.0001455018],"domain_scores_gemma":[0.9936227,0.001745631,0.00304793,0.0001767786,0.0003983292,0.001008662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002051589,0.00003120334,0.9987395,0.00000603955,0.00003902996,0.0000276831,0.00001933395,0.00004851992,0.00002795063,0.00000848026,0.00005872764,0.0007883537],"study_design_scores_gemma":[0.000008006548,0.0001471468,0.9993686,0.000007624631,0.0000242008,0.0000750357,0.00007592417,0.0001735635,0.00002783065,0.00002304267,0.00006555037,0.000003505422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990576,0.0002589719,0.00003524543,0.00007479612,0.00000985038,0.00000667459,0.0001843851,0.000001724619,0.0003707478],"genre_scores_gemma":[0.999666,0.00004975356,0.00002258597,0.00001718932,0.00001430041,0.000005603498,0.0001820166,8.152306e-7,0.00004169783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002416286,"threshold_uncertainty_score":0.005838811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077139556268448,"score_gpt":0.2877977847870593,"score_spread":0.2670263892243748,"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."}}