{"id":"W4401642335","doi":"10.15420/usc.2024.14","title":"Extracorporeal Cardiopulmonary Resuscitation: Life-saving or Resource Wasting?","year":2024,"lang":"en","type":"review","venue":"US Cardiology Review","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Extracorporeal cardiopulmonary resuscitation; Medicine; Cardiopulmonary resuscitation; Extracorporeal membrane oxygenation; Extracorporeal; Intensive care medicine; Life support; Resuscitation; Cardiopulmonary bypass; Rescue therapy; Cardiology; Internal medicine; Anesthesia","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":[0.002333232,0.0007802678,0.002349391,0.00184135,0.0003719857,0.002204778,0.001171386,0.002251321,0.004900348],"category_scores_gemma":[0.004610518,0.0002527469,0.0009019609,0.002342799,0.001199374,0.003397667,0.0009202444,0.002718726,0.001412234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007654189,"about_ca_system_score_gemma":0.002349307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164594,"about_ca_topic_score_gemma":0.002534081,"domain_scores_codex":[0.999077,0.0003540583,0.0001912819,0.0001042313,0.0002101999,0.00006318789],"domain_scores_gemma":[0.9980171,0.001328021,0.0002970789,0.00003781097,0.0002613539,0.00005858685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001321991,0.00004454852,0.0001440964,0.08455559,0.0004075481,0.0002094529,0.0001557152,0.0002030785,0.0005104009,0.0147382,0.04487358,0.8540255],"study_design_scores_gemma":[0.0001049619,0.000238782,0.001117873,0.109091,0.001089755,0.002090511,0.0006545079,0.0001241836,0.00025086,0.01111032,0.8740779,0.00004940249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004776328,0.9972188,0.00003835048,0.002059788,0.0003380576,0.000002228754,0.000006680177,0.000001889721,0.0002863797],"genre_scores_gemma":[0.0005610732,0.997876,0.00007158794,0.0009048792,0.0004702555,0.000003865057,0.000007388895,0.000001020448,0.0001039789],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004900348,"threshold_uncertainty_score":0.01639324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06193880730797004,"score_gpt":0.3627371509485677,"score_spread":0.3007983436405977,"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."}}