{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002062054,0.001020717,0.007930722,0.0004379895,0.00018368,0.00004657276,0.0002759542,0.0009443744,0.0000630725],"category_scores_gemma":[0.001791645,0.0006367235,0.004384549,0.001314494,0.000280072,0.00007720423,0.0002748464,0.001692034,0.0010386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003075241,"about_ca_system_score_gemma":0.001502663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005843456,"about_ca_topic_score_gemma":0.00000145325,"domain_scores_codex":[0.9941036,0.001246471,0.002005576,0.001359396,0.0005829171,0.0007020027],"domain_scores_gemma":[0.9965684,0.0007633681,0.0006486741,0.001325739,0.00021337,0.0004804256],"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":[0.00002855207,0.0000097921,0.00007200437,0.3299012,0.00167556,0.003026911,0.00001631087,0.000001790725,1.149727e-7,0.00004314863,0.1250119,0.5402127],"study_design_scores_gemma":[0.0001501012,0.00005901298,0.0001147385,0.2483487,0.02285609,0.004028039,0.00001251434,0.000001162761,7.803547e-9,0.00001242456,0.7239664,0.0004507288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001970614,0.9710976,0.00002413673,0.000417236,0.003994438,0.00314057,0.0001310226,0.0003480753,0.02084489],"genre_scores_gemma":[0.000004611119,0.9876736,0.0002592223,0.0008713818,0.006607446,0.0007055022,0.001761153,0.0002250138,0.001892051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5989545,"threshold_uncertainty_score":0.9997392,"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."}}