{"id":"W4386371569","doi":"10.1097/01.eem.0000978320.11856.68","title":"Technology & Inventions","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Life support; Extracorporeal; Blood oxygenation; Anesthesia; Intensive care medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001461967,0.001704812,0.001000245,0.00370407,0.001929309,0.006234434,0.001957262,0.003159871,0.5852565],"category_scores_gemma":[0.006392354,0.0008194185,0.001301539,0.002520755,0.001011644,0.005507017,0.002914781,0.002472688,0.5966541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018938,"about_ca_system_score_gemma":0.001527654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007850287,"about_ca_topic_score_gemma":0.0009355601,"domain_scores_codex":[0.9976853,0.0001746602,0.0001439997,0.0003083188,0.001520523,0.0001670934],"domain_scores_gemma":[0.9969246,0.0004934903,0.0001610502,0.000492467,0.001546589,0.0003817664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006445542,0.0000780328,0.0001217738,0.0007235389,0.000005945416,0.0002631721,0.0001069764,0.00009254278,0.002333132,0.0143425,0.6917875,0.2900804],"study_design_scores_gemma":[0.000006344442,0.00001880752,0.0000527646,0.0000694246,0.000002747737,0.0001821724,0.00001740249,0.00004299897,0.0005556468,0.001095052,0.9979512,0.000005494606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006404484,0.006966906,0.00863995,0.003995408,0.01128848,0.0004449141,0.003186877,0.004484394,0.9603527],"genre_scores_gemma":[0.005018501,0.006564767,0.007445243,0.002681471,0.001845405,0.0003067561,0.00223019,0.001180681,0.972727],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5852565,"threshold_uncertainty_score":0.5915813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05426566015156776,"score_gpt":0.3700674330531805,"score_spread":0.3158017729016127,"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."}}