{"id":"W2789571849","doi":"10.3389/fcvm.2018.00015","title":"Circulatory Arrest, Brain Arrest and Death Determination","year":2018,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; Canadian Blood Services; McGill University Health Centre","funders":"","keywords":"Circulatory system; Clinical death; Medicine; Return of spontaneous circulation; Cause of death; Intensive care medicine; Resuscitation; Cardiology; Anesthesia; Internal medicine; Cardiopulmonary resuscitation; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0007838327,0.0001590963,0.0004765828,0.0003757417,0.00006789466,0.000008040161,0.00005750316,0.0001202083,0.00004337731],"category_scores_gemma":[0.0002098716,0.0001411644,0.0001223912,0.0002953164,0.0002326702,0.0001039895,0.00001103652,0.0001706329,0.000009040312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032146,"about_ca_system_score_gemma":0.00005223574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091414,"about_ca_topic_score_gemma":0.00001428103,"domain_scores_codex":[0.9985769,0.00009733308,0.0002700338,0.0003517661,0.0004977146,0.0002062128],"domain_scores_gemma":[0.9993211,0.00003736347,0.00004339148,0.0003444925,0.0001076209,0.0001460386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003269159,0.0001103355,0.7298643,0.0005945503,0.001187277,0.000542599,0.004449154,0.0000166502,0.002134525,0.0004240723,0.01238791,0.2479617],"study_design_scores_gemma":[0.006168471,0.0002540553,0.946607,0.0004057646,0.0005475378,0.0001657572,0.0003675779,0.001949134,0.0006344279,0.0003854318,0.04230922,0.0002056224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5506911,0.09133244,0.315419,0.01038201,0.01117921,0.002415292,0.00001943237,0.0003908786,0.01817061],"genre_scores_gemma":[0.993654,0.0003646125,0.003672543,0.001014696,0.001028516,0.00001571174,0.00006798131,0.00002895588,0.0001530097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4429628,"threshold_uncertainty_score":0.5756517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288882072840623,"score_gpt":0.2537784384348104,"score_spread":0.2408896177064042,"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."}}