{"id":"W2015767919","doi":"10.1385/ncc:1:3:363","title":"The apnea test for brain death determination","year":2004,"lang":"en","type":"article","venue":"Neurocritical Care","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Neurology; Apnea; Gold standard (test); Anesthesia; Sleep apnea; Intensive care medicine; Cardiology; Internal medicine","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":[0.00003322395,0.00005557374,0.00005703704,0.0000222304,0.000141321,0.00002559373,0.00003496778,0.00003360737,0.000007522683],"category_scores_gemma":[0.0007436012,0.00004069577,0.00004462085,0.00005202283,0.00003217507,0.00003729399,0.000003548455,0.00007384122,0.00001636119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003173276,"about_ca_system_score_gemma":0.0000444604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001607771,"about_ca_topic_score_gemma":0.00001140858,"domain_scores_codex":[0.9995221,0.000008906961,0.0000976433,0.0001118523,0.0001353846,0.0001240932],"domain_scores_gemma":[0.999205,0.0004740001,0.000007987666,0.00008300955,0.0001667783,0.00006325281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00132264,0.001092009,0.03401726,0.003236764,0.00005202026,0.0006436042,0.006330527,0.00003626803,0.09496712,0.447587,0.002683195,0.4080316],"study_design_scores_gemma":[0.02598035,0.005950499,0.526646,0.0003505183,0.0007062837,0.001101698,0.003158802,0.002030013,0.2503458,0.01835985,0.1645259,0.0008443242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6071045,0.0007357062,0.07860524,0.279656,0.001350874,0.003707352,0.0003098713,0.0006872605,0.02784326],"genre_scores_gemma":[0.9956331,0.00000764604,0.0006626743,0.003294798,0.0001115946,0.0000282837,0.00005449994,0.00001299824,0.0001943589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4926287,"threshold_uncertainty_score":0.1659525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626115754284761,"score_gpt":0.3096488715295853,"score_spread":0.2933877139867376,"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."}}