{"id":"W2904693139","doi":"10.1097/eja.0000000000000894","title":"Cerebral oximetry monitoring. To guide physiology, avert catastrophe or both?","year":2018,"lang":"en","type":"letter","venue":"European Journal of Anaesthesiology","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Cerebral perfusion pressure; Electroencephalography; Intensive care medicine; Cardiology; Perfusion","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"],"consensus_categories":[],"category_scores_codex":[0.001037276,0.0005325182,0.001406157,0.0004528428,0.0001174176,0.00002967719,0.0009281806,0.0003144604,0.0004051944],"category_scores_gemma":[0.0007048306,0.0003501464,0.0006012859,0.0002470253,0.0003985854,0.00007939721,0.0001503132,0.002193112,0.00058331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009763678,"about_ca_system_score_gemma":0.0002354188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007552176,"about_ca_topic_score_gemma":6.266157e-7,"domain_scores_codex":[0.995573,0.001489555,0.001289182,0.0005630615,0.0004394809,0.0006457377],"domain_scores_gemma":[0.9973757,0.0002516403,0.0008948473,0.0008839793,0.0003013206,0.0002925741],"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":[0.0008767805,0.00007240274,0.0006841147,0.0001353953,0.0004420116,0.009565747,0.0001377509,0.000001631246,0.001215457,0.00000134371,0.9659116,0.02095574],"study_design_scores_gemma":[0.001193085,0.02479918,0.06122248,0.000542934,0.0003781522,0.003629104,0.000056159,6.224697e-7,0.0007580339,0.00001406233,0.9070718,0.0003343625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7432912,0.000756443,0.0002040579,0.2471213,0.004995726,0.0005399151,0.00004574703,0.00009797274,0.002947691],"genre_scores_gemma":[0.0844129,0.0007413022,0.02224426,0.8305215,0.05395316,0.000007024421,0.00009550328,0.0004223008,0.007602084],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6588783,"threshold_uncertainty_score":0.999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571111418370772,"score_gpt":0.2857091512310129,"score_spread":0.2499980370473052,"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."}}