{"id":"W2911099202","doi":"10.1089/neu.2018.6309","title":"Continuous Thermal Diffusion-Based Cerebral Blood Flow Monitoring in Adult Traumatic Brain Injury: A Scoping Systematic Review","year":2019,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McGill University; University of Toronto","funders":"","keywords":"Cerebral blood flow; Medicine; Traumatic brain injury; Glasgow Outcome Scale; Neurointensive care; Cochrane Library; MEDLINE; Meta-analysis; Intensive care medicine; Internal medicine; Psychiatry","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":[0.001063612,0.0003457754,0.001869491,0.0003151421,0.0000575374,0.00005548747,0.0003507258,0.0001056109,0.000109357],"category_scores_gemma":[0.001345382,0.000253814,0.0006140948,0.0004347561,0.0000506189,0.0002475746,0.00002681956,0.000754204,0.00002950084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005447479,"about_ca_system_score_gemma":0.000177797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006481644,"about_ca_topic_score_gemma":0.000002394404,"domain_scores_codex":[0.9960082,0.0005311248,0.001862794,0.0003064531,0.0008896602,0.0004017268],"domain_scores_gemma":[0.9973828,0.000634055,0.000981932,0.0005659409,0.0002251798,0.0002101176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009136677,0.002088282,0.05408569,0.9099897,0.000589119,0.001497357,0.00128773,0.0001748132,0.02608489,0.00003751637,0.0003316183,0.002919604],"study_design_scores_gemma":[0.009035585,0.002995223,0.060674,0.9161784,0.001594487,0.00160447,0.0003160523,0.001095155,0.006010246,0.0000167363,0.00001074798,0.0004689017],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881603,0.006605695,0.00002371644,0.001968523,0.0006233435,0.002378859,0.000003542409,0.00003606677,0.0002000182],"genre_scores_gemma":[0.9956347,0.0004022476,0.0005568493,0.003025505,0.0001973202,0.00004560336,0.000001565693,0.00005596848,0.00008025888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02007464,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379494201884997,"score_gpt":0.3048700375753381,"score_spread":0.2710750955564882,"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."}}