{"id":"W4387798610","doi":"10.1089/neu.2023.0374","title":"Intracranial Pressure-Derived Cerebrovascular Reactivity Indices and Their Critical Thresholds: A Canadian High Resolution-Traumatic Brain Injury Validation Study","year":2023,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Calgary; Hotchkiss Brain Institute; University of British Columbia; University of Manitoba","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada; Research Manitoba; Health Sciences Centre Foundation","keywords":"Traumatic brain injury; Intracranial pressure; Medicine; Cerebral perfusion pressure; Neurointensive care; Univariate; Internal medicine; Cardiology; Anesthesia; Multivariate statistics; Perfusion; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152413,0.0002953563,0.0007023544,0.0006095147,0.000302591,0.0001320208,0.0002318086,0.000145536,0.00008004555],"category_scores_gemma":[0.001620901,0.0002309988,0.0002506226,0.00056879,0.0002023689,0.0005118519,0.00004711256,0.0007565673,0.00001262412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005480133,"about_ca_system_score_gemma":0.0002382912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173226,"about_ca_topic_score_gemma":0.001761546,"domain_scores_codex":[0.9971786,0.0005628507,0.0007822651,0.0003755829,0.0006566744,0.0004440023],"domain_scores_gemma":[0.9978404,0.0007408309,0.0002926466,0.0004211143,0.0002196255,0.0004853678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009470338,0.01317523,0.3561341,0.0066036,0.01193212,0.009381693,0.07338556,0.0008782923,0.2916814,0.002552644,0.03212042,0.1926846],"study_design_scores_gemma":[0.002596638,0.002787066,0.9837161,0.0002580566,0.0005701953,0.001592602,0.001882108,0.0003917584,0.003355353,0.0007196525,0.001861645,0.0002688192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931502,0.0002205968,0.00005856309,0.00505635,0.0005510204,0.0007451245,0.00003971641,0.00006681721,0.0001115799],"genre_scores_gemma":[0.9988703,0.00008155066,0.0001297137,0.000428838,0.0003906983,0.00002057021,0.000008575358,0.00004385584,0.00002589587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.627582,"threshold_uncertainty_score":0.9419858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0555247484604706,"score_gpt":0.3210898764268054,"score_spread":0.2655651279663347,"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."}}