{"id":"W4414382943","doi":"10.3390/bioengineering12091006","title":"Relationship Between RAP and Multi-Modal Cerebral Physiological Dynamics in Moderate/Severe Acute Traumatic Neural Injury: A CAHR-TBI Multivariate Analysis","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; Université de Montréal; Hotchkiss Brain Institute; University of British Columbia; Pan Am Clinic; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Karolinska Institutet; Research Manitoba; Health Sciences Centre Foundation","keywords":"Metric (unit); Trajectory; Psychological intervention; Multivariate analysis; Dynamics (music); Multivariate statistics; Prospective cohort study","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001922965,0.0004870904,0.000496808,0.001290811,0.0004199348,0.0006905948,0.0005545016,0.000215494,0.002327813],"category_scores_gemma":[0.004077013,0.0001283933,0.001035654,0.00112472,0.0004249835,0.0003024404,0.0009114597,0.0007418933,0.0002198712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004288766,"about_ca_system_score_gemma":0.0009416348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008441519,"about_ca_topic_score_gemma":0.00537384,"domain_scores_codex":[0.9991837,0.0002258329,0.00007925962,0.0002079342,0.0001597809,0.0001435702],"domain_scores_gemma":[0.9977847,0.0008161917,0.0004634019,0.0004241278,0.0002921107,0.0002194817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009871818,0.0001395109,0.9681454,0.00005949122,0.001074993,0.0001936409,0.0003715242,0.003433234,0.002059457,0.000303951,0.0009082959,0.02232344],"study_design_scores_gemma":[0.000009395405,0.0002659839,0.9813637,0.00001299678,0.0002364947,0.0002278594,0.0004112875,0.01618856,0.0005354903,0.0002395263,0.0004856895,0.00002301823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956021,0.0001053859,0.00306422,0.00005909444,0.00000903776,0.00002616679,0.0007430977,0.00004711698,0.0003438099],"genre_scores_gemma":[0.9982303,0.00003099564,0.0008457383,0.000005305259,0.00000764924,0.00002789642,0.0006735602,0.00001133784,0.0001673241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008441519,"threshold_uncertainty_score":0.01678473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003035049666198,"score_gpt":0.3054925729418533,"score_spread":0.2654622224451914,"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."}}