{"id":"W4410035233","doi":"10.3390/bioengineering12050485","title":"Leveraging Function Intersectionality and Multi-Modal Cerebrovascular Reactivity Measures for the Derivation of Individualized Intracranial Pressure Thresholds in Acute Traumatic Neural Injury","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pan Am Clinic; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Traumatic brain injury; Cerebral perfusion pressure; Intracranial pressure; Guideline; Medicine; Pulse pressure; Cardiology; Logistic regression; Blood pressure; Internal medicine; Cerebral blood flow; Anesthesia; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002160823,0.0009233789,0.0008627602,0.003371999,0.0003133167,0.00136269,0.0006494233,0.0005256588,0.0008277565],"category_scores_gemma":[0.008780665,0.0002106168,0.0008944775,0.001514242,0.0003093657,0.0007030857,0.001202128,0.0008244064,0.000584032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003868232,"about_ca_system_score_gemma":0.0009919419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006379084,"about_ca_topic_score_gemma":0.0056675,"domain_scores_codex":[0.9992517,0.00018525,0.00008705143,0.0002244036,0.0001602763,0.00009118883],"domain_scores_gemma":[0.9981623,0.0008358601,0.0003332011,0.0002119914,0.0003765545,0.00008002717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001358418,0.0004336416,0.2822287,0.0005262273,0.0007156571,0.001217625,0.0008031602,0.1208114,0.01763984,0.003303303,0.006746702,0.5642154],"study_design_scores_gemma":[0.00004743014,0.0003622216,0.2042907,0.0001142899,0.000275286,0.00121391,0.0004137218,0.7718287,0.01021658,0.006865778,0.004253894,0.0001174362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.648302,0.001872379,0.3405603,0.0002771983,0.00005783061,0.0002385059,0.002861507,0.002537622,0.003292739],"genre_scores_gemma":[0.9330717,0.0005137897,0.06145937,0.0000470742,0.00005119113,0.0001551859,0.00406251,0.0001251742,0.0005140919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006379084,"threshold_uncertainty_score":0.01268393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884923900688643,"score_gpt":0.2825923352154825,"score_spread":0.2537430962085961,"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."}}