{"id":"W4413222914","doi":"10.1007/978-3-031-86312-7_43","title":"Advanced Neuromonitoring for Moderate and Severe Traumatic Brain Injury","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Traumatic brain injury; Physical medicine and rehabilitation; Medicine; Psychology; Neuroscience; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002572158,0.0005888338,0.0004097424,0.0005877241,0.0001887121,0.0005887712,0.0004467255,0.0007305479,0.01592764],"category_scores_gemma":[0.0003974478,0.0001203216,0.0002868448,0.0004223021,0.0002600771,0.0006923352,0.0004556159,0.000960669,0.006697443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236257,"about_ca_system_score_gemma":0.0003203529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007723332,"about_ca_topic_score_gemma":0.003440853,"domain_scores_codex":[0.9999232,0.00001502064,0.000005220434,0.000007509184,0.00004334134,0.00000562399],"domain_scores_gemma":[0.999902,0.000062982,0.000005740488,0.000004948124,0.00001702675,0.000007323126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000453758,0.00008469632,0.0002093198,0.0005093715,0.00001013172,0.0004891699,0.00009868837,0.0005565241,0.002754265,0.01003741,0.1543771,0.830828],"study_design_scores_gemma":[0.000008089989,0.0001116663,0.001584652,0.0005598082,0.00001246162,0.004311352,0.00006210483,0.0005079701,0.001126147,0.01435422,0.9773465,0.00001505525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004030802,0.3719784,0.04429117,0.007376886,0.009147237,0.0001775733,0.0004808591,0.0006158329,0.5619013],"genre_scores_gemma":[0.01631088,0.1943078,0.02165749,0.005440848,0.003495591,0.0001322057,0.00042693,0.0001699135,0.7580583],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01592764,"threshold_uncertainty_score":0.05328327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03511926901733196,"score_gpt":0.2950323392097714,"score_spread":0.2599130701924394,"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."}}