{"id":"W4412438571","doi":"10.1016/j.bas.2025.104319","title":"Consensus on the management of traumatic brain injury in older adults: Results from a Delphi study","year":2025,"lang":"en","type":"article","venue":"Brain and Spine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Dipartimento di Medicina e Chirurgia, Università degli Studi di Milano-Bicocca; Universitätsklinikum Hamburg-Eppendorf; Beijing Tian Tan Hospital, Capital Medical University; Fundació Institut de Recerca Hospital Universitari Vall d’Hebron; School of Medicine, Emory University; Turun Yliopistollinen Keskussairaala; Göteborgs Universitet; Sahlgrenska Universitetssjukhuset; Academy of Finland; Akademiska Sjukhuset; Universitetet i Bergen; Umeå Universitet; Karolinska Institutet; Turun Yliopisto; KU Leuven; Capital Medical University; Sigrid Juséliuksen Säätiö; Università degli Studi di Milano-Bicocca; Aristotle University of Thessaloniki; Cairo University; Fundación Mutua Madrileña; Haukeland Universitetssjukehus; Haaglanden Medisch Centrum; Finska Läkaresällskapet; Lunds Universitet; National Institute of Neurological Disorders and Stroke; Sahlgrenska Akademin; Nihon University; Uppsala Universitet; Johns Hopkins University; Leids Universitair Medisch Centrum; Universiteit Leiden; Università Degli Studi di Modena e Reggio Emila; Emory University","keywords":"Traumatic brain injury; Delphi method; Medicine; Delphi; Psychology; Psychiatry; Computer science; Artificial intelligence","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":[0.09891745,0.000829215,0.001068178,0.002958657,0.00347692,0.002525877,0.001458131,0.002316985,0.002424937],"category_scores_gemma":[0.1513017,0.0008361568,0.001638912,0.001706403,0.002840115,0.003500605,0.009374143,0.001993889,0.0004786252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003432885,"about_ca_system_score_gemma":0.00732741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002745716,"about_ca_topic_score_gemma":0.002771,"domain_scores_codex":[0.9037941,0.07643684,0.006680843,0.002065151,0.007004535,0.00401857],"domain_scores_gemma":[0.8928376,0.08177084,0.004285013,0.001646598,0.01702633,0.002433606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007215501,0.0005313442,0.03618751,0.00465039,0.0002531577,0.0008930516,0.8689619,0.0009094425,0.001828052,0.002080686,0.00383271,0.07915024],"study_design_scores_gemma":[0.000158067,0.001341368,0.04989086,0.003840851,0.000168858,0.0006448111,0.9244474,0.002265287,0.001042792,0.002479142,0.01352703,0.0001935705],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849696,0.0007852502,0.003523356,0.002291426,0.0001055544,0.003392153,0.0001493451,0.00001564128,0.004767639],"genre_scores_gemma":[0.9879571,0.001324877,0.004498836,0.001169627,0.00003685281,0.004226404,0.0001476328,0.00001660421,0.0006220282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09891745,"threshold_uncertainty_score":0.5231317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244189983208998,"score_gpt":0.298372686284454,"score_spread":0.2739536879635542,"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."}}