{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006071245,0.0001594763,0.0004116691,0.000129231,0.0000490565,0.00001196095,0.0001106652,0.00004480159,0.00002261733],"category_scores_gemma":[0.0002585655,0.0001015048,0.00007869061,0.0003625016,0.0001035364,0.00001422181,0.00004560582,0.0001558272,0.000003331253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000118563,"about_ca_system_score_gemma":0.00001964747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007993758,"about_ca_topic_score_gemma":0.00004555296,"domain_scores_codex":[0.9986222,0.0001723921,0.0005385493,0.0003298967,0.0001905674,0.0001464284],"domain_scores_gemma":[0.9988461,0.0005445585,0.00008962261,0.0004626711,0.00001847729,0.00003860098],"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":[0.008168364,0.008136879,0.003221876,0.004741916,0.002569997,0.0005323131,0.02683625,0.000005173441,0.0002384293,0.01927706,0.02028302,0.9059888],"study_design_scores_gemma":[0.01767801,0.001155573,0.9481619,0.009276632,0.0003044633,0.000007399723,0.01780077,0.0002352331,0.0002276459,0.0006071552,0.004322154,0.0002230764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809369,0.003292655,0.00001472139,0.01216126,0.00006359528,0.001592924,0.00002701347,0.00002511893,0.001885841],"genre_scores_gemma":[0.9967136,0.0006055755,0.0002260129,0.001908038,0.00001441619,0.00006699535,0.00001096805,0.00000917429,0.0004451927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.94494,"threshold_uncertainty_score":0.4139245,"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."}}