{"id":"W4387357118","doi":"10.1089/neu.2023.0377","title":"Therapy Intensity Level Scale for Traumatic Brain Injury: Clinimetric Assessment on Neuro-Monitored Patients Across 52 European Intensive Care Units","year":2023,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"NIH Clinical Center; Medisinske fakultet, Universitetet i Oslo; University of California, Los Angeles; Kauno Technologijos Universitetas; Szegedi Tudományegyetem; Debreceni Egyetem; ZNS - Hannelore Kohl Stiftung; Turun Yliopistollinen Keskussairaala; Allgemeine Unfallversicherungsanstalt; St. Olavs Hospital Universitetssykehuset i Trondheim; Radboud Universitair Medisch Centrum; Turun Yliopisto; Universitetet i Oslo; Berlin Institute of Health; RWTH Aachen University; Universitair Medisch Centrum Groningen; Medical Research Council; Leids Universitair Medisch Centrum; Odense Universitetshospital; Karolinska Institutet; Radboud Universiteit; Centre hospitalier régional universitaire de Lille; Monash University; Rijksuniversiteit Groningen; Integra LifeSciences; Imperial College London; University of Cambridge; Massachusetts General Hospital; National Institute for Health and Care Research; Erasmus Medisch Centrum; University of Oxford; Norges Teknisk-Naturvitenskapelige Universitet; Menzies Centre for Australian Studies, King's College London, University of London; University of Glasgow; University of Stirling; Medizinische Universität Innsbruck; Helsingin Yliopisto; European Commission; Broad Institute; Hebrew University of Jerusalem; Auckland University of Technology, New Zealand; Princeton University; Johns Hopkins University; Universiteit Leiden; Universität Innsbruck; Oxford Brookes University; Helsingin ja Uudenmaan Sairaanhoitopiiri","keywords":"Traumatic brain injury; Observational study; Intensive care unit; Glasgow Outcome Scale; Medicine; Intensive care; Scale (ratio); Construct validity; Psychology; Physical therapy; Intensive care medicine; Psychometrics; Clinical psychology; Psychiatry; Internal medicine; Cartography","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":[0.002745235,0.0004666267,0.0007503168,0.002570562,0.000338596,0.000628091,0.0006290948,0.0004197978,0.001077138],"category_scores_gemma":[0.008336003,0.0001938838,0.0007038108,0.002551518,0.0006342748,0.0008579072,0.001442513,0.0005038506,0.000409446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007820156,"about_ca_system_score_gemma":0.0005700584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758431,"about_ca_topic_score_gemma":0.002118185,"domain_scores_codex":[0.9980822,0.0005425243,0.0005905536,0.0002375279,0.000450634,0.00009669425],"domain_scores_gemma":[0.9945257,0.0009559203,0.002864643,0.0003704097,0.0009086352,0.000374663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003102285,0.0001106752,0.9813672,0.00007385392,0.0001207364,0.00005794402,0.0005678657,0.000516242,0.0004420291,0.00004753017,0.0009428403,0.01544291],"study_design_scores_gemma":[0.00001889522,0.0001928701,0.9982029,0.000009906306,0.00001302085,0.0001420273,0.0003191949,0.0005307612,0.0001538035,0.00003433954,0.000371143,0.00001116552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950399,0.0001355725,0.001562355,0.00004756855,0.000007728331,0.0002945274,0.00198855,0.00004733802,0.0008764424],"genre_scores_gemma":[0.9896297,0.0001667232,0.005252804,0.00004663325,0.00001489375,0.0006511777,0.003940946,0.00001649738,0.0002807106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002745235,"threshold_uncertainty_score":0.01451838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2176103623111945,"score_gpt":0.413469960432827,"score_spread":0.1958595981216325,"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."}}