{"id":"W2602720420","doi":"10.4172/neuropsychiatry.1000184","title":"Assessment of Concussion/Mild Traumatic Brain Injury-Related Fatigue, Alertness, and Daytime Sleepiness: A Diagnostic Modelling Study","year":2017,"lang":"en","type":"article","venue":"Neuropsychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network; Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Alertness; Concussion; Traumatic brain injury; Excessive daytime sleepiness; Medicine; Daytime; Poison control; Physical therapy; Physical medicine and rehabilitation; Injury prevention; Psychology; Medical emergency; Sleep disorder; Psychiatry; Cognition","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005913919,0.0009926585,0.0006977398,0.0013685,0.000591672,0.0009513117,0.001172986,0.000587718,0.001567285],"category_scores_gemma":[0.01268217,0.0004171344,0.002596384,0.0008368914,0.0004545938,0.0004632916,0.001235057,0.00088399,0.00036564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244013,"about_ca_system_score_gemma":0.001528557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02616744,"about_ca_topic_score_gemma":0.01604441,"domain_scores_codex":[0.9981455,0.001165961,0.00009749181,0.0002724317,0.0001587055,0.0001600255],"domain_scores_gemma":[0.9935002,0.004731475,0.0007132022,0.0003745859,0.0004584098,0.000222022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001462956,0.001104245,0.8968279,0.0001754999,0.001542718,0.0003301323,0.0009241765,0.06282059,0.000777478,0.001824268,0.0009314733,0.03127864],"study_design_scores_gemma":[0.0001208358,0.0006714023,0.2445793,0.00006128688,0.0004718637,0.0003916251,0.0005222721,0.7503465,0.0002911025,0.001715438,0.0007794749,0.00004879199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840792,0.0001831673,0.01461889,0.0001637132,0.00001444278,0.000117362,0.0004370342,0.00004332052,0.0003427292],"genre_scores_gemma":[0.9948908,0.00008748561,0.004063982,0.0000195304,0.000008016918,0.00007609041,0.0006021044,0.000005803242,0.0002461016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02616744,"threshold_uncertainty_score":0.05203027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105332957349543,"score_gpt":0.4072800177087236,"score_spread":0.3019470603591806,"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."}}