{"id":"W2938019038","doi":"10.1093/sleep/zsz067.332","title":"0333 Objective Methods are Needed in the Diagnostic Assessment of Chronic Insomnia Following Mild Traumatic Brain Injury","year":2019,"lang":"en","type":"article","venue":"SLEEP","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Ontario Centre of Excellence for Child and Youth Mental Health; Toronto Metropolitan University; Oakville-Trafalgar Memorial Hospital","funders":"","keywords":"Insomnia; Polysomnography; Actigraphy; Medicine; Sleep disorder; Psychiatry; Obstructive sleep apnea; Physical therapy; Internal medicine; Apnea","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":[0.00312898,0.0002323102,0.0006962275,0.0003541097,0.00005472405,0.00002886382,0.0003909242,0.0001390101,0.0003302817],"category_scores_gemma":[0.00216559,0.0001658375,0.0002451641,0.0008709144,0.00009622452,0.0001271287,0.00009433738,0.0007163928,0.00006072472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004582063,"about_ca_system_score_gemma":0.0002852372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002121846,"about_ca_topic_score_gemma":0.0001020699,"domain_scores_codex":[0.9966918,0.001035501,0.0006115546,0.0003624408,0.0008026724,0.0004960652],"domain_scores_gemma":[0.9940895,0.0047193,0.0001873479,0.000831141,0.00007343045,0.000099274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006687274,0.004997444,0.6702499,0.005999339,0.001931806,0.0003134384,0.0443407,0.00036063,0.05085851,0.003102194,0.00969965,0.2074776],"study_design_scores_gemma":[0.004953532,0.00171104,0.963794,0.0014796,0.0001840438,0.00002120631,0.01596281,0.00730518,0.002995385,0.0008729487,0.0004356382,0.0002846244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869711,0.0004191801,0.00110812,0.003807908,0.0003338137,0.002381735,0.00001139815,0.00003843615,0.004928264],"genre_scores_gemma":[0.9927703,0.00001304359,0.005752344,0.0009346882,0.00008501554,0.0002255097,0.00001407078,0.00004141599,0.0001635762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2935441,"threshold_uncertainty_score":0.6762655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07159832990405819,"score_gpt":0.4439344524824764,"score_spread":0.3723361225784182,"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."}}