{"id":"W4230653803","doi":"10.32920/ryerson.14646009.v1","title":"Comprehensive insomnia assessment following mild traumatic brain injury","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Insomnia; Primary Insomnia; Medicine; Obstructive sleep apnea; Traumatic brain injury; Sleep disorder; Psychiatry; Psychology; Internal medicine","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":[0.0008119089,0.000294789,0.0003612415,0.001257497,0.0005666064,0.0002529197,0.0003547786,0.0002470489,0.001723172],"category_scores_gemma":[0.001949926,0.0001316003,0.0003994278,0.0004948553,0.0001822757,0.0002672129,0.0007921197,0.0003671366,0.0003087555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005966022,"about_ca_system_score_gemma":0.001279764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491548,"about_ca_topic_score_gemma":0.04038442,"domain_scores_codex":[0.9997001,0.00005561573,0.00008886352,0.00003454729,0.00007386257,0.00004702806],"domain_scores_gemma":[0.9989303,0.00007161124,0.0004723585,0.00002173497,0.0002907827,0.0002132061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007377697,0.0002739866,0.9570925,0.0006424109,0.0001324535,0.0003345275,0.0007552225,0.0003025063,0.00137733,0.00004623101,0.002906133,0.03539895],"study_design_scores_gemma":[0.00001902263,0.0002715494,0.9987891,0.00004612532,0.00001762779,0.0001858576,0.0001446929,0.0001343081,0.00009539349,0.00002381385,0.0002669522,0.000005597125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989592,0.001210304,0.0005714063,0.0002278958,0.0000363188,0.001223005,0.002757974,0.0000506117,0.004330387],"genre_scores_gemma":[0.9923435,0.0009240297,0.002143295,0.0001193935,0.00004020533,0.0006689383,0.002810745,0.000003961651,0.0009458613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491548,"threshold_uncertainty_score":0.02965736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0871335758629182,"score_gpt":0.4154363757512163,"score_spread":0.3283027998882981,"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."}}