{"id":"W4301390756","doi":"10.1097/aud.0000000000001273","title":"The Relationship Between Sleep Traits and Tinnitus in UK Biobank: A Population-Based Cohort Study","year":2022,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Medical Research Council","keywords":"Biobank; Tinnitus; Cohort; Cohort study; Audiology; Population; Sleep (system call); Medicine; Psychology; Biology; Environmental health; Internal medicine; Bioinformatics; Computer science","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":[0.001867693,0.0003691412,0.0007112686,0.001090529,0.0007379393,0.0009163072,0.0005601798,0.0006419013,0.001980306],"category_scores_gemma":[0.005042586,0.0005961588,0.0007546605,0.002405671,0.0003804447,0.0007518786,0.001239076,0.0008289768,0.0005221395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007209912,"about_ca_system_score_gemma":0.000851095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04271096,"about_ca_topic_score_gemma":0.04329398,"domain_scores_codex":[0.9981449,0.0004925728,0.0003393176,0.0004943153,0.0003083035,0.0002206432],"domain_scores_gemma":[0.9968087,0.0003656523,0.001505319,0.0005481098,0.0004628992,0.0003091789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001723548,0.0000360511,0.9974612,0.00004804624,0.0001341346,0.000133883,0.0002686198,0.00002020806,0.0003513694,0.00002129684,0.0003847064,0.0009681078],"study_design_scores_gemma":[0.0000150809,0.00006432091,0.9992173,0.0000207588,0.00004523021,0.0001499285,0.0001558355,0.00005066428,0.00001753302,0.000007286203,0.000251125,0.000004927732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951202,0.0006369062,0.0003490368,0.0001069178,0.00002000138,0.00008914934,0.003287868,0.000006736912,0.0003830123],"genre_scores_gemma":[0.9962819,0.0004766687,0.0004701889,0.0001541724,0.00002269197,0.0001839458,0.001936576,0.00000626732,0.0004676121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04271096,"threshold_uncertainty_score":0.0849247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08144829871897175,"score_gpt":0.3133573484036477,"score_spread":0.2319090496846759,"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."}}