{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008364586,0.0001009025,0.0001357557,0.0001238167,0.001055405,0.0001117,0.0001216154,0.00003125448,0.00001611853],"category_scores_gemma":[0.0006884205,0.0000956762,0.00001798073,0.0003699872,0.00004835802,0.0000425933,0.000165048,0.000388613,0.00000446757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005314158,"about_ca_system_score_gemma":0.00003604166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006270598,"about_ca_topic_score_gemma":0.0002732387,"domain_scores_codex":[0.9985505,0.0002860103,0.0002535293,0.0003436496,0.0003066086,0.0002597389],"domain_scores_gemma":[0.9988009,0.0009075751,0.00005467385,0.0001555794,0.000007915824,0.00007331442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001005098,0.00002544746,0.9971091,0.000004735814,0.000001803561,0.000005383697,0.0006569583,0.0002833443,0.0003772813,0.0001933582,0.000006934457,0.001325642],"study_design_scores_gemma":[0.0004108906,0.00009313103,0.9972869,0.000006461381,0.000009376861,0.000004153582,0.0002408016,0.001254045,0.00008586003,0.00030886,0.0001910289,0.0001085338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986234,0.00007345386,0.00002796849,0.000284221,0.00005574592,0.0005333517,0.000004974802,0.00003717278,0.0003597084],"genre_scores_gemma":[0.9995704,0.000003081799,0.00008811013,0.0001072386,0.00004125673,0.00004153341,0.000001929757,0.00001709435,0.000129327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001217108,"threshold_uncertainty_score":0.8117432,"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."}}