{"id":"W2924425350","doi":"10.1177/0194599819835178","title":"Depression in Patients with Tinnitus: A Systematic Review","year":2019,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Tinnitus; Depression (economics); Medicine; Interquartile range; Psychiatry; Distress; Clinical psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005519839,0.0007002841,0.004428332,0.0004246384,0.00006721552,0.00004062505,0.001104613,0.0005454936,0.00009893664],"category_scores_gemma":[0.002346243,0.0004890196,0.0002774348,0.0009283153,0.000114019,0.0001034701,0.0004423793,0.0009857736,0.002067539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769986,"about_ca_system_score_gemma":0.0003568044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008585453,"about_ca_topic_score_gemma":0.000006676872,"domain_scores_codex":[0.9940211,0.001980648,0.001488825,0.001220454,0.0005425782,0.0007463949],"domain_scores_gemma":[0.9962263,0.0007081658,0.001120234,0.001718869,0.00007924048,0.0001472147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000676547,0.0001259604,0.001006916,0.9932976,0.00001965852,0.00006523886,0.00001730012,3.201035e-7,0.000001150657,0.00002622135,0.0001627659,0.00527005],"study_design_scores_gemma":[0.0004828301,0.0001927896,0.0002496842,0.8298999,0.001028978,0.0001571216,9.665938e-7,0.000004943099,0.000003241787,0.000003329077,0.1673382,0.0006380018],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003161606,0.9895619,0.00001060698,0.00001056733,0.0002795971,0.008296519,0.00002446617,0.00007863331,0.00142153],"genre_scores_gemma":[0.000108588,0.9974948,0.00008846381,0.0008665356,0.00003299664,0.0006318658,0.0000469053,0.0001473512,0.0005824849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1671754,"threshold_uncertainty_score":0.9997562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309911925660662,"score_gpt":0.3133221890741085,"score_spread":0.2702230698175019,"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."}}