{"id":"W2913162758","doi":"10.2196/10353","title":"Mobile Apps for Management of Tinnitus: Users’ Survey, Quality Assessment, and Content Analysis","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Tinnitus; Sound perception; Psychology; Internet privacy; Applied psychology; Perception; Computer science; Medicine; Audiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002675314,0.0002104006,0.0005666853,0.0002361258,0.0003707876,0.00005115486,0.0001991286,0.00009581429,0.00002219368],"category_scores_gemma":[0.0001132388,0.0002007773,0.00007303771,0.0007584273,0.0003253009,0.00007990965,0.0001584658,0.0001611646,0.000004005107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009220878,"about_ca_system_score_gemma":0.0002050566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009190091,"about_ca_topic_score_gemma":0.0005048681,"domain_scores_codex":[0.9968609,0.0005501807,0.0008265633,0.0007228249,0.0003763474,0.0006632225],"domain_scores_gemma":[0.9979063,0.0004241607,0.0004842699,0.0005233345,0.0001842926,0.0004776158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001005486,0.001112603,0.883247,0.00862615,0.0002764813,0.000005868588,0.003883748,0.00001697703,0.003733987,0.01168281,0.002021064,0.08438782],"study_design_scores_gemma":[0.001246441,0.001112925,0.9912893,0.00003971256,0.0001715604,0.000002153887,0.000731528,0.001169738,0.0007204539,0.0001854901,0.003116693,0.0002140053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937024,0.0002465345,0.003235957,0.0001910376,0.0001489971,0.001527773,0.0002213794,0.00004657311,0.0006793272],"genre_scores_gemma":[0.9931523,0.001668458,0.003510493,0.001069329,0.00005456433,0.0001538159,0.00002417498,0.0000231914,0.0003436573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1080423,"threshold_uncertainty_score":0.8187461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3356139012987495,"score_gpt":0.4896048678600788,"score_spread":0.1539909665613294,"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."}}