{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02051333,0.0002681032,0.0008079516,0.005029647,0.0006913079,0.001238318,0.0004648954,0.0006203487,0.001201598],"category_scores_gemma":[0.05357104,0.00042474,0.001342426,0.004735322,0.0005914278,0.001768932,0.001907675,0.0006622782,0.0003921556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009097908,"about_ca_system_score_gemma":0.001117592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376425,"about_ca_topic_score_gemma":0.002459962,"domain_scores_codex":[0.9879429,0.004351558,0.002939914,0.000593733,0.003542535,0.0006292989],"domain_scores_gemma":[0.9433265,0.02722949,0.01217067,0.001560202,0.01472462,0.0009885234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003325068,0.0003097299,0.9232255,0.001494707,0.0001890654,0.0001895063,0.01660505,0.0001638434,0.001185111,0.0001243379,0.001928633,0.05425201],"study_design_scores_gemma":[0.0000478939,0.0007215474,0.9733492,0.0006904764,0.0001817554,0.0005267473,0.01596371,0.001805918,0.0006415049,0.0001052113,0.005899183,0.00006689417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913363,0.0007363104,0.001844907,0.0004231765,0.00001978675,0.001467099,0.002956494,0.00006246092,0.00115355],"genre_scores_gemma":[0.9862357,0.001181241,0.006785586,0.000387756,0.00003307977,0.003402451,0.001537604,0.00003158029,0.0004051496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02051333,"threshold_uncertainty_score":0.1084861,"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."}}