{"id":"W4212910322","doi":"10.2196/33543","title":"Chronic Tinnitus and the Positive Effects of Sound Treatment via a Smartphone App: Mixed-Design Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tinnitus; Audiology; Medicine; Quality of life (healthcare); Visual analogue scale; Sound quality; Psychology; Physical therapy","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":[0.004285182,0.0009050791,0.002000085,0.001102132,0.0009137009,0.000987974,0.0005350538,0.00103103,0.004312796],"category_scores_gemma":[0.002952438,0.0006792053,0.002309018,0.0006716119,0.0007736495,0.0006480541,0.0006079951,0.0007675875,0.0005692678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005856846,"about_ca_system_score_gemma":0.001021246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009690315,"about_ca_topic_score_gemma":0.001901179,"domain_scores_codex":[0.9972301,0.001379661,0.0003143646,0.0003413924,0.000436073,0.000298445],"domain_scores_gemma":[0.9978586,0.001012273,0.0003815345,0.0002074007,0.0002816631,0.0002585307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2473377,0.3930672,0.1574057,0.008686624,0.00657668,0.001220671,0.01333494,0.0004954934,0.02079275,0.0005799443,0.00109703,0.1494053],"study_design_scores_gemma":[0.02832127,0.7994757,0.1593824,0.0002706865,0.003133435,0.0003061691,0.00442573,0.0006534548,0.001485651,0.0001850647,0.002250167,0.0001102555],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973415,0.000531996,0.00026148,0.00002155409,0.00003218755,0.001432538,0.00008429171,0.000006077859,0.0002884686],"genre_scores_gemma":[0.988179,0.001005907,0.002525826,0.0002337883,0.0001136394,0.006528951,0.0001606077,0.000006563248,0.0012457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004312796,"threshold_uncertainty_score":0.02266252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0467546127823328,"score_gpt":0.3430147856647957,"score_spread":0.2962601728824629,"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."}}