{"id":"W4213211951","doi":"10.2196/35641","title":"Understanding the Potential of Mental Health Apps to Address Mental Health Needs of the Deaf and Hard of Hearing Community: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Outreach; Stigma (botany); Psychology; Community integration; Focus group; Mental illness; Medical education; Nursing; Medicine; Psychiatry; Sociology; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002884669,0.0001316916,0.0003439678,0.0001959321,0.001521716,0.00001635985,0.0006515083,0.0000279807,0.0001042885],"category_scores_gemma":[0.000009692247,0.00009806435,0.00008922968,0.0003676493,0.0001486688,0.00004083371,0.001006766,0.0004919504,2.522663e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970159,"about_ca_system_score_gemma":0.0000583586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604894,"about_ca_topic_score_gemma":0.0003671909,"domain_scores_codex":[0.9942362,0.004528615,0.0005292023,0.0001157862,0.0003440572,0.0002461649],"domain_scores_gemma":[0.9985312,0.0001604224,0.000408897,0.0008055614,0.00001778156,0.00007609179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002117357,0.002373968,0.2175768,0.0001073309,0.0003516804,1.050429e-7,0.7634866,0.00006070015,0.006565141,0.00318391,0.002850215,0.003231885],"study_design_scores_gemma":[0.000751466,0.001424343,0.554521,0.00003480664,0.00001131331,0.000002189375,0.4426476,0.00001209521,0.0001656708,0.000114209,0.0002434445,0.00007186278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962164,0.0001075616,0.0002056113,0.001348062,0.0003015649,0.001534798,0.0000556303,0.00001893438,0.0002114259],"genre_scores_gemma":[0.9995381,0.000003848721,0.00009710373,0.0001529076,0.00000837382,0.00005687547,0.00002438247,0.00001903018,0.00009932827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369442,"threshold_uncertainty_score":0.9997782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2284716574906378,"score_gpt":0.4520156501337113,"score_spread":0.2235439926430735,"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."}}