{"id":"W4406313171","doi":"10.2196/53460","title":"Development and Beta Validation of an mHealth-Based Hearing Screener (SRESHT) for Young Children in Resource-Limited Countries: Pilot Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"The Wellcome Trust DBT India Alliance; Wellcome Trust","keywords":"Audiology; Medicine; Hearing loss; mHealth; Psychological intervention; Nursing","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":[0.01239124,0.00114631,0.0005692578,0.0006344017,0.0004034415,0.0005652727,0.001100764,0.0006787236,0.001647405],"category_scores_gemma":[0.01062535,0.0003806074,0.0008367235,0.0002795524,0.0007742595,0.0005582253,0.0009841298,0.0006390928,0.000803152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006122823,"about_ca_system_score_gemma":0.001567104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904827,"about_ca_topic_score_gemma":0.002643173,"domain_scores_codex":[0.996014,0.002142118,0.0003728953,0.0003821951,0.0008218674,0.0002669414],"domain_scores_gemma":[0.9930482,0.003066325,0.0005341492,0.0006921992,0.00220983,0.0004493003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01294741,0.03987426,0.5137402,0.001852275,0.0006606895,0.001878242,0.01742486,0.005531572,0.1280579,0.0009167383,0.00394997,0.2731657],"study_design_scores_gemma":[0.003210091,0.1453753,0.7371704,0.0003431593,0.0007874679,0.00196855,0.005065739,0.007611732,0.08186959,0.0002627247,0.01618904,0.0001461992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904295,0.00006124035,0.004478048,0.00006576737,0.00002194937,0.00340261,0.0006261294,0.00009436414,0.0008203457],"genre_scores_gemma":[0.9299712,0.0003015486,0.05782283,0.0002548192,0.00003129084,0.005704415,0.003365377,0.00007305722,0.002475543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01239124,"threshold_uncertainty_score":0.06553191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383239846274216,"score_gpt":0.4291875707663215,"score_spread":0.2908635861389,"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."}}