{"id":"W4408601379","doi":"10.1097/aud.0000000000001645","title":"Vocal Emotion Recognition in School-Age Children With Hearing Aids","year":2025,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Centre Lyonnais d'Acoustique, Université de Lyon; ZonMw; Université de Lyon; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Hacettepe Üniversitesi; Agence Nationale de la Recherche","keywords":"Audiology; Hearing loss; Psychology; Sensorineural hearing loss; Hearing aid; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002238194,0.00007912396,0.0001091374,0.0001776517,0.0001493212,0.00008761564,0.00004086891,0.00005686396,0.00001478171],"category_scores_gemma":[0.0001963603,0.00006917667,0.00001901226,0.000283131,0.00005604206,0.0001890806,0.00004236764,0.0002298424,0.00001936496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004206248,"about_ca_system_score_gemma":0.00003070931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000364354,"about_ca_topic_score_gemma":0.00002943484,"domain_scores_codex":[0.9992183,0.00006618688,0.0001403383,0.000287919,0.0001045253,0.0001826837],"domain_scores_gemma":[0.9997569,0.00006334985,0.00001758273,0.00009765103,0.00001173864,0.0000527624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005965333,0.00008040174,0.8154498,0.00007744601,0.000005177793,0.00000943036,0.0006728815,0.000151494,0.1107772,0.001070113,0.00001600964,0.07163042],"study_design_scores_gemma":[0.0004757069,0.00009561682,0.9922577,0.0002282879,0.000004087038,0.000009101752,0.00006683388,0.0003546835,0.005319245,0.00108009,0.00002329047,0.00008537593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962358,0.0000225034,0.0004577957,0.0002611626,0.00006832404,0.0001878231,9.22836e-7,0.0000540271,0.002711623],"genre_scores_gemma":[0.9987469,0.00002117896,0.0007818435,0.0001765028,0.0000381319,0.000008027743,0.000001987413,0.000008074995,0.0002173021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1768079,"threshold_uncertainty_score":0.2820943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373906344991316,"score_gpt":0.2810241196708705,"score_spread":0.2472850562209573,"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."}}