{"id":"W4205802392","doi":"10.1002/lio2.732","title":"Voice emotion recognition by Mandarin‐speaking pediatric cochlear implant users in Taiwan","year":2022,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Institute on Deafness and Other Communication Disorders; National Institutes of Health","keywords":"Mandarin Chinese; Audiology; Cochlear implant; Psychology; Speech recognition; Medicine; Linguistics; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008177132,0.0002832442,0.0003728515,0.0004586374,0.0006423614,0.00005934863,0.0003486219,0.0001453729,0.0003154197],"category_scores_gemma":[0.001099501,0.0003017061,0.00008165868,0.001187171,0.0004118958,0.0004566911,0.0003098087,0.000944268,0.0001618942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220126,"about_ca_system_score_gemma":0.000177869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005755912,"about_ca_topic_score_gemma":0.00007176147,"domain_scores_codex":[0.9957539,0.001713487,0.0005650889,0.0008948563,0.000442988,0.0006296293],"domain_scores_gemma":[0.9988475,0.0003722683,0.0002756741,0.0002631961,0.00005368221,0.0001876869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001382141,0.0003693635,0.1363768,0.0001311266,0.000009868807,0.0002100536,0.005481557,0.0002625592,0.8524702,0.001006139,0.002144707,0.001399379],"study_design_scores_gemma":[0.006007438,0.00409652,0.7952182,0.0001510908,0.0001030305,0.0008429263,0.003221748,0.003805786,0.1436704,0.01975686,0.02096403,0.002162036],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949948,0.0000872778,0.00008541292,0.001953979,0.0006161045,0.000809384,0.0001871497,0.0001481095,0.001117817],"genre_scores_gemma":[0.9958202,0.00003271414,0.0004823969,0.00294233,0.00009583665,0.0002921704,0.0001377231,0.00005162961,0.0001450565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7087998,"threshold_uncertainty_score":0.9999435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323869450056425,"score_gpt":0.2675710881400132,"score_spread":0.2343323936394489,"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."}}