{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002699225,0.0002484915,0.0003030809,0.0004729504,0.0002351544,0.0005479593,0.0001960617,0.0002538752,0.001279784],"category_scores_gemma":[0.001355936,0.0001728191,0.0003101084,0.0003943517,0.0001853365,0.0003157603,0.0003543556,0.0002649993,0.0002842146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382333,"about_ca_system_score_gemma":0.000263977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005157059,"about_ca_topic_score_gemma":0.005542361,"domain_scores_codex":[0.9997786,0.00003069194,0.00003459421,0.00005505579,0.00005184734,0.00004928904],"domain_scores_gemma":[0.9993061,0.0001294864,0.0002520912,0.00004192145,0.0001448856,0.0001255304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009711381,0.00004561245,0.9937568,0.00001000414,0.00001479701,0.0004818951,0.0009454585,0.00001969988,0.002033128,0.000007598305,0.00003491516,0.002552905],"study_design_scores_gemma":[0.00000348649,0.0002069084,0.9970395,0.000003208317,0.00001057951,0.0009186374,0.001246723,0.00008695999,0.0003926984,0.000004493525,0.00008304811,0.000003769147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999899,0.00001515615,0.000006315319,0.000002706112,4.548222e-7,9.393349e-7,0.00002048719,5.12119e-7,0.00005435785],"genre_scores_gemma":[0.9997771,0.00002806468,0.00001791946,0.000006204095,9.078528e-7,0.00000351,0.00007459296,7.865823e-7,0.00009076676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005157059,"threshold_uncertainty_score":0.01025409,"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."}}