{"id":"W2899064926","doi":"10.1177/2331216518804966","title":"Multimodal and Spectral Degradation Effects on Speech and Emotion Recognition in Adult Listeners","year":2018,"lang":"en","type":"article","venue":"Trends in Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Active listening; Psychology; Perception; Speech recognition; Speech perception; Emotion perception; Natural sounds; Cognitive psychology; Audiology; Computer science; Communication","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":[0.0001981125,0.00008409799,0.00009542195,0.000340345,0.00006688483,0.0000388888,0.00002570241,0.00006350051,0.000006132934],"category_scores_gemma":[0.0003935393,0.0000804374,0.00001261716,0.0002894397,0.00007077889,0.0001793838,0.00001867324,0.000139052,0.000006698978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006713121,"about_ca_system_score_gemma":0.00000495467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004983403,"about_ca_topic_score_gemma":0.0002397526,"domain_scores_codex":[0.9991455,0.0001085486,0.0001502143,0.0003152632,0.0001087242,0.0001717349],"domain_scores_gemma":[0.9996386,0.0002040878,0.0000276909,0.00007607485,0.00001351549,0.00004009081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006644955,0.00005398512,0.0377636,0.00005020171,5.453327e-7,0.00000930745,0.001255531,0.00001562562,0.2027214,0.0002226785,0.000002848027,0.7578378],"study_design_scores_gemma":[0.0007186362,0.0003096468,0.9106925,0.0001946748,0.000001851558,0.00001003765,0.00004689249,0.01125045,0.0761557,0.0005193898,0.000003005858,0.00009722078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982879,0.000003083051,0.00001593876,0.0002500196,0.0001510476,0.0001042821,9.73811e-7,0.00002995638,0.00115686],"genre_scores_gemma":[0.9985858,0.00001395773,0.001160526,0.00008092034,0.00008175753,0.000007925991,0.000002973446,0.000008789281,0.00005740218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8729289,"threshold_uncertainty_score":0.3280142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925807052433721,"score_gpt":0.3108406929995545,"score_spread":0.2615826224752172,"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."}}