{"id":"W4390935750","doi":"10.1177/17456916231217722","title":"The Sound of Emotional Prosody: Nearly 3 Decades of Research and Future Directions","year":2024,"lang":"en","type":"article","venue":"Perspectives on Psychological Science","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Research on Brain Language and Music; McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Max-Planck-Gesellschaft","keywords":"Prosody; Psychology; Phrase; Emotional prosody; Field (mathematics); Cognitive psychology; Linguistics; Computer science; Natural language processing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006102751,0.0008509244,0.001711647,0.004063209,0.001559328,0.007316587,0.001376247,0.003908989,0.008601381],"category_scores_gemma":[0.009356903,0.000567525,0.0008188144,0.003899137,0.005784134,0.009772361,0.003137548,0.004506414,0.002824822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192382,"about_ca_system_score_gemma":0.002734591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0022441,"about_ca_topic_score_gemma":0.002248091,"domain_scores_codex":[0.9985072,0.0004699883,0.0001666293,0.0004240384,0.0003142414,0.0001178597],"domain_scores_gemma":[0.9817979,0.01434262,0.0006971317,0.0006387127,0.002005988,0.0005177173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002561434,0.0001967829,0.003009911,0.008347896,0.0001279748,0.000217836,0.004501016,0.0002837681,0.00217178,0.04857015,0.02260699,0.9097096],"study_design_scores_gemma":[0.00003168093,0.0003862447,0.01849145,0.02788315,0.0002589811,0.001582589,0.01799026,0.0007973656,0.001875653,0.1631694,0.7672672,0.0002660034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002546315,0.964632,0.002651441,0.02162946,0.002412106,0.00001485208,0.0000870551,0.00004743429,0.00597938],"genre_scores_gemma":[0.02498358,0.9476545,0.00401843,0.009846358,0.009865579,0.00008467316,0.0001959416,0.00008441724,0.003266549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008601381,"threshold_uncertainty_score":0.03227484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09827018449577965,"score_gpt":0.4768141885392302,"score_spread":0.3785440040434506,"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."}}