{"id":"W2544367371","doi":"10.5539/ijps.v8n4p71","title":"Speaking with a Happy Voice Makes You Sound Younger","year":2016,"lang":"en","type":"article","venue":"International Journal of Psychological Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Psychology; Sadness; Happiness; Paralanguage; Voice; Audiology; Developmental psychology; Social psychology; Linguistics; Communication; Anger","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004430543,0.000176018,0.0002956441,0.0001464931,0.0000647059,0.00004428291,0.000418078,0.00008058934,0.001332528],"category_scores_gemma":[0.0003435605,0.0000812116,0.0001583096,0.00009879834,0.0002567337,0.0002355173,0.00005005541,0.0001923489,0.0002793724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007314325,"about_ca_system_score_gemma":0.000007424302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001070596,"about_ca_topic_score_gemma":0.00002422072,"domain_scores_codex":[0.9983607,0.0001270578,0.0004716966,0.0002529832,0.0005553993,0.0002321553],"domain_scores_gemma":[0.9981464,0.0003645052,0.0004446448,0.0001318398,0.0008418675,0.00007072889],"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":[0.01475296,0.00454713,0.1651229,0.00002856141,0.01709836,0.01006424,0.02278641,0.000006120318,0.01150874,0.05205881,0.06542236,0.6366034],"study_design_scores_gemma":[0.01421105,0.005198895,0.732851,0.001314693,0.0006103277,0.009821175,0.02864078,8.591865e-7,0.0005873982,0.09252226,0.1130542,0.001187395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585856,0.004033122,0.006467976,0.005278969,0.003951775,0.00009408177,0.00001807726,0.000036287,0.02153417],"genre_scores_gemma":[0.9947066,0.0003876515,0.0007209161,0.001393984,0.001450412,0.00001122769,8.864922e-7,0.0000135695,0.001314736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.635416,"threshold_uncertainty_score":0.9995804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.082940383271572,"score_gpt":0.4037923039975825,"score_spread":0.3208519207260105,"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."}}