{"id":"W4411591683","doi":"10.1101/2025.06.18.660505","title":"Speak or shout? Nonverbal vocalizations ensure rapid detection of emotions in vocal communication","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Nonverbal communication; Vocal communication; Psychology; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065505,0.0003386171,0.0004483935,0.0006012521,0.000156519,0.0002748929,0.00237018,0.0003887678,0.00002211635],"category_scores_gemma":[0.0003527358,0.0003570633,0.0001435227,0.001695719,0.0001215697,0.0004513373,0.001752662,0.0007149084,0.0000196809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493183,"about_ca_system_score_gemma":0.00069562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352138,"about_ca_topic_score_gemma":0.0001629943,"domain_scores_codex":[0.997654,0.0004137696,0.0006884864,0.0006050666,0.0003356298,0.0003031153],"domain_scores_gemma":[0.995365,0.0001712408,0.0004264268,0.003428538,0.0004854987,0.0001233345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004504343,0.008807228,0.0126299,0.005429356,0.001393749,0.000153576,0.002270532,0.008874274,0.4290488,0.5251797,0.002643846,0.003118528],"study_design_scores_gemma":[0.004969815,0.0004599245,0.4730729,0.006398709,0.0003390306,3.065311e-7,0.0001760897,0.1733266,0.2600133,0.0002113148,0.07642939,0.004602601],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1486853,0.003942233,0.8332323,0.003280993,0.001754116,0.002917688,0.0006212771,0.00195858,0.003607568],"genre_scores_gemma":[0.9857413,0.0003808476,0.01350934,0.0001759372,0.0000263549,0.0001028263,0.000001605361,0.00002637248,0.00003544328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.837056,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856169641578208,"score_gpt":0.2432662631516449,"score_spread":0.2247045667358628,"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."}}