{"id":"W4389836870","doi":"10.1093/scan/nsad075","title":"The vocal side of empathy: neural correlates of pain perception in spoken complaints","year":2023,"lang":"en","type":"article","venue":"Social Cognitive and Affective Neuroscience","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; McGill University; Centre for Research on Brain Language and Music","funders":"Natural Sciences and Engineering Research Council of Canada; Réseau en Bio-Imagerie du Quebec; Centre for Research on Brain, Language and Music; Faculty of Medicine, McGill University","keywords":"Psychology; Empathy; Functional magnetic resonance imaging; Categorization; Prosody; Perception; Cognitive psychology; Emotional expression; Emotion perception; Brain activity and meditation; Social neuroscience; Social cognition; Cognition; Electroencephalography; Social psychology; Neuroscience; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006723146,0.00006702038,0.0001132414,0.000083669,0.0002506856,0.0000124845,0.00006307224,0.00004695706,0.00001511673],"category_scores_gemma":[0.0007857956,0.00005525742,0.00003302842,0.000676124,0.000528428,0.00009852561,0.00003142295,0.0001140626,0.000007443198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001544847,"about_ca_system_score_gemma":0.00001692425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004838217,"about_ca_topic_score_gemma":0.00005655769,"domain_scores_codex":[0.9987861,0.0005809253,0.0001585519,0.0001862131,0.0001466479,0.0001415691],"domain_scores_gemma":[0.9988568,0.0008439174,0.0001203214,0.00003690389,0.0001220681,0.00002002627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002297578,0.0001420001,0.8244546,0.00001970319,0.000008191619,0.00001029993,0.02124177,0.00002780465,0.01834522,0.003318445,0.0002048739,0.1319973],"study_design_scores_gemma":[0.0003440572,0.0001711642,0.9801748,0.00001185472,0.000004528362,0.000001290241,0.01405709,0.004662868,0.0001230023,0.0003833991,0.00001667367,0.00004929737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970925,0.000008853359,0.001103411,0.0001794563,0.0003106097,0.0002276834,0.00001555398,0.0000200389,0.001041933],"genre_scores_gemma":[0.9996251,0.00001566047,8.07259e-7,0.0001802155,0.00002867101,0.00001605448,0.000006836566,0.000005448721,0.0001212021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1557202,"threshold_uncertainty_score":0.2253332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746283788302656,"score_gpt":0.3431791624524572,"score_spread":0.2957163245694306,"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."}}