{"id":"W4312198025","doi":"10.1007/s10578-022-01486-6","title":"Vocally-Encoded Emotional Arousal as a Marker of Callous-Unemotional Traits in a Sample of Justice-Involved Adolescents","year":2022,"lang":"en","type":"article","venue":"Child Psychiatry & Human Development","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Justice; Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Arousal; Emotional dysregulation; Developmental psychology; Juvenile; Social psychology; Biology; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001082794,0.0005866784,0.0008087863,0.0008718657,0.000574346,0.00001929148,0.0009744418,0.0002024458,0.005147633],"category_scores_gemma":[0.00005790722,0.0006799675,0.0002850034,0.0009159988,0.0002476329,0.0001049718,0.0003070167,0.0009565791,0.00007364833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003734412,"about_ca_system_score_gemma":0.0007289652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001710184,"about_ca_topic_score_gemma":0.0006146522,"domain_scores_codex":[0.9942354,0.0004618972,0.001973835,0.001098371,0.001337849,0.0008926368],"domain_scores_gemma":[0.9979878,0.0001145346,0.000867991,0.0006354799,0.0001304607,0.0002637263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002757618,0.01436272,0.7627051,0.001033193,0.001046994,0.00005254989,0.01857258,0.0004575998,0.0006152704,0.07360941,0.1197207,0.00506622],"study_design_scores_gemma":[0.006716515,0.0006285349,0.9776675,0.0005999903,0.00009004267,0.00009977502,0.003690092,0.00002507946,0.00002908642,0.004888922,0.004848342,0.0007161625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465197,0.0004879661,0.0003940167,0.0005450892,0.03579501,0.0009255162,0.0001665315,0.00009517008,0.01507095],"genre_scores_gemma":[0.9907641,0.000003862294,0.006393156,0.0009307704,0.0007680301,0.0001797531,0.0003233493,0.0001046751,0.0005323126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2149623,"threshold_uncertainty_score":0.9995651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223200592926212,"score_gpt":0.2926572512353893,"score_spread":0.2704252453061272,"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."}}