{"id":"W3156210475","doi":"10.1111/cdev.13564","title":"Temperamental Shyness, Frontal EEG Theta/Beta Ratio, and Social Anxiety in Children","year":2021,"lang":"en","type":"article","venue":"Child Development","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; American Psychological Foundation","keywords":"Shyness; Psychology; Anticipation (artificial intelligence); Temperament; Anxiety; Electroencephalography; Social anxiety; Neurocognitive; Developmental psychology; Stressor; Child Behavior Checklist; Personality; Clinical psychology; Cognition; Psychiatry; Social psychology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001783917,0.0002765857,0.000301632,0.00008273345,0.0004317347,0.00008278739,0.0001419355,0.0001489587,0.001124308],"category_scores_gemma":[0.0000032308,0.0002661512,0.00008335257,0.0001934737,0.00007770398,0.00009716111,0.0001482824,0.0002927387,0.000186654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136833,"about_ca_system_score_gemma":0.0001698261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002701305,"about_ca_topic_score_gemma":0.00007431152,"domain_scores_codex":[0.9981379,0.00008391539,0.0004489681,0.0006137446,0.000289042,0.0004264508],"domain_scores_gemma":[0.9996417,0.00001193523,0.00007380946,0.0001350869,0.00003828128,0.00009914981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000073563,0.001189622,0.9207667,0.0000374833,0.0003139579,0.00003559739,0.01417674,9.049314e-7,0.0002248657,0.01230833,0.00580046,0.0450718],"study_design_scores_gemma":[0.001615215,0.000008498162,0.968213,0.00008066193,0.000009068822,0.00009549493,0.0009604213,7.725225e-7,0.0003378743,0.0002086846,0.02810882,0.0003615359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757169,0.001101132,0.00003190232,0.00281085,0.0008439365,0.0003163059,0.00002397495,0.00005602055,0.01909899],"genre_scores_gemma":[0.9946314,0.000116403,0.000319711,0.001963655,0.0002795051,0.00003449315,0.0004279397,0.00002474004,0.002202184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04744628,"threshold_uncertainty_score":0.9999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045414504586272,"score_gpt":0.2465692867593197,"score_spread":0.236115141713457,"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."}}