{"id":"W4382501577","doi":"10.1017/s0033291723001599","title":"A longitudinal comparison of emotional, behavioral and attention problems in autistic and typically developing children","year":2023,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta; University of Ottawa; Izaak Walton Killam Health Centre; University of British Columbia; McMaster University; Dalhousie University; University of Toronto; Centre for Addiction and Mental Health","funders":"Alberta Innovates; Canadian Institutes of Health Research; National Institute for Health and Care Research; Department of Health and Social Care; NIHR Maudsley Biomedical Research Centre; Kids Brain Health Network; South London and Maudsley NHS Foundation Trust; Medical Research Council; Sinneave Family Foundation; Autism Speaks","keywords":"Autism; Psychology; Mental health; Cohort; Child Behavior Checklist; Population; CBCL; Developmental psychology; Child development; Cohort study; Clinical psychology; Psychiatry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002812175,0.00009650594,0.000242978,0.0001971369,0.00006129537,0.000009736331,0.0001204055,0.00006604011,0.00007577267],"category_scores_gemma":[0.0004011978,0.0000715186,0.00001179504,0.0006352932,0.0005041749,0.00004724865,0.0001042438,0.0002315975,0.00001556725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001587474,"about_ca_system_score_gemma":0.000004525066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003235314,"about_ca_topic_score_gemma":0.00002118164,"domain_scores_codex":[0.9986265,0.0001046813,0.0003049089,0.0004073567,0.0003082008,0.0002484073],"domain_scores_gemma":[0.999611,0.000150368,0.0000644443,0.0001031566,0.00000874681,0.00006223846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003724432,0.0002244887,0.966341,0.00003447768,0.000002047347,0.000016817,0.0002434622,0.000003580536,0.01183555,0.01122948,0.0001078984,0.009923925],"study_design_scores_gemma":[0.0008625485,0.0006117882,0.9883047,0.0001240639,0.000004885969,0.00004299687,0.00002625288,0.0003781437,0.000048239,0.009517833,0.000006103493,0.00007242688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902858,0.0001264702,0.0006586662,0.00835735,0.00005294066,0.0003052024,0.000003488179,0.00005096254,0.0001591378],"genre_scores_gemma":[0.9995353,0.0001498355,0.0001630351,0.00007235556,0.00001765536,0.00001838042,0.000007535019,0.000006427697,0.00002950471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02196369,"threshold_uncertainty_score":0.2916444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874825288368329,"score_gpt":0.4462688076381757,"score_spread":0.2587862788013428,"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."}}