{"id":"W4281651821","doi":"10.1016/j.biopsych.2022.05.027","title":"A Data-Driven Approach in an Unbiased Sample Reveals Equivalent Sex Ratio of Autism Spectrum Disorder–Associated Impairment in Early Childhood","year":2022,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; McGill University; Montreal Neurological Institute and Hospital","funders":"National Center for Advancing Translational Sciences; National Institute of Child Health and Human Development; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Mental Health; University of North Carolina Wilmington; National Institutes of Health; York University; Johns Hopkins University; Simons Foundation; University of Minnesota; Autism Speaks; Children's Hospital of Philadelphia; University of Alberta; University of Washington; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Washington University School of Medicine in St. Louis","keywords":"Autism spectrum disorder; Autism; Psychology; Developmental psychology; Generalized estimating equation; Clinical psychology; Statistics","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":[0.001173404,0.0003015857,0.00055946,0.0003492727,0.00024352,0.00004537762,0.001876119,0.0001541206,0.0004152916],"category_scores_gemma":[0.0003167612,0.0002678005,0.0001045554,0.001282313,0.0002096753,0.0002080954,0.001400817,0.0008781774,0.00001010387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483299,"about_ca_system_score_gemma":0.0002594514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006966567,"about_ca_topic_score_gemma":0.0005890108,"domain_scores_codex":[0.9942821,0.001917002,0.0008249173,0.001356286,0.0006969115,0.000922828],"domain_scores_gemma":[0.9981763,0.0003037612,0.0002891312,0.001071344,0.000003403404,0.0001560348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002132329,0.01019646,0.9527385,0.00002216131,0.00001330736,0.00001645379,0.00111442,0.001300335,0.002174274,0.03186129,0.000119675,0.000229875],"study_design_scores_gemma":[0.002188282,0.002061231,0.9429826,0.00001520869,0.000004928906,0.000005927114,0.0004162412,0.00571723,0.00003678408,0.04619261,0.00004341167,0.000335552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920772,0.0001715175,0.0002511326,0.004048653,0.0002032935,0.001487389,0.00137319,0.0001101947,0.0002774841],"genre_scores_gemma":[0.9982386,0.00005223642,0.0006210855,0.0003433024,0.00002996498,0.0002099772,0.0004489958,0.00003057158,0.00002527732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01433132,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07927604837197169,"score_gpt":0.3243879414448257,"score_spread":0.245111893072854,"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."}}