{"id":"W4221004373","doi":"10.1371/journal.pone.0264709","title":"Social gradients in ADHD by household income and maternal education exposure during early childhood: Findings from birth cohort studies across six countries","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cree Board of Health and Social Services of James Bay; Concordia University; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"Medical Research Council; Canadian Institutes of Health Research; Nutrition Obesity Research Center, University of North Carolina; Barndiabetesfonden; Australian Government; Vetenskapsrådet; Erasmus Medisch Centrum; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Forskningsrådet för Arbetsliv och Socialvetenskap; Erasmus Universiteit Rotterdam; Forskningsrådet i Sydöstra Sverige; ZonMw; Department of Social Services, Australian Government; University of Chicago; Ohio State University","keywords":"Cohort study; Cohort; Demography; Medicine; Educational attainment; Economics","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":[0.0001399678,0.0001514499,0.0003744711,0.00009911854,0.0003965246,0.00004716557,0.00007398189,0.00005032368,0.00007917287],"category_scores_gemma":[0.0000605704,0.0001658199,0.00003333568,0.0001689733,0.00007859918,0.0002056784,0.0001746531,0.000328174,0.000008679229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134521,"about_ca_system_score_gemma":0.00005086137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004442626,"about_ca_topic_score_gemma":0.00005460763,"domain_scores_codex":[0.9985931,0.00005718854,0.0002513928,0.0003104393,0.0005390039,0.0002488832],"domain_scores_gemma":[0.9996151,0.00004285585,0.000104314,0.000128216,0.00005536708,0.0000541769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001237424,0.001555036,0.980455,0.0001267267,0.0004448849,0.00001019518,0.01299475,9.953174e-7,0.004195717,0.000004742099,0.00004981639,0.00003838932],"study_design_scores_gemma":[0.001754204,0.0001094032,0.988714,0.0001601655,0.0001308957,0.000007543794,0.008136768,0.000001859783,0.0007737935,0.00003830699,0.00002573968,0.0001472994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972622,0.001165968,2.248525e-7,0.0006529724,0.00008366109,0.0004585044,0.0002997233,0.00006616266,0.00001058139],"genre_scores_gemma":[0.9984552,0.0001905169,0.00002876316,0.0001292205,0.0001185932,0.0001801851,0.00007098066,0.00003749389,0.0007890473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008259013,"threshold_uncertainty_score":0.6761939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043681156935409,"score_gpt":0.2921119133870147,"score_spread":0.2516751018176606,"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."}}