{"id":"W4413269868","doi":"10.1371/journal.pmen.0000342","title":"Healthcare use in individuals with and without attention-deficit/hyperactivity disorder: A population-based longitudinal matched cohort study.","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Queen's University; Sunnybrook Health Science Centre; North York General Hospital; The Scarborough Hospital; University Health Network; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Attention deficit hyperactivity disorder; Mental health; Population; Confidence interval; Health care; Demography; Longitudinal study; Cohort; Rate ratio; Pandemic; Cohort study; Retrospective cohort study; Psychiatry; Emergency department; Pediatrics; Coronavirus disease 2019 (COVID-19); Disease; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009225553,0.0004041988,0.0004793118,0.00100394,0.001430945,0.0008482489,0.0006490002,0.0007764568,0.001050618],"category_scores_gemma":[0.001630276,0.0007954502,0.0009275366,0.002016694,0.0003554235,0.000738639,0.0006344307,0.0009892932,0.0003318549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631825,"about_ca_system_score_gemma":0.001755265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2952588,"about_ca_topic_score_gemma":0.3623985,"domain_scores_codex":[0.9991554,0.0001309468,0.00008761085,0.0002486884,0.000166221,0.0002110442],"domain_scores_gemma":[0.9989629,0.00007224177,0.0003731562,0.0001248674,0.0002273725,0.0002394084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001181137,0.00006548738,0.9989435,0.000009426553,0.0000998449,0.00005267526,0.0001275733,0.00001280122,0.0000954724,0.00001124242,0.0001598694,0.0003039496],"study_design_scores_gemma":[0.00002148654,0.00009688269,0.9991931,0.000008350818,0.00005525635,0.00007406679,0.0002752535,0.00006739948,0.00001603017,0.000008366993,0.0001789993,0.000004667947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960024,0.0002571028,0.00009042388,0.00004895456,0.00001197751,0.00007250681,0.003137779,0.000003717224,0.0003751154],"genre_scores_gemma":[0.9962967,0.0002085259,0.0001786637,0.0001044437,0.00001377524,0.00009568706,0.002671638,0.000003224622,0.0004273552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2952588,"threshold_uncertainty_score":0.5870804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690093206789379,"score_gpt":0.3114000790365757,"score_spread":0.2744991469686819,"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."}}