{"id":"W4388669332","doi":"10.1177/07067437231213553","title":"Prevalence and Incidence Trends of Attention Deficit/Hyperactivity Disorder in Children and Youth Aged 1–24 Years in Ontario, Canada: A Validation Study of Health Administrative Data Algorithms: Tendances de la prévalence et de l’incidence du trouble de déficit de l’attention/hyperactivité chez les enfants et les jeunes âgés de 1 à 24 ans, en Ontario, Canada: une étude de validation des algorithmes de données administratives de santé","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; North York General Hospital; Sunnybrook Health Science Centre; The Scarborough Hospital; University of Toronto","funders":"","keywords":"Attention deficit hyperactivity disorder; Confidence interval; Medicine; Population; Medical record; Algorithm; Incidence (geometry); Pediatrics; Retrospective cohort study; Psychiatry; Demography; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008965515,0.0005787199,0.0006180569,0.001965336,0.002007659,0.001763823,0.0019297,0.0005157362,0.0005562357],"category_scores_gemma":[0.02811785,0.0005831218,0.001137234,0.003540895,0.001043173,0.000655029,0.0009917516,0.0007694868,0.0001583162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03417405,"about_ca_system_score_gemma":0.04164466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895583,"about_ca_topic_score_gemma":0.9895266,"domain_scores_codex":[0.99402,0.000844229,0.0005696893,0.000837739,0.003197839,0.0005305037],"domain_scores_gemma":[0.9736491,0.003247961,0.00528007,0.001004508,0.01591018,0.0009082761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005122139,0.00001656445,0.9938159,0.00006375943,0.00009820163,0.00001391558,0.0003296567,0.0005355917,0.00006049975,0.00005196345,0.0008037193,0.004158986],"study_design_scores_gemma":[0.00001966409,0.00001977062,0.996116,0.00005362584,0.00005911813,0.00002451286,0.0002303224,0.002445829,0.0001018062,0.00001669101,0.0009027832,0.000009688401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767025,0.001768869,0.002289379,0.000743786,0.0000407173,0.0004712949,0.01539473,0.00009450421,0.002494224],"genre_scores_gemma":[0.9860224,0.0009126997,0.004512998,0.0001725124,0.00001660116,0.0002146236,0.007459013,0.00002167768,0.0006675632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03417405,"threshold_uncertainty_score":0.2479513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04350117993339044,"score_gpt":0.3325903927755881,"score_spread":0.2890892128421977,"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."}}