{"id":"W3135098925","doi":"10.1002/aur.2491","title":"Assessing the validity of administrative health data for the identification of children and youth with autism spectrum disorder in Ontario","year":2021,"lang":"en","type":"article","venue":"Autism Research","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Holland Bloorview Kids Rehabilitation Hospital; North York General Hospital; Toronto Western Hospital; University of Toronto; University Health Network; Hospital for Sick Children; Public Health Ontario","funders":"Ontario Brain Institute","keywords":"Autism spectrum disorder; Autism; Diagnosis code; Emergency department; Population; Medicine; Identification (biology); Positive predicative value; Medical record; Algorithm; Predictive value; Pediatrics; Psychiatry; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005131271,0.0001412358,0.0002810553,0.000160298,0.0006401624,0.0002488037,0.001221259,0.0000591662,0.00004326682],"category_scores_gemma":[0.0009917445,0.00008859948,0.00003481753,0.001107664,0.001142001,0.0004572161,0.0008484053,0.0008541987,0.000001948916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357047,"about_ca_system_score_gemma":0.002685263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04955134,"about_ca_topic_score_gemma":0.1705536,"domain_scores_codex":[0.9954475,0.00139191,0.0005529926,0.0007731802,0.001187328,0.0006471354],"domain_scores_gemma":[0.9958956,0.002211395,0.0002516745,0.001530743,0.0000329931,0.00007759434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004234777,0.00220596,0.3646365,0.0003544766,0.0001556132,0.00003717083,0.04144804,0.0001487743,0.01620167,0.5610893,0.0003252399,0.01297388],"study_design_scores_gemma":[0.0007375942,0.000300574,0.9655985,0.0000761956,0.00001167952,0.00002450135,0.002233587,0.001315465,0.01346287,0.0160633,0.0000712717,0.0001044874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409454,0.000483263,0.002247739,0.05384853,0.00004585437,0.00178526,0.0003914353,0.00001209268,0.0002403861],"genre_scores_gemma":[0.9990466,0.0003057384,0.0001180412,0.00003586239,0.000008028027,0.0000487529,0.00008588187,0.0000226863,0.000328413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.600962,"threshold_uncertainty_score":0.9567778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3091130000596284,"score_gpt":0.4618035204673722,"score_spread":0.1526905204077438,"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."}}