{"id":"W4414299151","doi":"10.3389/fpubh.2025.1659801","title":"Economic impacts of caring for autistic children in Ontario, Canada: report from a pilot study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; Western University","funders":"","keywords":"Economic impact analysis; Public health; Face (sociological concept); Public policy; Autism; Economic cost; Intervention (counseling); Caregiver burden","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001813435,0.0003979262,0.0004971547,0.001910436,0.006843269,0.001983212,0.001198644,0.000474477,0.001795788],"category_scores_gemma":[0.004989868,0.0004106829,0.0006269992,0.004460446,0.001517904,0.0006349894,0.001719168,0.0008083651,0.000198761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09890915,"about_ca_system_score_gemma":0.1603852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.996997,"about_ca_topic_score_gemma":0.9988338,"domain_scores_codex":[0.9982597,0.0001641209,0.0001260929,0.00009583135,0.0007787228,0.0005754106],"domain_scores_gemma":[0.9942959,0.0005598394,0.0008375145,0.0001222284,0.003083335,0.001101207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002402515,0.0004153867,0.8834442,0.000814528,0.00008596524,0.002444762,0.05927754,0.0003104493,0.0007577794,0.0005714446,0.007963105,0.0436745],"study_design_scores_gemma":[0.00002430225,0.0001256095,0.9297217,0.0002144321,0.0000411269,0.0001931918,0.0630733,0.0001806759,0.0001140641,0.00005309066,0.006224378,0.00003413769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896628,0.0007041474,0.00008685401,0.001237789,0.00001352291,0.0004325176,0.002850772,0.00000941894,0.005002085],"genre_scores_gemma":[0.9922426,0.002441645,0.0006637222,0.0005442137,0.0000130402,0.0003029236,0.001276944,0.000007365598,0.002507569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09890915,"threshold_uncertainty_score":0.7176394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396262663310762,"score_gpt":0.3141373903377534,"score_spread":0.2701747637046458,"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."}}