{"id":"W4385231470","doi":"10.2139/ssrn.4509396","title":"Socioeconomic Status and Access to Mental Health Care the Case of Psychiatric Medications for Children in Ontario Canada","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Socioeconomic status; Mental health; Psychiatry; Mental health care; Medicine; Psychology; Environmental health","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":[0.0005891173,0.0002931411,0.0005355031,0.001629879,0.004781206,0.002288258,0.001937722,0.0008679219,0.00668583],"category_scores_gemma":[0.003636737,0.0005358924,0.001131415,0.006040821,0.001179528,0.0008227383,0.001581593,0.001616939,0.0003512659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04469977,"about_ca_system_score_gemma":0.05320508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973986,"about_ca_topic_score_gemma":0.9989655,"domain_scores_codex":[0.9984397,0.0001194771,0.0001125414,0.0001284548,0.0003776666,0.0008220635],"domain_scores_gemma":[0.9940712,0.0003365969,0.001616367,0.0000966766,0.001532384,0.00234685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003566611,0.00004490921,0.9926975,0.00003225666,0.00004902632,0.000318559,0.002273147,0.00008898693,0.00004856733,0.000355411,0.002053566,0.002002368],"study_design_scores_gemma":[0.000007617178,0.00001379632,0.9914841,0.00008922202,0.00002710514,0.0001248675,0.006610514,0.0001631082,0.00001866382,0.00005101055,0.001395228,0.00001472754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862114,0.001370254,0.00005151216,0.002631394,0.00003760496,0.00003634724,0.00322672,0.000009048149,0.006425667],"genre_scores_gemma":[0.9962828,0.0008260741,0.00008133329,0.0002133141,0.00001483618,0.0000151273,0.0007376029,0.000008229841,0.001820775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04469977,"threshold_uncertainty_score":0.3243211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393648573618321,"score_gpt":0.3832948893727101,"score_spread":0.3593584036365269,"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."}}