{"id":"W7111291961","doi":"10.1371/journal.pone.0326672.s005","title":"Relationship between special health needs and receiving a mental health disorder diagnosis.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Odds; Odds ratio; Prevalence of mental disorders; Psychological intervention; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005674401,0.0003825734,0.000396724,0.001915806,0.0006230185,0.0005839346,0.001170215,0.0007748544,0.05327035],"category_scores_gemma":[0.0053141,0.0004331294,0.001237717,0.002519881,0.0002302489,0.0007605322,0.0007709111,0.001345143,0.001217871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009815861,"about_ca_system_score_gemma":0.00173761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2977389,"about_ca_topic_score_gemma":0.357528,"domain_scores_codex":[0.9996809,0.00004166788,0.00004249109,0.00005940856,0.00005872561,0.0001168112],"domain_scores_gemma":[0.9953056,0.0017965,0.001576016,0.0001332542,0.0006072705,0.0005812942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004890759,0.00009596183,0.9272494,0.0009602632,0.0003488672,0.0001661795,0.0002209275,0.0002817074,0.0001225712,0.0001894773,0.06307524,0.00680022],"study_design_scores_gemma":[0.00005102055,0.00005282573,0.99652,0.000597693,0.0001750853,0.0001521321,0.0007137067,0.0003548854,0.00003427305,0.00004342306,0.001292467,0.00001238564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5607652,0.003126009,0.00025079,0.002532507,0.0002542894,0.0002287787,0.4218223,0.0001975648,0.0108225],"genre_scores_gemma":[0.9544843,0.001881046,0.0004994964,0.0004538268,0.0001044462,0.0002151523,0.03717846,0.00003996676,0.005143216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2977389,"threshold_uncertainty_score":0.5920118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040289906665693,"score_gpt":0.4217829963129607,"score_spread":0.3177540056463914,"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."}}