{"id":"W2211421891","doi":"10.1177/0004867415615948","title":"Mental disorders and distress: Associations with demographics, remoteness and socioeconomic deprivation of area of residence across Australia","year":2015,"lang":"en","type":"article","venue":"Australian & New Zealand Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Australian Government","keywords":"Socioeconomic status; Mental health; Disadvantaged; National Health Interview Survey; National Comorbidity Survey; Residence; Medicine; Distress; Disadvantage; Demography; Gerontology; Psychology; Population; Environmental health; Psychiatry; Clinical psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005566436,0.0001645682,0.0001862533,0.0008977199,0.0004548055,0.0004494919,0.0003077061,0.0002542812,0.001943215],"category_scores_gemma":[0.002541428,0.0001605403,0.0003332524,0.0009753807,0.0004287922,0.0005234118,0.001497743,0.0004391872,0.0001428873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006153229,"about_ca_system_score_gemma":0.0005042198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05728613,"about_ca_topic_score_gemma":0.08253334,"domain_scores_codex":[0.9995165,0.0001373979,0.00006108371,0.0000924359,0.0001143022,0.00007830957],"domain_scores_gemma":[0.9989138,0.00008660084,0.0005798178,0.00003889519,0.0001643999,0.0002165476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002191554,0.00001520648,0.9972721,0.00002576282,0.00003705012,0.0000425697,0.0004384004,0.00003839941,0.0001047521,0.0000336435,0.00009319792,0.00187696],"study_design_scores_gemma":[3.170274e-7,0.000007690134,0.9996945,0.000005790343,0.000002929029,0.00002544886,0.0001831959,0.00003425834,0.000004025469,0.000009898031,0.00003134236,6.632646e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988405,0.000281508,0.00005171617,0.000144399,0.000002695971,0.000009367727,0.0001623794,0.000001428139,0.0005059745],"genre_scores_gemma":[0.9996728,0.00009730383,0.00004625925,0.00001286462,0.000003009436,0.000005721166,0.00007487858,3.682756e-7,0.00008674395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05728613,"threshold_uncertainty_score":0.1139054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04194595704094718,"score_gpt":0.3568321134563011,"score_spread":0.3148861564153539,"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."}}