{"id":"W4406439436","doi":"10.4103/atmr.atmr_184_24","title":"Investigating the Relationship between Socio-economic Status and Mental Illness: A Comprehensive Analysis of 1,389,125 Individuals through Systematic Review and Meta-analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Advanced Trends in Medical Research","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Mental illness; Psychology; Clinical psychology; Medicine; Psychiatry; Mental health; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009111726,0.0001591693,0.002403725,0.00130914,0.0005302735,0.00002433942,0.0002554787,0.0001212549,0.0004146446],"category_scores_gemma":[0.005143038,0.00008582474,0.000501087,0.003006975,0.0005588227,0.0002480636,0.0002921703,0.001682468,0.000002398973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198428,"about_ca_system_score_gemma":0.0002334653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424843,"about_ca_topic_score_gemma":0.0003618883,"domain_scores_codex":[0.992704,0.003437176,0.001876691,0.0002400798,0.001333134,0.0004088954],"domain_scores_gemma":[0.9779131,0.02079253,0.0006128664,0.000219159,0.0002536818,0.0002087034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001226882,0.00003475144,0.7432398,0.04243876,0.1789931,0.0000168214,0.02899831,0.0000492484,0.000002044318,0.003956959,0.00120519,0.001052725],"study_design_scores_gemma":[0.0008861176,0.0002267277,0.5198972,0.01121767,0.4153272,0.00000403672,0.04085172,0.0001954247,0.000001399745,0.0104568,0.0006917738,0.0002438966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5693754,0.3761968,0.00005342899,0.05303951,0.00007725497,0.0007843548,0.0001737437,0.00001176844,0.0002877274],"genre_scores_gemma":[0.9792904,0.01970555,0.0002315255,0.0003387766,0.00004659411,0.00009304884,0.00002209944,0.00001247408,0.0002595152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409915,"threshold_uncertainty_score":0.7309579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3466246859026572,"score_gpt":0.5768812402252298,"score_spread":0.2302565543225726,"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."}}