{"id":"W4405365296","doi":"10.35502/jcswb.340","title":"An analysis of patterns and predictors of self-reported common mental disorders in Ibadan Metropolis, Nigeria","year":2024,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Psychology; Medicine; Demography; Environmental health; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003276623,0.0001558966,0.0009375673,0.0004139407,0.0001637715,0.00001899915,0.0002155312,0.00008542471,0.00002221922],"category_scores_gemma":[0.0004834971,0.0001186027,0.0001944382,0.0004700341,0.0001490239,0.0001839296,0.0001963169,0.000603058,4.61172e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009629885,"about_ca_system_score_gemma":0.00002252152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051893,"about_ca_topic_score_gemma":0.005084121,"domain_scores_codex":[0.9972298,0.001092517,0.00120769,0.00008444786,0.0002310032,0.0001545384],"domain_scores_gemma":[0.9956009,0.003425944,0.0005724268,0.0002569806,0.00005769795,0.00008604524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001264203,0.0003630343,0.9776417,0.0003703095,0.00274115,0.000007127223,0.01562499,0.0001588302,0.0001477151,0.001609093,0.00003077992,0.001178824],"study_design_scores_gemma":[0.0005273357,0.0004843333,0.9587639,0.0003408101,0.001592313,0.00001279897,0.009407963,0.003014064,0.0001408427,0.02512112,0.0004466002,0.0001479079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972443,0.0004139316,0.001007368,0.0007356351,0.00006059198,0.0001006327,0.00001545853,0.00001760015,0.000404494],"genre_scores_gemma":[0.9961172,0.00339663,0.0003868326,0.00006142012,0.0000167973,6.981655e-7,0.000007630362,0.000009796253,0.000002960036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02351203,"threshold_uncertainty_score":0.4836479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054836291159138,"score_gpt":0.3654958562976038,"score_spread":0.3249474933860124,"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."}}