{"id":"W4406534459","doi":"10.21203/rs.3.rs-5830806/v1","title":"Population Modifiable Risk Factors for Depression and Anxiety among Reproductive-aged Women in Nepal: an analysis from 2022 Nepal demographic health survey data","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Depression (economics); Anxiety; Population; Reproductive health; Environmental health; Medicine; Demography; Gerontology; Psychiatry; 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":[0.001000459,0.0003631969,0.0004073643,0.001189328,0.0004488931,0.0008462105,0.0007366422,0.0006863712,0.002025207],"category_scores_gemma":[0.002730432,0.0005307811,0.001498404,0.002585874,0.0001839206,0.0006535829,0.001124423,0.0008816747,0.0005121659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004546649,"about_ca_system_score_gemma":0.0009267133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06361529,"about_ca_topic_score_gemma":0.08995678,"domain_scores_codex":[0.9993236,0.0002251383,0.00007739646,0.0001410095,0.000100954,0.0001318974],"domain_scores_gemma":[0.9991335,0.0002754621,0.0002059094,0.0001191605,0.000153328,0.0001126218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009095234,0.00003816213,0.9964274,0.00003870192,0.0003226765,0.000122619,0.0002415051,0.0001267094,0.0001039809,0.00003573425,0.0009755316,0.001475976],"study_design_scores_gemma":[0.0000067668,0.00001745766,0.9987537,0.00001638859,0.00007654036,0.00006304474,0.0003822355,0.0002016864,0.00002095085,0.00001548838,0.0004403961,0.000005397326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970641,0.0005364489,0.0002627056,0.000255077,0.0000282782,0.00004383064,0.02702309,0.00001230598,0.001197361],"genre_scores_gemma":[0.9720191,0.000445073,0.0003074105,0.0001873358,0.00002142677,0.0001516833,0.02525059,0.00001300824,0.001604221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06361529,"threshold_uncertainty_score":0.12649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09294586771595992,"score_gpt":0.4305222858497232,"score_spread":0.3375764181337633,"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."}}