{"id":"W4413796270","doi":"10.7717/peerj.19782","title":"Socioeconomic status and risk of gestational diabetes mellitus among pregnant women in Zunyi, China","year":2025,"lang":"en","type":"article","venue":"PeerJ","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Guizhou Province; National Key Research and Development Program of China; Petroleum Technology Research Centre; Anhui Medical University","keywords":"Gestational diabetes; Socioeconomic status; Medicine; Demography; Educational attainment; Occupational prestige; Underweight; Confounding; Odds ratio; Household income; Environmental health; Gerontology; Population; Pregnancy; Body mass index; Gestation; Overweight; Geography; Endocrinology; Economics; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004658738,0.0002491912,0.0002011008,0.0007124589,0.0006172895,0.0003176853,0.0002233284,0.0002079765,0.0008823752],"category_scores_gemma":[0.0008632137,0.0002151219,0.0002373052,0.001263675,0.000278397,0.0002103635,0.000465982,0.000304545,0.000058407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008559178,"about_ca_system_score_gemma":0.001021812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06698868,"about_ca_topic_score_gemma":0.05912387,"domain_scores_codex":[0.9997923,0.00004077595,0.00002851247,0.00003904339,0.0000391943,0.00006026876],"domain_scores_gemma":[0.9997433,0.00003126805,0.00008599958,0.00001394637,0.00003103985,0.00009451206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002752609,0.000009634731,0.9979752,0.00001098906,0.00001838268,0.0001057202,0.0001427344,0.00002556862,0.000116389,0.00002729467,0.00006967208,0.001470936],"study_design_scores_gemma":[0.000003155051,0.00001679194,0.9994642,0.000007332007,0.000009580192,0.00005710933,0.0001668978,0.0001235054,0.00001591297,0.00001984269,0.0001138977,0.000001816808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990421,0.0003089643,0.0000253303,0.0001133092,0.000006806987,0.000007178456,0.0001713472,0.000001449244,0.0003236143],"genre_scores_gemma":[0.9995239,0.0002072264,0.00003678417,0.00001995641,0.000004833636,0.000008553517,0.0001226925,6.222048e-7,0.00007544124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06698868,"threshold_uncertainty_score":0.1331975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005305355354760902,"score_gpt":0.2559538849293356,"score_spread":0.2506485295745747,"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."}}