{"id":"W4392961617","doi":"10.1161/hypertensionaha.123.22418","title":"Association Between Gestational Diabetes Mellitus and Hypertension: A Systematic Review and Meta-Analysis of Cohort Studies With a Quantitative Bias Analysis of Uncontrolled Confounding","year":2024,"lang":"en","type":"review","venue":"Hypertension","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Confounding; Meta-analysis; Cohort study; Subgroup analysis; Cohort; Gestational hypertension; Internal medicine; Diabetes mellitus; Relative risk; Publication bias; Obstetrics; Pregnancy; Confidence interval; Endocrinology; Gestation; Biology","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002631039,0.0004920357,0.01610084,0.002200569,0.00006870017,0.00003476441,0.00008121367,0.0001376988,0.00002567373],"category_scores_gemma":[0.003132669,0.000255561,0.001785812,0.003438872,0.0001404194,0.00008256676,0.0001076273,0.0002280235,0.000003626315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537877,"about_ca_system_score_gemma":0.0001370743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004093604,"about_ca_topic_score_gemma":0.00002963546,"domain_scores_codex":[0.9954901,0.0007410012,0.001630383,0.0006304863,0.001238852,0.0002691858],"domain_scores_gemma":[0.9909056,0.005285566,0.001439119,0.0003836958,0.00184256,0.0001434587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000006769119,0.00003219465,0.0002894088,0.398271,0.6009234,0.00001232596,0.00003486671,0.000004591724,8.84081e-7,0.0001043133,0.0001368518,0.0001834671],"study_design_scores_gemma":[0.0002863124,0.0002621688,0.0009772399,0.04131178,0.9555261,0.000003394535,0.0001371137,0.0006937683,3.624982e-7,0.00001684023,0.0005861079,0.0001987915],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001020444,0.9947079,0.00001598539,0.0004028283,0.00001407289,0.003358615,0.0004429863,0.00001774526,0.00001942444],"genre_scores_gemma":[0.00202705,0.9953312,0.0004884541,0.0001771803,0.000007564203,0.000455582,0.001071841,0.00003109726,0.0004100822],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3569592,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252328686407707,"score_gpt":0.4059477173280862,"score_spread":0.1807148486873155,"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."}}