{"id":"W4388723236","doi":"10.1038/s41387-023-00251-5","title":"Effectiveness of pre-pregnancy lifestyle in preventing gestational diabetes mellitus—a systematic review and meta-analysis of 257,876 pregnancies","year":2023,"lang":"en","type":"review","venue":"Nutrition and Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Novo Nordisk; University of Warwick; Medical Research Foundation; Research Councils UK","keywords":"Medicine; Gestational diabetes; Pregnancy; Odds ratio; Meta-analysis; Obstetrics; Randomized controlled trial; Confidence interval; Cohort study; Gynecology; Gestation; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001658268,0.0003667893,0.006322442,0.001117042,0.00003766528,0.00002645147,0.000122572,0.0001377561,0.00004773587],"category_scores_gemma":[0.001318558,0.0002719254,0.001054965,0.001391773,0.0001357139,0.0001278429,0.00009480466,0.0001849848,0.000003252713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004359711,"about_ca_system_score_gemma":0.00008146185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008534799,"about_ca_topic_score_gemma":0.000003167692,"domain_scores_codex":[0.9964178,0.0008864254,0.001348463,0.0004740041,0.0005454515,0.0003278231],"domain_scores_gemma":[0.995495,0.003045803,0.0007012598,0.0003296579,0.0003007027,0.0001275591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002697765,0.0002532868,0.0004766045,0.9559119,0.04152134,0.000002146729,0.00001776564,0.000001162867,0.000004342547,0.0003232338,0.00001423608,0.001471242],"study_design_scores_gemma":[0.0004215782,0.0001303688,0.004660612,0.549543,0.4444124,4.135355e-7,0.00001452136,0.00004131597,0.00002427059,0.0002484237,0.0003085556,0.0001944821],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006888359,0.9926367,0.00000298274,0.00004671802,0.00001088636,0.006102077,0.0004560534,0.0000235359,0.00003221247],"genre_scores_gemma":[0.001087817,0.9933688,0.0001958484,0.00002429679,0.000005487959,0.004131625,0.0009686315,0.00003329657,0.0001841856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4063689,"threshold_uncertainty_score":0.9999733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06699684992686517,"score_gpt":0.3673919665521588,"score_spread":0.3003951166252936,"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."}}