{"id":"W4313455221","doi":"10.1111/dom.14966","title":"Lifestyle intervention for the prevention of type 2 diabetes in women with prior gestational diabetes: A systematic review and meta‐analysis","year":2023,"lang":"en","type":"review","venue":"Diabetes Obesity and Metabolism","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Gestational diabetes; Medicine; Type 2 diabetes; Meta-analysis; Diabetes mellitus; Intervention (counseling); Obstetrics; Pregnancy; Gestation; Internal medicine; Endocrinology; Psychiatry","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":[0.0101584,0.002180617,0.01766603,0.005799612,0.0005662328,0.003169285,0.001671879,0.002398925,0.003735424],"category_scores_gemma":[0.02727292,0.001131086,0.0247531,0.006246605,0.0005689662,0.001416716,0.001048047,0.001594591,0.0002684867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002316276,"about_ca_system_score_gemma":0.004055723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005529713,"about_ca_topic_score_gemma":0.01046933,"domain_scores_codex":[0.9942225,0.002582022,0.001794058,0.0005061007,0.0007011524,0.0001942224],"domain_scores_gemma":[0.9851135,0.01097832,0.002467434,0.0003396212,0.0009034065,0.0001977313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002248087,0.00005352517,0.00215929,0.6224041,0.3498133,0.0001078008,0.00007840829,0.0003185045,0.0002080394,0.0001066699,0.000571475,0.0219307],"study_design_scores_gemma":[0.00099139,0.000387747,0.00306778,0.07777059,0.9152554,0.0001087671,0.00004512515,0.0001802476,0.0001359947,0.0001407488,0.001895139,0.00002106945],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002654547,0.9961525,0.0002419075,0.0001538668,0.0001212802,0.0002913824,0.000184049,0.00001517409,0.000185283],"genre_scores_gemma":[0.06575538,0.9302838,0.00153161,0.0006468864,0.0002158231,0.001008592,0.0003186384,0.00001519701,0.0002241177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01766603,"threshold_uncertainty_score":0.05372339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04338813503796039,"score_gpt":0.3401532091150287,"score_spread":0.2967650740770683,"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."}}