{"id":"W4220867631","doi":"10.1515/jpm-2021-0247","title":"Prediction of insulin therapy in women with gestational diabetes: a systematic review and meta-analysis of observational studies","year":2022,"lang":"en","type":"review","venue":"Journal of Perinatal Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Confidence interval; Glycemic; Observational study; Relative risk; Glycated hemoglobin; Obstetrics; Meta-analysis; Diabetes mellitus; Internal medicine; Type 2 diabetes; Insulin; Pregnancy; Gestation; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01515514,0.002694228,0.02078491,0.006620136,0.0006443746,0.003057535,0.002247506,0.002008995,0.002309743],"category_scores_gemma":[0.04640947,0.001605843,0.04164382,0.00939832,0.0006940042,0.001544027,0.001586819,0.002147672,0.0002216654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002322073,"about_ca_system_score_gemma":0.004612048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008452822,"about_ca_topic_score_gemma":0.01383529,"domain_scores_codex":[0.9875987,0.005380434,0.004152869,0.001308072,0.001271469,0.0002884368],"domain_scores_gemma":[0.9629418,0.02808429,0.005763735,0.001014383,0.001895942,0.0002998883],"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":[0.001424015,0.0000344427,0.009368428,0.3987599,0.578123,0.0001068923,0.00008034497,0.0004841951,0.0001058505,0.00008574304,0.0004296611,0.01099755],"study_design_scores_gemma":[0.0003606085,0.0001427421,0.005249155,0.02996108,0.9628814,0.00008300816,0.00003778407,0.0002034254,0.00006022011,0.0001237527,0.0008755035,0.00002145025],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00369496,0.9948035,0.0004417477,0.0001396823,0.0001070182,0.0002046997,0.0004840114,0.00001632006,0.0001081737],"genre_scores_gemma":[0.1179909,0.8763242,0.002430766,0.0006498375,0.0002276973,0.001122064,0.001081743,0.00002480437,0.0001479558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9792151,"threshold_uncertainty_score":0.08014899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2888724467527283,"score_gpt":0.4158816732964822,"score_spread":0.1270092265437539,"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."}}