{"id":"W2987061976","doi":"","title":"Interventions designed to reduce gestational weight gain can reduce the incidence of gestational diabetes: a systematic review and meta-analysis","year":2017,"lang":"en","type":"review","venue":"Monash University Research Portal (Monash University)","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Gestational diabetes; Medicine; Meta-analysis; Incidence (geometry); Gestation; Psychological intervention; Obstetrics; Weight gain; Pregnancy; Body weight; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003169796,0.0005376423,0.003928784,0.003487778,0.0009379559,0.000107962,0.001705736,0.0002059014,0.0006038694],"category_scores_gemma":[0.001729247,0.0004346472,0.00261692,0.00371787,0.000931637,0.0003802887,0.001231118,0.0009222568,0.00004956099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005811561,"about_ca_system_score_gemma":0.001686138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003526142,"about_ca_topic_score_gemma":0.0004617464,"domain_scores_codex":[0.9928094,0.002324161,0.0008441707,0.001034805,0.002188064,0.0007993699],"domain_scores_gemma":[0.9931245,0.001726195,0.0008901521,0.001377131,0.002095502,0.0007865594],"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":[0.00008343152,0.0005204739,0.00006832197,0.8519902,0.1203874,0.001381175,0.0002335017,0.00002854776,0.000004334707,0.01260723,0.01028672,0.002408701],"study_design_scores_gemma":[0.0009088499,0.0006331755,0.0008510049,0.06507793,0.7569107,0.00003747025,0.001542417,0.00004360641,0.000004730593,0.0001384142,0.1729555,0.0008962417],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001363768,0.9809536,0.0002048266,0.003675153,0.00002671999,0.008547802,0.00187122,0.00004651407,0.004537758],"genre_scores_gemma":[0.001243396,0.9290573,0.0005546027,0.0001014926,0.00002093654,0.00005387596,0.001023607,0.00004074429,0.06790404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7869122,"threshold_uncertainty_score":0.9998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2148299473749457,"score_gpt":0.4109398304106789,"score_spread":0.1961098830357332,"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."}}