{"id":"W2345042911","doi":"10.1097/grf.0000000000000211","title":"Role of Exercise in Reducing Gestational Diabetes Mellitus","year":2016,"lang":"en","type":"review","venue":"Clinical Obstetrics & Gynecology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children’s Health Research Institute; Western University","funders":"","keywords":"Medicine; Gestational diabetes; Family history; Pregnancy; Diabetes mellitus; Obesity; Obstetrics; Medical nutrition therapy; Sedentary lifestyle; Physical activity; Medical history; Gestation; Physical therapy; Internal medicine; Endocrinology","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":[0.0006207784,0.0006933923,0.001490031,0.002276651,0.0002390672,0.0008908165,0.0008870693,0.001157159,0.004388768],"category_scores_gemma":[0.001316911,0.0001925661,0.000976669,0.001681988,0.0003182731,0.0006353002,0.000579398,0.001470029,0.0009017526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004046114,"about_ca_system_score_gemma":0.0007738884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001718337,"about_ca_topic_score_gemma":0.002221294,"domain_scores_codex":[0.9996908,0.00008015276,0.00006586601,0.00005126833,0.00008374934,0.00002819571],"domain_scores_gemma":[0.9995684,0.0002728619,0.00005848796,0.000009565834,0.00006812369,0.00002244633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000118324,0.0001312133,0.0003132357,0.04145053,0.0003009267,0.0001084888,0.00008082131,0.0001861618,0.0003863348,0.001312793,0.0117434,0.9438677],"study_design_scores_gemma":[0.0001597627,0.0004304886,0.00725896,0.08624092,0.001314321,0.002374246,0.0002576005,0.000246875,0.0005850955,0.002685152,0.8983974,0.00004921619],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001188522,0.9992859,0.00002238697,0.0001472252,0.0000809887,0.000003061879,0.00001008707,0.000002359641,0.0003290642],"genre_scores_gemma":[0.0007949111,0.9988703,0.00007488415,0.00007187884,0.00006382474,0.000004653386,0.00001378838,6.516561e-7,0.0001051051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004388768,"threshold_uncertainty_score":0.01468194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06801526878344587,"score_gpt":0.40819741703363,"score_spread":0.3401821482501841,"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."}}