{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001415208,0.0003203118,0.002727463,0.00108754,0.00002802034,0.00001072623,0.0003428411,0.0006298231,0.0004895499],"category_scores_gemma":[0.03230139,0.0002385155,0.0006659513,0.0009633258,0.0003062781,0.00005828831,0.000255162,0.0007427349,0.0003831439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010626,"about_ca_system_score_gemma":0.001037723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005123927,"about_ca_topic_score_gemma":0.000001761056,"domain_scores_codex":[0.995545,0.0004583549,0.002188821,0.0006623905,0.0004993139,0.0006461043],"domain_scores_gemma":[0.9675,0.03063553,0.0006686876,0.0005116028,0.0003500899,0.0003341342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001150583,0.000548037,0.001369395,0.01229533,0.0001814338,0.00004033387,0.000009018975,9.960148e-7,0.000001102486,0.000719111,0.0007013005,0.9841225],"study_design_scores_gemma":[0.001213348,0.0005001822,0.01153294,0.01413658,0.0005052765,0.000001637365,0.00001561971,0.00002511212,0.000001314541,0.001504587,0.9703259,0.0002375294],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005214362,0.9957561,0.00000687928,0.0001167222,0.0006675887,0.001451006,0.00008238716,0.0000214087,0.001376475],"genre_scores_gemma":[0.0002659075,0.9968489,0.001008135,0.00005355716,0.00009101559,0.0002578884,0.0003013365,0.00004904423,0.001124171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9838849,"threshold_uncertainty_score":0.9758499,"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."}}