{"id":"W2002925483","doi":"10.1002/dmrr.1053","title":"Prevention of gestational diabetes mellitus: a review of studies on weight management","year":2009,"lang":"en","type":"review","venue":"Diabetes/Metabolism Research and Reviews","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Gestational diabetes; Weight gain; Medicine; Pregnancy; Overweight; Obstetrics; Weight management; Obesity; Body mass index; Offspring; Gestation; Endocrinology; Body weight; Biology","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":[0.001387777,0.001292962,0.00324979,0.004625587,0.0003086325,0.001018007,0.001179789,0.001186898,0.004087645],"category_scores_gemma":[0.003481068,0.0004576205,0.001333278,0.007271959,0.0004239375,0.001194849,0.0006333674,0.0009152143,0.001029782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008220996,"about_ca_system_score_gemma":0.002384027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911376,"about_ca_topic_score_gemma":0.004455377,"domain_scores_codex":[0.9992971,0.00017821,0.0002156009,0.00008938831,0.00017955,0.00004012272],"domain_scores_gemma":[0.9984038,0.001023137,0.0002673891,0.00002808727,0.0002273593,0.00005019303],"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":[0.0001801123,0.0000741452,0.0002789506,0.1707677,0.0004844304,0.0002092552,0.0001215491,0.0001965787,0.0005685851,0.000660751,0.01110942,0.8153486],"study_design_scores_gemma":[0.0002507744,0.0006004874,0.006723553,0.2440691,0.005235137,0.003293799,0.0004470647,0.000169326,0.001045229,0.001752162,0.7363473,0.00006604722],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006255763,0.9996244,0.000025239,0.00007200998,0.00004750019,0.000005157176,0.000009522461,0.000001928063,0.0001518152],"genre_scores_gemma":[0.0002904194,0.9994916,0.00009825404,0.00004223126,0.000022337,0.000005929965,0.000009468306,4.368212e-7,0.00003930643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004625587,"threshold_uncertainty_score":0.01367456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1445766163769757,"score_gpt":0.459237156796151,"score_spread":0.3146605404191752,"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."}}