{"id":"W4396696206","doi":"10.1186/s12884-024-06534-8","title":"Diabetes mellitus in pregnancy across Canada","year":2024,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Izaak Walton Killam Health Centre; Newfoundland and Labrador Centre for Applied Health Research; University of Ottawa; Hospital for Sick Children; McMaster University; Dalhousie University; University of Toronto; SickKids Foundation; Public Health Agency of Canada","funders":"Health Canada","keywords":"Medicine; Reproductive medicine; Diabetes mellitus; Pregnancy; Obstetrics; Gynecology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007410891,0.0002355514,0.000300653,0.001589448,0.002049538,0.001154903,0.0006374232,0.0001995757,0.003057885],"category_scores_gemma":[0.00260094,0.0001930999,0.0004262904,0.006666922,0.0004223822,0.000232188,0.0008254828,0.0005679987,0.0002144937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0267856,"about_ca_system_score_gemma":0.06673554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9945118,"about_ca_topic_score_gemma":0.9944475,"domain_scores_codex":[0.9989454,0.00008272611,0.0001024198,0.0001635193,0.000437272,0.0002687236],"domain_scores_gemma":[0.9973132,0.0001673876,0.0004528017,0.00005657773,0.001247213,0.0007626887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008489023,0.00003409388,0.9095328,0.000624523,0.0001403568,0.0004022364,0.0008231457,0.0003567086,0.0002070309,0.001029298,0.01441713,0.07234773],"study_design_scores_gemma":[0.000009683176,0.00002050626,0.9897614,0.0003875988,0.00006082287,0.0002392876,0.0006483703,0.0002065365,0.00005373884,0.0001065995,0.008492561,0.00001283033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7705822,0.08363846,0.001843934,0.01297312,0.0005375766,0.0005198575,0.07598942,0.0002810909,0.05363436],"genre_scores_gemma":[0.9556013,0.03097263,0.001584103,0.001288929,0.00006851448,0.0001174073,0.0073162,0.00001939571,0.003031671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0267856,"threshold_uncertainty_score":0.194344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299056909662522,"score_gpt":0.2710957482515962,"score_spread":0.258105179154971,"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."}}