{"id":"W4408240706","doi":"10.1016/j.jcjd.2025.02.008","title":"Gestational Diabetes Laboratory Testing in Alberta Before and During the COVID-19 Pandemic","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; St. Michael's Hospital; University of Manitoba; Lunenfeld-Tanenbaum Research Institute; Children's Hospital Research Institute of Manitoba; Alberta Children's Hospital; Manitoba Health; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research; Medtronic","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Gestational diabetes; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Diabetes mellitus; Virology; Obstetrics; Pregnancy; Gestation; Internal medicine; Endocrinology; Disease; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001450849,0.0004166899,0.0005411555,0.001487745,0.002873358,0.002113646,0.001859941,0.001535752,0.001689999],"category_scores_gemma":[0.004677716,0.0005248264,0.0005714968,0.003099022,0.001393648,0.0006578671,0.001694325,0.002512124,0.0001391244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03021355,"about_ca_system_score_gemma":0.03870475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97913,"about_ca_topic_score_gemma":0.986207,"domain_scores_codex":[0.9969649,0.0002787005,0.0001311369,0.0002961301,0.0009800738,0.00134919],"domain_scores_gemma":[0.995522,0.0003887474,0.0006691414,0.00009795045,0.001432584,0.001889699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005512689,0.0001690997,0.9876077,0.00003984416,0.00006243154,0.0005330141,0.001538506,0.0003375954,0.0002180925,0.0003855041,0.003043129,0.005513851],"study_design_scores_gemma":[0.00001731805,0.00007583426,0.9936374,0.00009747866,0.00003191443,0.0001378091,0.003955365,0.0002265062,0.00004801425,0.00006591322,0.001686494,0.00002003277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845234,0.001439868,0.0001797664,0.002663556,0.0001981548,0.00005861737,0.003415689,0.00002426018,0.007496769],"genre_scores_gemma":[0.9940006,0.0007545887,0.0002468629,0.001123208,0.00007342473,0.00002682883,0.002172759,0.0000124142,0.0015894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03021355,"threshold_uncertainty_score":0.2192157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733894568065986,"score_gpt":0.2756159264088427,"score_spread":0.2582769807281829,"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."}}