{"id":"W4409662521","doi":"10.1016/j.jcjd.2025.04.002","title":"Virtual vs In-person Care in Gestational Diabetes Management: A Retrospective Cohort Analysis","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Alberta Children's Hospital; University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"M.S.I. Foundation; Medtronic; Abbott Laboratories","keywords":"Medicine; Gestational diabetes; Retrospective cohort study; Cohort; Diabetes management; Obstetrics; Diabetes mellitus; Family medicine; Type 2 diabetes; Pregnancy; Gestation; Internal medicine; Endocrinology","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":[0.002005631,0.0003685617,0.0005081495,0.0009089893,0.0008247544,0.0008632298,0.000853453,0.0005624263,0.001346127],"category_scores_gemma":[0.004357866,0.0005627772,0.001191661,0.002125219,0.000352086,0.000540235,0.000836836,0.0009143192,0.0001854072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058292,"about_ca_system_score_gemma":0.001115612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04587668,"about_ca_topic_score_gemma":0.04098522,"domain_scores_codex":[0.9981211,0.0004220854,0.0002431572,0.0005523601,0.0003771459,0.0002840642],"domain_scores_gemma":[0.9971282,0.0004236725,0.001527232,0.0003520445,0.0002751547,0.0002937216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001920283,0.00003280578,0.9988405,0.00002072229,0.0001439223,0.00004537753,0.00007386757,0.00002164105,0.00003543559,0.00001658535,0.00009587713,0.0004813132],"study_design_scores_gemma":[0.00004531372,0.0003362444,0.9977852,0.00005183347,0.0002421541,0.000296247,0.0005965302,0.0003108691,0.00003526402,0.00002733641,0.0002642958,0.000008684674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981838,0.000453616,0.0001477353,0.00003076679,0.00001129566,0.00005085442,0.0008920493,0.000003192509,0.0002267147],"genre_scores_gemma":[0.9988406,0.0001948116,0.000162908,0.00004593923,0.00001037481,0.000057755,0.000594465,0.000003028747,0.0000901916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04587668,"threshold_uncertainty_score":0.09121931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006017640410417561,"score_gpt":0.2467389645243942,"score_spread":0.2407213241139767,"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."}}