{"id":"W2766256529","doi":"10.1016/j.jcjd.2019.06.005","title":"Implementation and Evaluation of the “Metformin First” Protocol for Management of Gestational Diabetes","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Lawson Foundation; Diabetes Canada","keywords":"Medicine; Metformin; Gestational diabetes; Protocol (science); Obstetrics; Diabetes mellitus; Pregnancy; Gestation; Endocrinology; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.100432,0.0007507331,0.0008724519,0.001465732,0.004448745,0.003060775,0.003252,0.003003964,0.005113171],"category_scores_gemma":[0.1529414,0.001018329,0.001574961,0.001015115,0.001882278,0.002137162,0.004823142,0.00524779,0.0009019837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01664778,"about_ca_system_score_gemma":0.07502683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02459943,"about_ca_topic_score_gemma":0.03032048,"domain_scores_codex":[0.9099821,0.06720562,0.008685311,0.002510219,0.007979285,0.003637542],"domain_scores_gemma":[0.9084048,0.03834298,0.0127831,0.01123294,0.01617541,0.01306071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03986789,0.0487316,0.06417211,0.003212168,0.0005434337,0.001239296,0.01684693,0.005730345,0.002723522,0.0100689,0.0402526,0.7666112],"study_design_scores_gemma":[0.07937559,0.1304308,0.5217341,0.01609941,0.001944566,0.001557945,0.0203331,0.01419862,0.01480289,0.01273727,0.1855372,0.001248501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6416632,0.002105943,0.02806068,0.05544204,0.0033325,0.2169205,0.003039915,0.001078833,0.0483564],"genre_scores_gemma":[0.6441904,0.001400665,0.1310423,0.01536729,0.0005535139,0.201657,0.001669014,0.0001591975,0.003960688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100432,"threshold_uncertainty_score":0.5311413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03689397116534283,"score_gpt":0.3556248364980389,"score_spread":0.3187308653326961,"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."}}