{"id":"W4360915417","doi":"10.4103/cjrm.cjrm_40_22","title":"Systematic review of the use of metformin compared to insulin for the management of gestational diabetes: Implications for low-resource settings","year":2023,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Gestational diabetes; Metformin; Context (archaeology); Pregnancy; Glycemic; Diabetes mellitus; Insulin; Randomized controlled trial; Type 2 diabetes; Obstetrics; Internal medicine; Pediatrics; Gestation; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03586007,0.002105063,0.01503434,0.01172646,0.001004561,0.005007881,0.002563641,0.002598241,0.005229122],"category_scores_gemma":[0.1638431,0.001558382,0.01239903,0.01199641,0.001711672,0.003667582,0.002105153,0.001911184,0.0002920684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01044947,"about_ca_system_score_gemma":0.02354172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0123968,"about_ca_topic_score_gemma":0.02987616,"domain_scores_codex":[0.9485352,0.0296153,0.01301458,0.002202103,0.00583829,0.0007945267],"domain_scores_gemma":[0.86689,0.1021241,0.02228536,0.001455911,0.006329763,0.0009149229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003805243,0.00001152391,0.0007318915,0.969047,0.01426115,0.00006850201,0.0001580472,0.0000985173,0.00004916907,0.0001750533,0.0008058677,0.01421267],"study_design_scores_gemma":[0.0007469128,0.0002654323,0.003577041,0.9109977,0.07736135,0.0001626743,0.0002735155,0.0001000501,0.00009165057,0.0003469432,0.006043751,0.00003306026],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001639061,0.9957775,0.0001757659,0.0007198402,0.0002470248,0.0007690981,0.0003771382,0.0000105893,0.0002840268],"genre_scores_gemma":[0.04806586,0.9446341,0.001698608,0.001685109,0.0002759013,0.003104338,0.0003686707,0.00001438234,0.0001530151],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03586007,"threshold_uncertainty_score":0.1896484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167564665605332,"score_gpt":0.3748663492650931,"score_spread":0.2581098827045599,"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."}}