{"id":"W2623048124","doi":"10.1016/j.jcjd.2017.04.001","title":"So Many Antihyperglycemics: How to Choose? A Practical Approach","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Metformin; Glycemic; Hypoglycemia; Intensive care medicine; Disease; Type 2 diabetes; Diabetes mellitus; Mechanism (biology); Internal medicine; 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":[0.02370281,0.002770412,0.003718692,0.005326617,0.01037288,0.01511238,0.006003501,0.0176047,0.02715825],"category_scores_gemma":[0.0579264,0.001303511,0.001834449,0.002477774,0.01267963,0.02779931,0.00893551,0.02839472,0.01055841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006949651,"about_ca_system_score_gemma":0.02501935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398528,"about_ca_topic_score_gemma":0.0390854,"domain_scores_codex":[0.9824675,0.008263241,0.001855048,0.001340453,0.004839477,0.001234259],"domain_scores_gemma":[0.9391863,0.02802237,0.002114492,0.001713048,0.01509036,0.01387347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000288295,0.0007991652,0.005598003,0.0009938162,0.000199957,0.003096128,0.003071319,0.0007016659,0.0005649293,0.04031914,0.6522771,0.2920905],"study_design_scores_gemma":[0.0006029496,0.0002541769,0.003130246,0.006970193,0.0002807014,0.00597529,0.02298245,0.001790156,0.0003062483,0.4185442,0.538695,0.0004684252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001490067,0.01480719,0.01608676,0.9427416,0.006317094,0.0001177265,0.0000766189,0.0002654415,0.01809752],"genre_scores_gemma":[0.1043598,0.08554168,0.1526707,0.5687153,0.0550933,0.0009456195,0.0005093087,0.0008830474,0.03128138],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02715825,"threshold_uncertainty_score":0.125354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718807169987691,"score_gpt":0.2688695495236257,"score_spread":0.2416814778237488,"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."}}