{"id":"W3156230838","doi":"10.26443/mjm.v19i1.323","title":"Approach to: Type 2 diabetes management","year":2021,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pharmacotherapy; Type 2 Diabetes Mellitus; Intensive care medicine; Hypoglycemia; Glycemic; Diabetes mellitus; Disease; Type 2 diabetes; Disease management; 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":[0.0008109226,0.0006605434,0.000595736,0.0007690548,0.0008141071,0.001660278,0.001259907,0.002666537,0.02108401],"category_scores_gemma":[0.002713709,0.0001310819,0.0005940062,0.0003825203,0.0005126162,0.001406986,0.002312707,0.004522907,0.01200868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201602,"about_ca_system_score_gemma":0.002954509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965498,"about_ca_topic_score_gemma":0.004108485,"domain_scores_codex":[0.9993287,0.0001649031,0.00006197887,0.00009124328,0.0002644339,0.00008876074],"domain_scores_gemma":[0.99935,0.00009093025,0.00005971717,0.00002680244,0.0002732124,0.000199401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006923648,0.0001903621,0.001300219,0.001292714,0.00002657592,0.001663581,0.0003101078,0.0001681235,0.0006808638,0.008301536,0.4017802,0.5842164],"study_design_scores_gemma":[0.00002821903,0.00007969588,0.001345594,0.003437806,0.00002120825,0.004556315,0.0002218972,0.0001084264,0.0001501678,0.006716069,0.9833174,0.00001720316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.004490201,0.3216657,0.03211694,0.2804948,0.03499881,0.0008510699,0.0006956091,0.001290754,0.3233961],"genre_scores_gemma":[0.04386699,0.4575641,0.04629763,0.2309488,0.0462793,0.0008273841,0.001232109,0.0002536296,0.1727301],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02108401,"threshold_uncertainty_score":0.07053304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03766651388318745,"score_gpt":0.3209481482691265,"score_spread":0.2832816343859391,"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."}}