{"id":"W3136216930","doi":"10.1152/ajpendo.00608.2020","title":"The promising future of insulin therapy in diabetes mellitus","year":2021,"lang":"en","type":"review","venue":"American Journal of Physiology-Endocrinology and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; Montreal Clinical Research Institute; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Insulin; Medicine; Glycemic; Diabetes mellitus; Hypoglycemia; Intensive care medicine; Flexibility (engineering); Diabetes management; Type 2 diabetes; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0009321714,0.0007184586,0.001214696,0.001927171,0.0002924521,0.001311019,0.0007041264,0.001271555,0.003680435],"category_scores_gemma":[0.0009548782,0.0001797846,0.0005380633,0.001965392,0.0006799288,0.001937543,0.0008771096,0.003170419,0.002067557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006285905,"about_ca_system_score_gemma":0.0009363515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006212759,"about_ca_topic_score_gemma":0.0008501857,"domain_scores_codex":[0.9996855,0.00009060434,0.00003702573,0.0000420469,0.0001129456,0.00003179447],"domain_scores_gemma":[0.9995334,0.0002385196,0.00004726808,0.00001352706,0.0001114471,0.00005588605],"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":[0.00009152755,0.00008920921,0.0001419484,0.009806615,0.0000639736,0.0001950803,0.00007269582,0.0002305725,0.0009872728,0.008727056,0.02964789,0.9499462],"study_design_scores_gemma":[0.00001931485,0.0001231258,0.0003935207,0.002667014,0.00005835245,0.0007756842,0.00006162131,0.00008068881,0.0002089293,0.005964286,0.9896296,0.00001797091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005698992,0.9982215,0.000115222,0.0005367048,0.0003366988,0.000002110258,0.00000591811,0.000006626193,0.0007182619],"genre_scores_gemma":[0.0004903419,0.998343,0.000160508,0.0003219228,0.0003835534,0.000002941917,0.0000093946,0.000001127306,0.0002872028],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003680435,"threshold_uncertainty_score":0.01231229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333535562443585,"score_gpt":0.3290160027859947,"score_spread":0.3056806471615589,"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."}}