{"id":"W4378830912","doi":"10.1038/s41574-023-00857-w","title":"Therapeutic inertia in type 2 diabetes mellitus: a fine line between advancing and de-intensifying","year":2023,"lang":"en","type":"review","venue":"Nature Reviews Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Health Centre","funders":"National Institute for Health and Care Research","keywords":"Medicine; Type 2 Diabetes Mellitus; Diabetes mellitus; Intensive care medicine; Disease; 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":[0.002572611,0.0009294779,0.002949788,0.001599482,0.0003108448,0.002290552,0.001496176,0.002505182,0.003376152],"category_scores_gemma":[0.003968542,0.0003559008,0.0009207312,0.001785837,0.001187753,0.002522439,0.001538343,0.004684107,0.001228821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073138,"about_ca_system_score_gemma":0.002173453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150348,"about_ca_topic_score_gemma":0.003496238,"domain_scores_codex":[0.9990607,0.0002713196,0.0001441875,0.0001193158,0.0003236712,0.00008080706],"domain_scores_gemma":[0.9974403,0.001739164,0.0002984812,0.00004085771,0.0003366625,0.000144613],"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":[0.0001443251,0.00005592209,0.0002126996,0.02171547,0.0002410317,0.0001004681,0.00007524213,0.0002487995,0.0003481249,0.005007515,0.03669253,0.9351578],"study_design_scores_gemma":[0.0001674215,0.0002034164,0.001841321,0.03081679,0.0005072785,0.0009098455,0.0001693237,0.0002332741,0.0001633845,0.008600971,0.9563205,0.00006653094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003039518,0.9986929,0.00005681275,0.0007408226,0.0003052187,0.000001343074,0.000004852656,0.000003908429,0.0001638432],"genre_scores_gemma":[0.0004406228,0.9976446,0.0001610739,0.001003142,0.0006095227,0.000003869364,0.00001178903,0.000001604094,0.0001237313],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003376152,"threshold_uncertainty_score":0.01360542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071285078933836,"score_gpt":0.4305286277935036,"score_spread":0.32340011990012,"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."}}