{"id":"W2116285515","doi":"10.1111/j.1742-1241.2005.00675.x","title":"Earlier intervention in type 2 diabetes: The case for achieving early and sustained glycaemic control","year":2005,"lang":"en","type":"review","venue":"International Journal of Clinical Practice","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Guideline; Type 2 diabetes; Intervention (counseling); Intensive care medicine; Diabetes mellitus; Disease; Clinical trial; Type 1 diabetes; Randomized controlled trial; Pediatrics; Surgery; Internal medicine; Endocrinology; Pathology; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004204308,0.0001959007,0.001123751,0.0002361142,0.00002846984,0.0001107443,0.0002370129,0.0001686137,0.00003286027],"category_scores_gemma":[0.01207179,0.0001185846,0.0006894767,0.00009608713,0.0000640342,0.0004220659,0.00007832318,0.0007801605,0.000010864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162127,"about_ca_system_score_gemma":0.0001743902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009781499,"about_ca_topic_score_gemma":0.000007712616,"domain_scores_codex":[0.996952,0.0004506029,0.001913771,0.0001923197,0.000324877,0.000166423],"domain_scores_gemma":[0.9895471,0.007395917,0.002049689,0.0001502954,0.0007564439,0.0001005318],"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":[0.0008220625,0.0005162512,0.0002561675,0.0005806953,0.002643222,0.001689329,0.00002499357,8.531907e-7,4.2753e-8,0.000253811,0.0007186999,0.9924939],"study_design_scores_gemma":[0.004539104,0.001162395,0.0002668822,0.004782239,0.004629659,0.001141626,0.0000952154,0.00005846013,2.931619e-8,0.00005108365,0.9831779,0.00009543332],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002579008,0.9887242,0.0001856416,0.005348432,0.001599132,0.001023688,0.0000107753,0.000006461831,0.0005226294],"genre_scores_gemma":[0.01365172,0.982054,0.0009789057,0.0009278815,0.001799883,0.0000268879,0.00001457692,0.00002962395,0.0005165263],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9923984,"threshold_uncertainty_score":0.99625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08451894490346816,"score_gpt":0.493347111225063,"score_spread":0.4088281663215949,"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."}}