{"id":"W2022521979","doi":"10.2337/diacare.28.3.761","title":"The Burden of Treatment Failure in Type 2 Diabetes","year":2005,"lang":"en","type":"letter","venue":"Diabetes Care","topic":"Diabetes Management and Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Pfizer Health Research Foundation","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Internal medicine; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611052,0.0003993569,0.000762357,0.0003558036,0.00008162913,0.00006214728,0.0003959257,0.0005219092,0.0001853177],"category_scores_gemma":[0.00009694978,0.0002444959,0.00028932,0.00044488,0.0002135097,0.00004930734,0.0001456965,0.0009090619,0.0002809561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004122889,"about_ca_system_score_gemma":0.0001754368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001803767,"about_ca_topic_score_gemma":0.00003462943,"domain_scores_codex":[0.9975914,0.0001128,0.0004081029,0.0004318037,0.0005439508,0.0009119898],"domain_scores_gemma":[0.9983542,0.0003406269,0.0001419331,0.0008326988,0.0002578007,0.00007271442],"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":[0.0000133268,0.00003535842,0.07285055,0.00119994,0.0004831379,0.00004927412,0.0005642943,0.0000218416,0.0001453292,0.000005025855,0.8565785,0.06805342],"study_design_scores_gemma":[0.0008596827,0.0007897985,0.001891934,0.0005564866,0.0002391007,7.257332e-8,0.0005200712,0.0001228406,0.0005520692,0.00002278211,0.9942098,0.0002353123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3149754,0.01695186,3.74545e-8,0.6497482,0.0007018201,0.002339059,0.0001588904,0.0001038118,0.01502094],"genre_scores_gemma":[0.6223945,0.004180524,0.0003913993,0.2166312,0.03360219,0.001254512,0.01111043,0.0007862339,0.1096489],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4331169,"threshold_uncertainty_score":0.9970253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423291663050961,"score_gpt":0.2674564246458228,"score_spread":0.2532235080153131,"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."}}