{"id":"W2068196277","doi":"10.2337/dc08-2093","title":"Medical Management of Hyperglycemia in Type 2 Diabetes: A Consensus Algorithm for the Initiation and Adjustment of Therapy: A Consensus Statement of the American Diabetes Association and the European Association for the Study of Diabetes","year":2009,"lang":"en","type":"letter","venue":"Diabetes Care","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre","funders":"","keywords":"Medicine; Statement (logic); Position statement; Diabetes mellitus; Association (psychology); Evidence-based medicine; Consensus conference; MEDLINE; Family medicine; Clinical Practice; Type 2 diabetes; Evidence-based practice; Alternative medicine; Internal medicine; Law; Pathology; Endocrinology; Psychotherapist; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00590722,0.0003398186,0.001128249,0.0001241815,0.0001194327,0.00002172239,0.0003136109,0.000187503,0.000005569212],"category_scores_gemma":[0.004752915,0.0001799886,0.0002474046,0.0004227806,0.0003984649,0.00003400254,0.0001623899,0.0005733794,2.457583e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887347,"about_ca_system_score_gemma":0.0001516196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007853968,"about_ca_topic_score_gemma":0.00007200699,"domain_scores_codex":[0.9942734,0.001601696,0.002032668,0.0003937918,0.001266724,0.0004317448],"domain_scores_gemma":[0.9726097,0.02155015,0.004062281,0.0005523688,0.001185644,0.00003987423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000347731,0.000535269,0.5305932,0.00153818,0.005151565,0.000001404485,0.00363838,0.00004190554,0.0002203856,0.00001408935,0.03264537,0.4252726],"study_design_scores_gemma":[0.02779938,0.00504165,0.9152545,0.001365213,0.007682223,2.353955e-7,0.02400019,0.006874356,0.001176166,0.0002867918,0.01007601,0.0004432549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972527,0.004045382,0.00000721846,0.09018827,0.0003480774,0.007444551,0.0006750988,0.00001201808,0.00002661425],"genre_scores_gemma":[0.9695303,0.001676301,0.0003432726,0.02707938,0.0004032462,0.0005327759,0.0003433695,0.00006441855,0.00002688448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4248293,"threshold_uncertainty_score":0.7339724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05572030067291651,"score_gpt":0.3686756135498165,"score_spread":0.3129553128769,"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."}}