{"id":"W2103363641","doi":"10.1377/hlthaff.2009.0799","title":"German Diabetes Management Programs Improve Quality Of Care And Curb Costs","year":2010,"lang":"en","type":"article","venue":"Health Affairs","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrick Gold (Canada); Institute of Health Economics","funders":"","keywords":"German; Disease management; Medicine; Vendor; Chronic disease; Diabetes mellitus; Disease; Family medicine; Health care; Chronic care; Scale (ratio); Case management; Quality management; MEDLINE; Gerontology; Nursing; Business; Operations management; Management system; Marketing; Internal medicine; Political science","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":[0.0003088448,0.0001452678,0.0003371556,0.00008373491,0.00006202191,0.00002165071,0.0000785157,0.00004762357,0.00006254427],"category_scores_gemma":[0.00001902447,0.0001311212,0.0000637005,0.0001208787,0.000157308,0.00006664869,0.0001015452,0.0001340125,0.000008843604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060035,"about_ca_system_score_gemma":0.0001269323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001534667,"about_ca_topic_score_gemma":0.0004337116,"domain_scores_codex":[0.9986301,0.00003671162,0.0003626603,0.0002979873,0.000288628,0.0003838968],"domain_scores_gemma":[0.9990104,0.00002527349,0.0001728748,0.0004401837,0.00006468601,0.0002866107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002715527,0.0008594592,0.112989,0.05256643,0.0003206677,0.00002734321,0.002730096,4.656275e-7,0.0008009803,0.07236284,0.006128922,0.7509422],"study_design_scores_gemma":[0.01309926,0.00436366,0.8281549,0.0017719,0.0004666197,0.000005153243,0.05424021,0.0002583221,0.0008216806,0.001737146,0.09412101,0.0009601401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9220337,0.001754806,0.000008429762,0.002775612,0.0003833305,0.002241735,0.00002706584,0.0001537549,0.07062154],"genre_scores_gemma":[0.9982484,0.0002176497,0.0008166417,0.0002379628,0.00007714003,0.00009332917,0.0000945019,0.00001884436,0.0001955151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7499821,"threshold_uncertainty_score":0.5346968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152151663580185,"score_gpt":0.3668875896355139,"score_spread":0.3453660729997121,"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."}}