{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001869675,0.0002835117,0.0002078244,0.001286903,0.0004290624,0.0007629698,0.0002530432,0.0002063721,0.001504543],"category_scores_gemma":[0.003843822,0.00009237364,0.0003890434,0.001520847,0.0002608618,0.0002778651,0.0007531734,0.0002758216,0.0001444845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225601,"about_ca_system_score_gemma":0.002590406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01813045,"about_ca_topic_score_gemma":0.02343502,"domain_scores_codex":[0.9982635,0.0009934023,0.00007429947,0.0001118682,0.0002207602,0.0003362274],"domain_scores_gemma":[0.9980421,0.0004831253,0.0007260241,0.0001354186,0.0002251455,0.0003881814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001954301,0.003052272,0.6438726,0.0005595451,0.0006125729,0.0002234504,0.0006750684,0.005890415,0.001564375,0.003342537,0.01297157,0.3252813],"study_design_scores_gemma":[0.0003033998,0.0009375304,0.9856201,0.00006896463,0.0002632961,0.00007039408,0.0003961305,0.00164041,0.001019923,0.0002397037,0.009425018,0.00001516446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988673,0.0007356423,0.001158411,0.001123331,0.00004124791,0.0003468786,0.00162144,0.00005976781,0.006240265],"genre_scores_gemma":[0.9943458,0.0005266697,0.002086001,0.000417126,0.00003681993,0.0001828529,0.001386268,0.00000745425,0.001010899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01813045,"threshold_uncertainty_score":0.03604984,"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."}}