{"id":"W2173882605","doi":"10.1016/j.pcd.2015.10.007","title":"Diabetes self-management education improves medication utilization and retinopathy screening in the elderly","year":2015,"lang":"en","type":"article","venue":"Primary care diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; University of Toronto; St. John’s Health Sciences Centre; Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Diabetes mellitus; Diabetic retinopathy; Attendance; Medical prescription; Retinopathy; Population; Internal medicine; Family medicine; Ophthalmology; Endocrinology; Nursing; Environmental health","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":[0.0006073467,0.0001600845,0.0004000441,0.000299116,0.0003240714,0.0004207388,0.000172577,0.0004143734,0.002612677],"category_scores_gemma":[0.003614428,0.0001220486,0.0005276516,0.0002707199,0.00006644415,0.0003610083,0.0003036472,0.000442083,0.0002005034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003194158,"about_ca_system_score_gemma":0.0005260311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008924499,"about_ca_topic_score_gemma":0.01542551,"domain_scores_codex":[0.9997076,0.0001026543,0.00002808626,0.00003224309,0.00006553603,0.00006371069],"domain_scores_gemma":[0.9992373,0.0002409012,0.0002016475,0.00003405915,0.00009499806,0.0001910889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004656291,0.02131601,0.5533263,0.0004992085,0.0006423622,0.0003003459,0.0007032754,0.0003812569,0.001095963,0.0001284858,0.006707172,0.4102433],"study_design_scores_gemma":[0.000330813,0.003079415,0.9930148,0.0001363411,0.0004037392,0.0001332526,0.0002538764,0.0004387089,0.0002945891,0.0001163162,0.00179012,0.000007960956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918606,0.002498684,0.0001048273,0.0008339992,0.00006885443,0.00003309982,0.0001130398,0.00002495519,0.004462012],"genre_scores_gemma":[0.9964045,0.001224593,0.0003845152,0.0005439844,0.00008349377,0.00001495035,0.000103465,0.000002433579,0.001238043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008924499,"threshold_uncertainty_score":0.01774508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653188523336971,"score_gpt":0.2566287265003206,"score_spread":0.2400968412669509,"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."}}