{"id":"W4386583185","doi":"10.1111/dme.15221","title":"First diabetes survey in Surrey Downs Care Homes, 10 years after the <scp>UK</scp> National Diabetes Audit: What has changed?","year":2023,"lang":"en","type":"letter","venue":"Diabetic Medicine","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Maltese; Medicine; Diabetes mellitus; Audit; Family medicine; Health care; Champion; Library science; History; Management; Political science; Endocrinology; Archaeology","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":[0.002408841,0.0002501617,0.000505015,0.0005836138,0.002611483,0.001837069,0.0008637902,0.008816062,0.005027805],"category_scores_gemma":[0.009070385,0.0005375689,0.0004887265,0.001433419,0.0006934028,0.001132761,0.001381664,0.00613596,0.001618057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00982042,"about_ca_system_score_gemma":0.01358758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4629596,"about_ca_topic_score_gemma":0.678306,"domain_scores_codex":[0.9972402,0.0005171307,0.0005118527,0.0002436034,0.0008208179,0.0006662837],"domain_scores_gemma":[0.9891053,0.001865213,0.001978315,0.0002961798,0.003261368,0.003493609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003355338,0.0001996994,0.186475,0.000200876,0.00005309067,0.004697806,0.001102323,0.00006166571,0.00027847,0.0002962132,0.7920272,0.0142722],"study_design_scores_gemma":[0.0002145906,0.0001619808,0.8062977,0.0011406,0.00009771714,0.0017879,0.007710316,0.0003713839,0.0003099358,0.0002571306,0.1815552,0.00009566084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1016332,0.003189885,0.0001355967,0.8615591,0.009245189,0.0001245075,0.01045528,0.0000922187,0.01356506],"genre_scores_gemma":[0.2463083,0.004672312,0.0006918492,0.6789008,0.007699297,0.0003778829,0.004503774,0.00009822484,0.05674761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4629596,"threshold_uncertainty_score":0.9205298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814223027996221,"score_gpt":0.2779015895189001,"score_spread":0.2297593592389379,"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."}}