{"id":"W4414083764","doi":"10.1111/dom.70081","title":"The healthcare and economic burden associated with inadequate risk factor control for type 2 diabetes in Hong Kong: A population‐based modelling study","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Hospital Authority; Hong Kong Government; Health Bureau","keywords":"Type 2 diabetes; Risk factor; Health care; Population; Control (management); Diabetes mellitus","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":[0.003037666,0.0009287276,0.0009568608,0.0007786761,0.000474068,0.001218796,0.00145501,0.0008608231,0.002481271],"category_scores_gemma":[0.003305184,0.0006304068,0.002829279,0.001049257,0.0004441936,0.0007172395,0.0008752964,0.001053915,0.0002722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003991846,"about_ca_system_score_gemma":0.002849301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3255179,"about_ca_topic_score_gemma":0.1257392,"domain_scores_codex":[0.9994012,0.0002920498,0.00004756882,0.0001078503,0.00003229447,0.0001190256],"domain_scores_gemma":[0.9976609,0.001282385,0.000332254,0.0002479612,0.0002809924,0.0001954555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001302697,0.0008470261,0.6515512,0.0002445054,0.003085097,0.0008613763,0.0006382561,0.3309482,0.0002481425,0.001529438,0.002493251,0.006250961],"study_design_scores_gemma":[0.0004354058,0.0006851971,0.2694948,0.0001471895,0.0009257265,0.0002998673,0.00117664,0.7243951,0.0001685514,0.0009530872,0.00120998,0.0001085359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948947,0.0001728453,0.001707497,0.000197969,0.00001563853,0.00006734214,0.002295886,0.00002024944,0.00062788],"genre_scores_gemma":[0.996252,0.0001877739,0.001206123,0.00005553502,0.000007350437,0.0001219635,0.001623282,0.000007248276,0.0005387404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3255179,"threshold_uncertainty_score":0.6472464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198883013953585,"score_gpt":0.270862593606615,"score_spread":0.2509742922112564,"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."}}