{"id":"W4411549994","doi":"10.1136/bmjopen-2024-090787","title":"Community-based type 2 diabetes screening programmes designed for priority populations: a scoping review protocol","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; General Electric (Canada)","funders":"","keywords":"Medicine; Protocol (science); Type 2 diabetes; Public health; Diabetes mellitus; Family medicine; Gerontology; Alternative medicine; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.120108,0.005338316,0.01233364,0.01845872,0.005913286,0.009164646,0.007435672,0.009153529,0.07881948],"category_scores_gemma":[0.08318393,0.006774087,0.01182019,0.01521539,0.004939904,0.009438581,0.008170757,0.007107107,0.01704284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01696329,"about_ca_system_score_gemma":0.1048295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007531952,"about_ca_topic_score_gemma":0.01529818,"domain_scores_codex":[0.9574244,0.01663504,0.01590513,0.003104699,0.004591674,0.002339046],"domain_scores_gemma":[0.9293278,0.0231277,0.009853782,0.005614227,0.0277176,0.004358978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009849261,0.001405118,0.002191157,0.7730016,0.001514408,0.002101459,0.01424048,0.002849713,0.003216531,0.01115523,0.06490567,0.1135694],"study_design_scores_gemma":[0.02038405,0.002839891,0.01069906,0.5504555,0.003842578,0.0009739049,0.01286835,0.00200023,0.003466721,0.01199341,0.3798385,0.0006378967],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000286866,0.0004974466,0.0008289086,0.0001838153,0.00006029903,0.9957762,0.001837706,0.00003682404,0.000491881],"genre_scores_gemma":[0.0002665338,0.0005977696,0.002737728,0.00007358703,0.00001000023,0.9956821,0.0004203479,0.00000433503,0.0002076613],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.120108,"threshold_uncertainty_score":0.6351995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3116567394830697,"score_gpt":0.5360552991318343,"score_spread":0.2243985596487645,"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."}}