{"id":"W4313476534","doi":"10.1186/s12961-022-00940-0","title":"Inclusion of diabetic retinopathy screening strategies in national-level diabetes care planning in low- and middle-income countries: a scoping review","year":2023,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ulverscroft Foundation; Queen's University Belfast; Queen's University; Wellcome Trust","keywords":"Medicine; Health services research; Health administration; Inclusion (mineral); Diabetic retinopathy; Diabetes mellitus; Low and middle income countries; Optometry; Public health; Environmental health; Health care; Gerontology; Family medicine; Nursing; Developing country; Economic growth; Endocrinology; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0423356,0.00181906,0.006320462,0.01630668,0.001602909,0.007033299,0.003046214,0.003708722,0.005658041],"category_scores_gemma":[0.1594744,0.001616731,0.008548085,0.01569095,0.001316752,0.005730056,0.004113227,0.002524198,0.0005975261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00982942,"about_ca_system_score_gemma":0.03790008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01989109,"about_ca_topic_score_gemma":0.03420923,"domain_scores_codex":[0.9708759,0.01503289,0.008398912,0.001140031,0.003576581,0.0009755353],"domain_scores_gemma":[0.8833374,0.09337142,0.01049863,0.001522879,0.01027947,0.00099022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001791344,0.0000619167,0.001431344,0.8400565,0.003003367,0.000118708,0.0013584,0.000357191,0.00006746264,0.001224281,0.003316994,0.1488247],"study_design_scores_gemma":[0.00004656369,0.00004944456,0.001035401,0.9812365,0.005305943,0.00006489232,0.0004827139,0.00007703839,0.00005414319,0.0002567226,0.01137426,0.00001637462],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001379962,0.9931985,0.000433354,0.001660495,0.0003560411,0.00109854,0.0004057256,0.0000157554,0.001451623],"genre_scores_gemma":[0.01969509,0.9748057,0.001609974,0.001052927,0.0001323708,0.002136734,0.0004082147,0.00001129485,0.0001478319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0423356,"threshold_uncertainty_score":0.2238947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4424551893357234,"score_gpt":0.5601814370752648,"score_spread":0.1177262477395414,"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."}}