{"id":"W2126830768","doi":"10.1111/dme.12957","title":"Screening attendance, age group and diabetic retinopathy level at first screen","year":2015,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Diabetic retinopathy; Diabetes mellitus; Attendance; Retinopathy; Pediatrics; Optometry; Age groups; Welsh; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003863894,0.0003570212,0.0007457835,0.0001613838,0.0001573247,0.00001672332,0.0001183592,0.0001096576,0.000315052],"category_scores_gemma":[0.0004014929,0.000258498,0.00008837904,0.0002703712,0.0004742187,0.00007142528,0.0001570507,0.0001864919,0.00008333911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115728,"about_ca_system_score_gemma":0.000031596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003299857,"about_ca_topic_score_gemma":0.00004748341,"domain_scores_codex":[0.9976668,0.00006590607,0.0004385652,0.0005554827,0.0007148022,0.0005584546],"domain_scores_gemma":[0.9979482,0.000159848,0.0001365811,0.0005073493,0.00008669673,0.001161268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000676087,0.000306433,0.9602209,0.0004166215,0.0002558026,0.001741691,0.0007713765,0.000001911322,0.0007374226,0.0002638761,0.01912488,0.015483],"study_design_scores_gemma":[0.01111207,0.002284602,0.9684408,0.001687842,0.000864332,0.0001529212,0.0003023044,0.0003740645,0.0001261169,0.0003290263,0.01398936,0.0003365179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793871,0.006420353,0.0002528204,0.003730137,0.0002517457,0.0006829072,0.00005119566,0.0001079044,0.009115859],"genre_scores_gemma":[0.9925962,0.0002345009,0.001334575,0.001480314,0.0004414755,0.00005316456,0.0004210858,0.00005908034,0.003379575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01514648,"threshold_uncertainty_score":0.9999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0623893393724688,"score_gpt":0.2900308601480247,"score_spread":0.2276415207755559,"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."}}