{"id":"W2605032364","doi":"10.1016/j.diabres.2017.03.023","title":"The Diabetic Retinopathy Barometer Study: Global perspectives on access to and experiences of diabetic retinopathy screening and treatment","year":2017,"lang":"en","type":"article","venue":"Diabetes Research and Clinical Practice","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Federation on Ageing; Christie (Canada)","funders":"Bayer","keywords":"Medicine; Diabetic retinopathy; Diabetes mellitus; Retinopathy; Eye examination; Optometry; Ophthalmology; Disease; Family medicine; Visual acuity; Internal medicine; Endocrinology","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":[0.005318675,0.0002314405,0.0004491658,0.001084379,0.001374737,0.002323674,0.0005770862,0.0009488229,0.002324705],"category_scores_gemma":[0.01249445,0.0002558,0.0005163178,0.002893069,0.001072084,0.002490664,0.003301427,0.002278326,0.0001807233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121518,"about_ca_system_score_gemma":0.002136069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03943875,"about_ca_topic_score_gemma":0.05629062,"domain_scores_codex":[0.9957249,0.002829582,0.0002358505,0.0001727086,0.0003900971,0.0006469206],"domain_scores_gemma":[0.9909797,0.00271202,0.00231419,0.0003600599,0.0008134944,0.002820613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008149029,0.0003830716,0.9081252,0.0002591277,0.0002718031,0.0002657327,0.02159221,0.00009997228,0.0001986568,0.003386771,0.01381441,0.05078823],"study_design_scores_gemma":[0.0000872867,0.0002337003,0.9413782,0.0003711215,0.0001364103,0.0002117618,0.03854175,0.00009204861,0.00008159778,0.001401127,0.01740157,0.00006344788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9115049,0.01028827,0.0002698171,0.05227635,0.0004518457,0.00004991505,0.004189798,0.00001361281,0.02095547],"genre_scores_gemma":[0.99118,0.003230928,0.0002042566,0.003270117,0.0002333614,0.00004527456,0.0009453301,0.00000851679,0.0008822973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03943875,"threshold_uncertainty_score":0.07841837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157189861995881,"score_gpt":0.524598549561332,"score_spread":0.367408687565451,"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."}}