{"id":"W3163444942","doi":"10.4103/pajo.pajo_82_21","title":"Prevalence and risk factors for diabetic retinopathy in Nigeria","year":2021,"lang":"en","type":"article","venue":"The Pan-American Journal of Ophthalmology","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetic retinopathy; Medicine; Optometry; Risk factor; Diabetes mellitus; Internal medicine; Business; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006372323,0.0001103699,0.0005186962,0.0001080944,0.00005411411,0.00001318462,0.000110365,0.00002735489,0.00006653186],"category_scores_gemma":[0.00108648,0.00006847435,0.0001471918,0.0002717919,0.0003535866,0.00003271633,0.00003122599,0.0003021402,0.000001140698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002741344,"about_ca_system_score_gemma":0.00009668034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004592399,"about_ca_topic_score_gemma":5.832047e-7,"domain_scores_codex":[0.9987862,0.0003472578,0.0003742101,0.0001495712,0.0001277145,0.0002151201],"domain_scores_gemma":[0.9984279,0.0007013556,0.0004182253,0.000188541,0.0001715217,0.00009242015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001544134,0.00007239352,0.993557,0.00003631998,0.0001152241,0.0006564865,0.0008284516,0.00001124655,0.002557964,0.000003585058,0.00001879883,0.001988053],"study_design_scores_gemma":[0.0006582555,0.001516438,0.9726188,0.0001339647,0.0004312832,0.0192191,0.00275347,0.0001284828,0.00200068,0.0003990324,0.00004324946,0.00009720505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970031,0.001185864,0.0001027416,0.001370291,0.00009371957,0.0000723277,0.000007838836,0.0000026737,0.000161383],"genre_scores_gemma":[0.9979815,0.0005235854,0.001003249,0.00004806993,0.00008134258,0.000003027424,0.000001526877,0.0000123766,0.0003452684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02093823,"threshold_uncertainty_score":0.2792303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167195554660247,"score_gpt":0.3050446072949981,"score_spread":0.2883250518289734,"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."}}