{"id":"W6901706937","doi":"10.60692/0qre6-aez24","title":"Global estimates on the number of people blind or visually impaired by diabetic retinopathy: a meta-analysis from 2000 to 2020","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Visual impairment; Blindness; Diabetic retinopathy; Eye care; Global health; Latin Americans; Psychological intervention; Public health","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":[0.01434413,0.00265475,0.01039811,0.005354952,0.0004199967,0.002720077,0.00177082,0.001754641,0.003128216],"category_scores_gemma":[0.02398545,0.001443159,0.04319893,0.007356881,0.0005816197,0.001722326,0.00156007,0.002297868,0.0004197005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373174,"about_ca_system_score_gemma":0.001729977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275497,"about_ca_topic_score_gemma":0.01233149,"domain_scores_codex":[0.9916578,0.003949849,0.001696554,0.001612721,0.0007648636,0.0003182457],"domain_scores_gemma":[0.9902276,0.005305765,0.002130306,0.0007540696,0.001383739,0.0001985603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00316675,0.00001779662,0.03034924,0.05241201,0.8985003,0.0001449687,0.00005374571,0.002576083,0.0002439155,0.0002450914,0.002932525,0.00935757],"study_design_scores_gemma":[0.0009625351,0.0001881675,0.02417676,0.007225164,0.9625407,0.0001547967,0.00005223848,0.0007245063,0.0001481635,0.0005079724,0.003282944,0.00003603645],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02318511,0.9600707,0.003189247,0.00101277,0.0005959758,0.0001566753,0.01086916,0.000119852,0.0008005862],"genre_scores_gemma":[0.6484177,0.3293042,0.005207539,0.002903557,0.0008406529,0.001098834,0.01124725,0.0001402495,0.0008401264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01434413,"threshold_uncertainty_score":0.0758599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0677863476486112,"score_gpt":0.3352696965895498,"score_spread":0.2674833489409386,"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."}}