{"id":"W3152950723","doi":"10.1111/opo.12825","title":"Keratoconus in Africa: A systematic review and meta‐analysis","year":2021,"lang":"en","type":"review","venue":"Ophthalmic and Physiological Optics","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Keratoconus; Medicine; Meta-analysis; Population; Ophthalmology; Demography; Optometry; Internal medicine; Cornea; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003671346,0.0004463574,0.01046746,0.0001250846,0.00004098494,0.00002643994,0.00008108788,0.0002973363,0.0002811894],"category_scores_gemma":[0.0002991635,0.0002470451,0.00155031,0.0009611849,0.00009709904,0.00002633226,0.0001242523,0.0004127639,0.000009426843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000190116,"about_ca_system_score_gemma":0.00007393235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000462865,"about_ca_topic_score_gemma":4.155823e-7,"domain_scores_codex":[0.9977645,0.0004331328,0.0008458719,0.0005512097,0.0001351071,0.0002701538],"domain_scores_gemma":[0.9985515,0.0005711374,0.0002622553,0.0003874024,0.00005001722,0.000177628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000003301441,0.0001473417,0.000002107202,0.9593658,0.03868746,0.0003425772,0.00001138117,4.733321e-7,1.505723e-7,0.0002830327,0.00004740653,0.001108934],"study_design_scores_gemma":[0.0001103517,0.0001177182,0.00001248751,0.05499291,0.9374244,0.0003983833,0.00002372126,0.00001467945,1.641607e-8,0.00008231098,0.0064596,0.0003634807],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000207532,0.9972077,0.000002467651,0.0000558536,0.00001134728,0.001759334,0.00003260572,0.00001431762,0.0008956473],"genre_scores_gemma":[0.0004122544,0.9981217,0.00009288506,0.0002813455,0.00001328756,0.00046304,0.0001216578,0.00001551453,0.0004783016],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9043729,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.208085330678612,"score_gpt":0.3737686392816273,"score_spread":0.1656833086030153,"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."}}