{"id":"W4393929604","doi":"10.1097/ijg.0000000000002398","title":"Social Determinants of Health and Glaucoma Screening and Detection in the SIGHT Studies","year":2024,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Center for Chronic Disease Prevention and Health Promotion; National Eye Institute; Research to Prevent Blindness; Centers for Disease Control and Prevention; EyeSight Foundation of Alabama","keywords":"Glaucoma; Medicine; Poverty; Optometry; Blindness; Ophthalmology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008760698,0.0001028888,0.0004161268,0.0002153746,0.0001002255,0.00002244703,0.00005315295,0.00005104179,0.000001701062],"category_scores_gemma":[0.0001092711,0.0000594072,0.00008588058,0.0002100657,0.0001389418,0.00009926654,0.00002661065,0.0002854747,3.000456e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002818369,"about_ca_system_score_gemma":0.00006995691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003354095,"about_ca_topic_score_gemma":0.00008967322,"domain_scores_codex":[0.9988446,0.0001458135,0.0005112807,0.00009664242,0.000252799,0.000148855],"domain_scores_gemma":[0.9994392,0.0001789133,0.0002059845,0.00005214534,0.00006962095,0.00005408678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002691797,0.00005785717,0.8338874,0.0007115179,0.00009817756,0.0002336019,0.007389329,2.967632e-9,0.001054182,0.00005819102,0.0002898499,0.1559507],"study_design_scores_gemma":[0.0008644172,0.001172297,0.9841483,0.0008641378,0.00008410386,0.001950317,0.008338308,0.0002024271,0.0003200003,0.0004543123,0.001543892,0.00005748549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615085,0.03405745,0.00007205828,0.004061065,0.0001253817,0.0001283536,6.612793e-7,0.000005405023,0.0000411031],"genre_scores_gemma":[0.9979356,0.001529457,0.0001658872,0.0002073216,0.0001284203,0.00000142126,2.349568e-7,0.000009680952,0.00002195389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1558932,"threshold_uncertainty_score":0.2422556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769943459521647,"score_gpt":0.3523524354301074,"score_spread":0.314653000834891,"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."}}