{"id":"W4404671953","doi":"10.1097/ijg.0000000000002521","title":"Glaucoma Screening and Referral Risk Factors in a High-Risk Population: Follow-Up Study of the Manhattan Vision Screening Study","year":2024,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Center for Chronic Disease Prevention and Health Promotion","keywords":"Medicine; Glaucoma; Fundus photography; Intraocular pressure; Referral; Ophthalmology; Optometry; Population; Logistic regression; Fundus (uterus); Visual acuity; Family medicine; Internal medicine","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":[0.001217361,0.0003069658,0.0007772908,0.0005711103,0.000224647,0.00008483179,0.0002561669,0.0001219524,0.00002970243],"category_scores_gemma":[0.0002794804,0.000182869,0.0002892913,0.0007795159,0.00006722309,0.0003012411,0.0001643559,0.001124133,0.000001079707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007470596,"about_ca_system_score_gemma":0.00005122454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004284871,"about_ca_topic_score_gemma":0.002146635,"domain_scores_codex":[0.9966332,0.0005796999,0.001173809,0.0003254791,0.0009871497,0.0003006087],"domain_scores_gemma":[0.9983904,0.0002711837,0.0006632925,0.0003609385,0.0001475787,0.0001666223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001001563,0.0008244667,0.9861168,0.00006183953,0.0004098838,0.0002558226,0.004477837,0.000002487531,0.00009696191,0.00001696299,0.0001151325,0.0066203],"study_design_scores_gemma":[0.006342095,0.006088874,0.9621163,0.0008702455,0.0009031821,0.000178015,0.02224969,0.0008499239,0.00002445544,0.0001263522,0.00008166402,0.0001691969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970233,0.0009006308,0.0001336741,0.0003014391,0.0006947043,0.0008680785,0.000006960415,0.00002650845,0.00004472219],"genre_scores_gemma":[0.9992162,0.00005963322,0.000384339,0.0000191158,0.0001517748,0.000003678789,0.000002961473,0.00004523535,0.0001170425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02400044,"threshold_uncertainty_score":0.7457182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837048536446082,"score_gpt":0.2942277923862239,"score_spread":0.2758573070217631,"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."}}