{"id":"W4407356381","doi":"10.1097/iae.0000000000004424","title":"QUANTITATIVE FLUORESCEIN ANGIOGRAPHY BIOMARKERS IN DIABETIC MACULAR EDEMA","year":2025,"lang":"en","type":"article","venue":"Retina","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Dalhousie University; University of Toronto","funders":"","keywords":"Diabetic macular edema; Fluorescein angiography; Fluorescein; Medicine; Ophthalmology; Angiography; Edema; Diabetic retinopathy; Radiology; Diabetes mellitus; Fluorescence; Internal medicine; Retinal; Endocrinology; Optics","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":[0.00008954002,0.0001312133,0.0002347948,0.0003375911,0.00003468749,0.00001235626,0.00005503457,0.00005668229,0.00006375605],"category_scores_gemma":[0.0000869077,0.000107336,0.0002788169,0.0007572967,0.00007892692,0.00002687097,0.00002609192,0.00006566748,0.00004854313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005227691,"about_ca_system_score_gemma":0.0000480487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009378805,"about_ca_topic_score_gemma":0.000007130155,"domain_scores_codex":[0.999141,0.00005716687,0.0001821365,0.0002492317,0.0001428618,0.0002276379],"domain_scores_gemma":[0.9995632,0.00006176361,0.00003385799,0.0002106892,0.00004020655,0.00009026745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000807186,0.0004889097,0.9851754,0.0002749713,0.0007942178,0.0005708142,0.00009734964,0.00000111758,0.001981518,0.003053882,0.002910788,0.00384381],"study_design_scores_gemma":[0.001843143,0.0003465405,0.9928358,0.0007434117,0.0003300164,0.000004273346,0.0002397228,0.0002239434,0.0009783874,0.001088386,0.001254862,0.0001114632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756178,0.006628303,0.00003066377,0.001327115,0.00007282041,0.0004328049,0.00001076073,0.0000383565,0.01584144],"genre_scores_gemma":[0.9981877,0.0001841107,0.0009753712,0.0002070286,0.000009787433,0.00004030468,0.00004197824,0.00001136046,0.0003423822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02256994,"threshold_uncertainty_score":0.4377033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066864763375649,"score_gpt":0.3055049380075965,"score_spread":0.2948362903738401,"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."}}