{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007595037,0.0003113547,0.0002988435,0.001070451,0.0001701298,0.0005437876,0.0002136955,0.0004263525,0.0008573846],"category_scores_gemma":[0.00229536,0.0001142186,0.0002631849,0.0008474652,0.000151857,0.000356016,0.0002216462,0.0003225054,0.0001485243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692802,"about_ca_system_score_gemma":0.0001967067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070545,"about_ca_topic_score_gemma":0.0009493148,"domain_scores_codex":[0.9997411,0.00008742144,0.00003725076,0.00004473404,0.00005361152,0.000035758],"domain_scores_gemma":[0.9984023,0.0003313717,0.0009540608,0.00005122794,0.0001699609,0.00009115435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005773851,0.0001075023,0.9849085,0.00007305541,0.0001191378,0.0001219377,0.00002844321,0.0001392049,0.002274834,0.00008036241,0.0001721555,0.01139763],"study_design_scores_gemma":[0.00001603054,0.0002245348,0.9963855,0.00003115813,0.0000720991,0.0007940456,0.00005555999,0.0008350125,0.0008849733,0.0001421316,0.0005509901,0.0000078904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913321,0.006193314,0.0009090871,0.0001500212,0.00001501295,0.00002326335,0.0005022668,0.00002303991,0.0008518975],"genre_scores_gemma":[0.9985121,0.0004246833,0.0006588369,0.00005788005,0.00001675333,0.00001316422,0.0001536691,0.00000149196,0.0001614511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001070545,"threshold_uncertainty_score":0.004016638,"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."}}