{"id":"W4392745030","doi":"10.1097/iae.0000000000004088","title":"ADAPTIVE OPTICS IMAGING IN DIABETIC RETINOPATHY","year":2024,"lang":"en","type":"article","venue":"Retina","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Western University; Public Health Ontario; McMaster University; Kensington Health; University of Toronto","funders":"","keywords":"Diabetic retinopathy; Ophthalmology; Medicine; Retinal; Lumen (anatomy); Prospective cohort study; Retinopathy; Gee; Generalized estimating equation; Visual acuity; Diabetes mellitus; Internal medicine; Mathematics; Endocrinology","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":[0.001385985,0.0003493976,0.0002492335,0.0006708123,0.000208296,0.0005456653,0.0003133911,0.0003283575,0.001162039],"category_scores_gemma":[0.003631855,0.0001498984,0.000348471,0.0006994605,0.0003191342,0.000317411,0.0003674993,0.000533003,0.0001285088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580192,"about_ca_system_score_gemma":0.0004540588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002067171,"about_ca_topic_score_gemma":0.001869742,"domain_scores_codex":[0.9995015,0.000227894,0.00004109502,0.00006878551,0.0001238055,0.00003690717],"domain_scores_gemma":[0.9971173,0.0008160514,0.001511017,0.0001293325,0.0003120381,0.000114278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004679461,0.0001756309,0.9698142,0.000135594,0.0001393691,0.0001363784,0.00006553422,0.0002401009,0.002105541,0.0001523872,0.0001536247,0.02641363],"study_design_scores_gemma":[0.00002888666,0.000659375,0.9937186,0.00008447343,0.0001716525,0.001326356,0.0001049844,0.001568535,0.001237616,0.0003237747,0.0007653174,0.00001045025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914106,0.004854716,0.001611356,0.0002486214,0.00001872315,0.00003357762,0.000160797,0.00002063725,0.001641048],"genre_scores_gemma":[0.995863,0.001336436,0.002304418,0.00009453237,0.00003101618,0.00001255006,0.00007471554,0.000003429109,0.0002799644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002067171,"threshold_uncertainty_score":0.007329881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171421553742901,"score_gpt":0.2800399266496599,"score_spread":0.2683257111122309,"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."}}