{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008485188,0.0001195424,0.0001618392,0.0001046694,0.00002062878,0.0000296076,0.00003792897,0.00003052671,0.00009293178],"category_scores_gemma":[0.00004996532,0.00009564487,0.00008931924,0.0002154869,0.00004209612,0.00004742451,0.00002905366,0.0001361098,0.0002392958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036158,"about_ca_system_score_gemma":0.00006430066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002301054,"about_ca_topic_score_gemma":9.497658e-7,"domain_scores_codex":[0.9991689,0.00002558548,0.0001564884,0.000252125,0.0001677502,0.0002291299],"domain_scores_gemma":[0.9996274,0.00005127132,0.00001649716,0.0001646008,0.00002681957,0.000113411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007528315,0.0008239352,0.8189213,0.00101479,0.0001646036,0.02650869,0.001112777,0.00001386666,0.00251415,0.01284384,0.002788301,0.1325409],"study_design_scores_gemma":[0.00197541,0.000800591,0.9549738,0.004116468,0.0005165997,0.000418897,0.0005871967,0.02674249,0.001405499,0.004001273,0.004020823,0.0004409821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569305,0.005986689,0.00005006242,0.001414057,0.0002067322,0.0003036912,0.00001122631,0.0001184383,0.03497861],"genre_scores_gemma":[0.9979976,0.0001972559,0.0004756911,0.0001147535,0.0000949945,0.00002097167,0.00001768192,0.00002614385,0.001054888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360525,"threshold_uncertainty_score":0.3900285,"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."}}