{"id":"W4413116105","doi":"10.1016/j.ophtha.2025.07.038","title":"Baseline OCT Biomarkers Associated with Visual Acuity in Diabetic Macular Edema","year":2025,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Queen's University; University of Toronto; McMaster University","funders":"Johnson and Johnson; American Academy of Ophthalmology; Boehringer Ingelheim","keywords":"Medicine; Ophthalmology; Visual acuity; Optical coherence tomography; Diabetic retinopathy; Biomarker; Macular edema; Diabetic macular edema; Meta-analysis; Retinal; MEDLINE; Internal medicine; Diabetes mellitus","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":[0.03466781,0.0009457538,0.006310055,0.00512762,0.0002859331,0.00333056,0.001431151,0.002095215,0.001979202],"category_scores_gemma":[0.1611493,0.0008502686,0.008757562,0.003494796,0.0009439721,0.001663391,0.001262585,0.001742717,0.0001875982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002113504,"about_ca_system_score_gemma":0.002790896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004944139,"about_ca_topic_score_gemma":0.006178298,"domain_scores_codex":[0.9668689,0.01519458,0.01121118,0.00206509,0.004310374,0.0003498145],"domain_scores_gemma":[0.777432,0.1608881,0.05001722,0.002632133,0.00842979,0.0006007006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.003611724,0.000087359,0.05755908,0.6287478,0.1529181,0.0001354883,0.0003243506,0.000635158,0.0003637963,0.0006578423,0.002871427,0.1520879],"study_design_scores_gemma":[0.002301915,0.00131501,0.1205764,0.4582099,0.3876838,0.001051672,0.0004123741,0.001091444,0.0007731178,0.003072067,0.02333288,0.0001794151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00553818,0.9916576,0.0004607773,0.0009393055,0.0001963017,0.0001509237,0.000585988,0.000007289822,0.0004637059],"genre_scores_gemma":[0.3323173,0.6575503,0.003920095,0.002924641,0.0009500395,0.0007524686,0.00129797,0.0000193253,0.0002677216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03466781,"threshold_uncertainty_score":0.1833431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364116008913814,"score_gpt":0.3264188774067873,"score_spread":0.3127777173176492,"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."}}