{"id":"W4413106970","doi":"10.1016/j.ajo.2025.08.012","title":"Delphi-Based Global Consensus on Fuchs Endothelial Corneal Dystrophy. An Endothelial Keratoplasty Learners Group Initiative","year":2025,"lang":"en","type":"article","venue":"American Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Surgical Specialties (Canada)","funders":"Defense Systems Management College; Deutsche Ophthalmologische Gesellschaft; Saudi Ophthalmological Society; University College London; Mayo Foundation for Medical Education and Research; Deutsche Forschungsgemeinschaft; Eye Bank Association of America; Universität zu Köln; American Society of Colon and Rectal Surgeons; Vanderbilt University; Roche; Research to Prevent Blindness; Minnesota Lions Vision Foundation; European Society of Cataract and Refractive Surgeons; Santen USA","keywords":"Medicine; Subclinical infection; Intervention (counseling); Consensus conference; Ophthalmology; Intensive care medicine; Pathology; Internal medicine","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":[0.1531273,0.0007225971,0.0006571787,0.001999207,0.006376838,0.003004384,0.002343515,0.002737644,0.003402511],"category_scores_gemma":[0.1092382,0.0005696138,0.001301909,0.00123329,0.002342691,0.003144113,0.01603273,0.004293494,0.0006006523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006213117,"about_ca_system_score_gemma":0.04435329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003742002,"about_ca_topic_score_gemma":0.006780802,"domain_scores_codex":[0.8967948,0.07944263,0.008086566,0.001848178,0.007764457,0.006063235],"domain_scores_gemma":[0.8940104,0.04962831,0.00499243,0.003963431,0.03279082,0.01461456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001521907,0.002481859,0.1059123,0.004846322,0.0004304717,0.002585272,0.3020647,0.00184412,0.005662533,0.01767805,0.09839427,0.4565783],"study_design_scores_gemma":[0.001284809,0.002818556,0.185509,0.0114345,0.000394348,0.002269765,0.5341198,0.004485471,0.003927273,0.0268335,0.2263433,0.0005797214],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7588376,0.003120865,0.02269707,0.113196,0.003465455,0.02326764,0.0013752,0.0002226798,0.07381748],"genre_scores_gemma":[0.9367946,0.001741537,0.02984825,0.009277035,0.0004204868,0.01425115,0.00127114,0.0000761862,0.006319677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1531273,"threshold_uncertainty_score":0.8098244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459401556995054,"score_gpt":0.3157059691699801,"score_spread":0.2911119536000295,"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."}}