{"id":"W2802712902","doi":"10.1097/ico.0000000000001628","title":"Descemet Membrane Endothelial Keratoplasty After Penetrating Keratoplasty: Features for Success","year":2018,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Descemet membrane; Visual acuity; Ophthalmology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002324834,0.0002510323,0.0003551866,0.00009847047,0.0002057926,0.00008008099,0.00009748426,0.0001480002,0.001152349],"category_scores_gemma":[0.0003574117,0.0002142431,0.0001869725,0.0002103479,0.0001644402,0.0001385331,0.00004544496,0.0001821972,0.0001089132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003292818,"about_ca_system_score_gemma":0.0001609492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003641327,"about_ca_topic_score_gemma":0.0003521698,"domain_scores_codex":[0.9985271,0.00003863797,0.0002985102,0.0004336019,0.0002259553,0.0004762066],"domain_scores_gemma":[0.9988962,0.0002601189,0.00008099592,0.0003217294,0.0002239124,0.0002170759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01921177,0.0009015822,0.7633076,0.0009556831,0.0004099153,0.000282427,0.001741714,0.00000882304,0.09995782,0.002092895,0.04513784,0.06599187],"study_design_scores_gemma":[0.0121673,0.002985435,0.5670912,0.0005382903,0.0005484037,0.0005804995,0.0005370806,0.001011718,0.2149367,0.0008631129,0.1972028,0.00153749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990584,0.0003645138,0.0008799394,0.0003875674,0.0008910959,0.0006189971,0.00007229202,0.0001328814,0.00606874],"genre_scores_gemma":[0.9936869,0.00002049652,0.0007990128,0.001881099,0.001197507,0.0001532006,0.00005699513,0.00004518979,0.002159567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1962164,"threshold_uncertainty_score":0.9997607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658158192420698,"score_gpt":0.2719482267278168,"score_spread":0.2553666448036098,"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."}}