{"id":"W4410612969","doi":"10.1097/ico.0000000000003902","title":"Femtosecond Descemet Membrane Endothelial Keratoplasty for Failed Deep Anterior Lamellar Keratoplasty: A Case Series","year":2025,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Descemet membrane; Keratoconus; Ophthalmology; Visual acuity; Surgery; Cornea","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002434708,0.0003155418,0.0006347539,0.0001894484,0.0002685763,0.00008747784,0.00009131983,0.0001763883,0.0007670231],"category_scores_gemma":[0.0004483254,0.0002892276,0.0002738223,0.0003460326,0.0001371088,0.000163262,0.00006959694,0.0002046401,0.00005403967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005773191,"about_ca_system_score_gemma":0.0002756288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003283568,"about_ca_topic_score_gemma":0.000678895,"domain_scores_codex":[0.9983528,0.00005712591,0.0004669543,0.0004978041,0.0001385037,0.0004868427],"domain_scores_gemma":[0.9987872,0.0003345309,0.00009349322,0.0004198182,0.000167627,0.0001973453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05447917,0.003324711,0.2771735,0.008717491,0.002951941,0.02765877,0.004670472,0.0001513012,0.2157858,0.01200823,0.04322892,0.3498497],"study_design_scores_gemma":[0.03076994,0.002634959,0.006336052,0.001164107,0.001528607,0.01429565,0.005335427,0.00606056,0.2435775,0.00179735,0.6844428,0.00205706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877403,0.001048325,0.004004241,0.0007472365,0.001010349,0.00110387,0.0001894566,0.00018387,0.003972386],"genre_scores_gemma":[0.9901161,0.0001264703,0.0008416159,0.00160459,0.000178004,0.0001927454,0.00007042725,0.0000400132,0.006830039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6412138,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208491543543525,"score_gpt":0.2591779350299545,"score_spread":0.2470930195945192,"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."}}