{"id":"W4413970061","doi":"10.1016/j.jcjo.2025.07.005","title":"Cost-utility analysis of cultured human corneal endothelial cells for corneal edema secondary to endothelial dysfunction: a Monte Carlo simulation model","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Kensington Health; University of Ottawa; University of Toronto","funders":"","keywords":"Monte Carlo method; Ophthalmology; Medicine; Computer science; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00259769,0.001139383,0.00174163,0.001625946,0.0008572608,0.002021698,0.002050632,0.00263126,0.005373382],"category_scores_gemma":[0.009141527,0.001039146,0.002166192,0.001630118,0.001054583,0.0009662373,0.000889645,0.001769812,0.0003061453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005956832,"about_ca_system_score_gemma":0.006060405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1393054,"about_ca_topic_score_gemma":0.05642856,"domain_scores_codex":[0.9989839,0.0005921156,0.00002861618,0.00009562461,0.0001164689,0.0001832294],"domain_scores_gemma":[0.9934731,0.005013728,0.000501482,0.0001090855,0.0006213741,0.0002812415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007407655,0.00002470395,0.0009004697,0.00001590154,0.00003147626,0.00004911519,0.000009752675,0.9968605,0.00004204047,0.001405969,0.0001580535,0.0004278885],"study_design_scores_gemma":[0.000063381,0.00004342644,0.00036536,0.00001399709,0.00004052158,0.0000172245,0.00002108727,0.9984022,0.00003753532,0.0007503914,0.0002365683,0.00000836699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8150715,0.002637349,0.1299866,0.003866578,0.0001931285,0.0009863488,0.004966302,0.0002014184,0.04209059],"genre_scores_gemma":[0.9764479,0.0008226691,0.01321065,0.0002834037,0.00003448507,0.0006527938,0.001039587,0.00002446778,0.007484004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1393054,"threshold_uncertainty_score":0.276989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04931306942917247,"score_gpt":0.3256556549406195,"score_spread":0.2763425855114471,"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."}}