{"id":"W2607992543","doi":"10.1007/978-3-319-45495-5_53","title":"Ahmed Glaucoma Valve with Scleral Patch Graft and Cataract Extraction","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Glaucoma; Glaucoma valve; Trabeculectomy; Ophthalmology; Implant; Cataract extraction; Glaucoma surgery; Surgery","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":[0.0001655683,0.0005482892,0.0003291646,0.0007926361,0.0005717332,0.001077526,0.0004427396,0.001235919,0.04597479],"category_scores_gemma":[0.0003875197,0.0001801151,0.0003895357,0.0004837209,0.0005373929,0.001610877,0.0008039546,0.002033016,0.01487341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000507283,"about_ca_system_score_gemma":0.0006583441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007364485,"about_ca_topic_score_gemma":0.003596094,"domain_scores_codex":[0.9998904,0.00001473126,0.000007334252,0.00001367889,0.00006231469,0.00001135684],"domain_scores_gemma":[0.9999295,0.00003707686,0.000004645066,0.000005823996,0.00001268919,0.00001030005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.00002563848,0.0001032307,0.0001718017,0.0004389416,0.000008602661,0.002544116,0.0003294652,0.0004832508,0.001177851,0.1008953,0.4577538,0.436068],"study_design_scores_gemma":[0.00000334675,0.00001352003,0.0002193436,0.0001808793,0.000002734399,0.003553157,0.00005307198,0.0001082347,0.0001766876,0.01775262,0.9779295,0.000006779415],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001551903,0.05426326,0.007335838,0.006732767,0.009050606,0.00005671876,0.0002011589,0.0002327759,0.920575],"genre_scores_gemma":[0.006748376,0.03275403,0.005514718,0.004026165,0.003349072,0.00003536326,0.0001822314,0.0001251476,0.947265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04597479,"threshold_uncertainty_score":0.153801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565117703164398,"score_gpt":0.2590595420266349,"score_spread":0.243408364994991,"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."}}