{"id":"W1992813906","doi":"10.1136/bjo.86.1.57","title":"Outcome of corneal transplantation: can a prioritisation system predict outcome?","year":2002,"lang":"en","type":"article","venue":"British Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Visual acuity; Demographics; Corneal transplantation; Transplantation; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004089811,0.0001160008,0.0006475491,0.0001585439,0.00005581276,0.00001313237,0.0001009553,0.0001401749,0.0006821233],"category_scores_gemma":[0.0001753989,0.0001284632,0.000252385,0.0001776036,0.0001039294,0.0001008062,0.000009429737,0.0002904467,0.000006457456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007334838,"about_ca_system_score_gemma":0.00005044512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002778773,"about_ca_topic_score_gemma":0.00001164527,"domain_scores_codex":[0.9980381,0.0001265463,0.001166273,0.0001375436,0.0003164394,0.0002150661],"domain_scores_gemma":[0.9988359,0.0001449609,0.0004846014,0.000108411,0.0002575294,0.0001685521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000294954,0.0002636748,0.9548395,0.0006212315,0.00009577123,0.03598232,0.0001915215,0.000024856,0.000131395,0.00007540937,0.0003458307,0.007133594],"study_design_scores_gemma":[0.001856043,0.0005336937,0.5389685,0.0003085463,0.0001434907,0.4577393,0.0001837719,0.00006774684,0.00004456819,0.00001952996,0.0000602604,0.00007450525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905087,0.001561624,0.0001598103,0.0002597196,0.0006483373,0.0001798311,0.00005071226,0.00001528431,0.006616024],"genre_scores_gemma":[0.9989261,0.0001620268,0.0002967053,0.00005117067,0.0001602325,0.000003407878,0.00001101419,0.00001630651,0.0003730473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421757,"threshold_uncertainty_score":0.7468771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04807662632229677,"score_gpt":0.2863391384026268,"score_spread":0.23826251208033,"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."}}