{"id":"W2963883588","doi":"10.1097/ico.0000000000002085","title":"Did Collagen Cross-Linking Reduce the Requirement for Corneal Transplantation in Keratoconus? The Canadian Experience","year":2019,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada; Vancouver General Hospital; University of British Columbia; University of Toronto","funders":"","keywords":"Keratoconus; Medicine; Corneal transplantation; Ophthalmology; Eye bank; Corneal graft; Transplantation; 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":[],"consensus_categories":[],"category_scores_codex":[0.000468673,0.0001197711,0.0001599985,0.0000530862,0.0002904838,0.00008260502,0.0001589706,0.00007224315,0.000175245],"category_scores_gemma":[0.00007093204,0.00007559983,0.00007748367,0.0002419331,0.0001171937,0.00009071374,0.00001108466,0.0001044432,0.00003751913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581916,"about_ca_system_score_gemma":0.0004485912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01306434,"about_ca_topic_score_gemma":0.09659147,"domain_scores_codex":[0.9989195,0.00004242731,0.0002616386,0.000251727,0.000178732,0.0003459174],"domain_scores_gemma":[0.9992145,0.000226832,0.00006160601,0.000312185,0.00007760178,0.0001072555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002432866,0.0001345287,0.9356754,0.0002807539,0.0000669898,0.0001419629,0.02674244,0.0009305007,0.007220532,0.003819621,0.001962735,0.02059172],"study_design_scores_gemma":[0.005494842,0.0004160235,0.9000581,0.0003604061,0.0001029869,0.0001567301,0.004279749,0.006682622,0.008590141,0.0008212335,0.07252859,0.0005086031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907789,0.0002081829,0.00006392317,0.001875208,0.0004451393,0.00195486,0.00001754279,0.00001893995,0.004637323],"genre_scores_gemma":[0.9967938,0.00003643258,0.00001922723,0.002043958,0.00008183012,0.0003359366,0.0000546369,0.00001491482,0.0006192531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08352713,"threshold_uncertainty_score":0.9935077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04275013814931024,"score_gpt":0.326631527115405,"score_spread":0.2838813889660948,"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."}}