{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001709738,0.0001971141,0.0003848147,0.0009334805,0.001542061,0.001020054,0.0009181139,0.0004511356,0.001923029],"category_scores_gemma":[0.007899115,0.0001946039,0.0004201276,0.002576102,0.0008519353,0.0003687541,0.0004796866,0.0005895849,0.0001292351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01946115,"about_ca_system_score_gemma":0.03135298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9526304,"about_ca_topic_score_gemma":0.9799945,"domain_scores_codex":[0.9983892,0.0001363481,0.0001197034,0.0001393506,0.0008646771,0.0003506773],"domain_scores_gemma":[0.9945378,0.000536838,0.001474558,0.0001558394,0.002327828,0.0009672728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003410062,0.00004480833,0.9559687,0.000488393,0.0001166599,0.0005858323,0.002056531,0.0001553313,0.0006140086,0.0002999816,0.00288624,0.03644246],"study_design_scores_gemma":[0.00002199895,0.0001189234,0.9844909,0.0004733221,0.000133218,0.001541151,0.002998903,0.0001387592,0.000274095,0.00005055424,0.009733465,0.00002477322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604039,0.02303788,0.0002222722,0.003523197,0.000142926,0.00006045751,0.001295443,0.00001519269,0.0112989],"genre_scores_gemma":[0.9894328,0.00892355,0.0002426727,0.0004019852,0.00003871379,0.000007749672,0.0003392161,0.000007037749,0.0006064359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0473696,"threshold_uncertainty_score":0.1412012,"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."}}