{"id":"W3041016292","doi":"10.1097/ico.0000000000002358","title":"Global Consensus on the Management of Limbal Stem Cell Deficiency","year":2020,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Eye Institute","keywords":"Medicine; Transplantation; Limbal stem cell; Stem cell; Cornea; Surgery; Ophthalmology; Intensive care medicine; Corneal epithelium","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":[0.06939092,0.001597215,0.002902568,0.006279679,0.002091554,0.004944499,0.006927653,0.009781525,0.005218873],"category_scores_gemma":[0.06016195,0.0007434488,0.00390006,0.003917764,0.003357871,0.004215676,0.007118189,0.008882388,0.002433112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004848483,"about_ca_system_score_gemma":0.03209887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003166482,"about_ca_topic_score_gemma":0.001975547,"domain_scores_codex":[0.9569713,0.01858896,0.01238833,0.001854491,0.008288012,0.00190895],"domain_scores_gemma":[0.9437883,0.01947841,0.0046873,0.001798246,0.02569276,0.004554878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002970374,0.0001960252,0.002198073,0.03074218,0.0003917115,0.001174977,0.002868321,0.001678846,0.00196928,0.02969787,0.3276971,0.6010886],"study_design_scores_gemma":[0.0001877811,0.0002094346,0.002612709,0.07516176,0.0006287419,0.001495545,0.003106946,0.0007287953,0.001444828,0.02999306,0.8842937,0.0001366682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003956127,0.4277987,0.0243147,0.4799627,0.03672467,0.001089742,0.001368318,0.0004175497,0.02436739],"genre_scores_gemma":[0.0922498,0.5202841,0.1569437,0.1885736,0.01650068,0.005224133,0.007065694,0.0004505322,0.01270783],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06939092,"threshold_uncertainty_score":0.3669786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791282788026961,"score_gpt":0.2551458802551234,"score_spread":0.2072330523748538,"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."}}