{"id":"W2910893554","doi":"10.1097/ico.0000000000001820","title":"Global Consensus on Definition, Classification, Diagnosis, and Staging of Limbal Stem Cell Deficiency","year":2018,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":360,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Eye Institute; Allergan; School of Medicine, Duke University; University of Illinois at Urbana-Champaign; Taipei Medical University; Santen; University of Toronto; Hebrew University of Jerusalem; Universität zu Köln; Aarhus Universitet; Kowa Company; University of Bern; Fundação de Amparo à Pesquisa do Estado de São Paulo; Singapore Eye Research Institute; Aarhus Universitetshospital; Conselho Nacional de Desenvolvimento Científico e Tecnológico; California Institute for Regenerative Medicine; University of Cincinnati; Valeant Pharmaceuticals International; Chiesi Farmaceutici; National Institute for Health and Care Research","keywords":"Medicine; Consensus conference; Medical diagnosis; Presentation (obstetrics); Intensive care medicine; Medical physics; Pathology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008743918,0.0001049187,0.0001743263,0.00004005211,0.00008519948,0.000009453146,0.00003271136,0.0000498779,0.00005545924],"category_scores_gemma":[0.00003804549,0.00009052668,0.00003961381,0.000192535,0.0001859529,0.00001847322,0.00001996605,0.00004132175,0.00006365305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005714853,"about_ca_system_score_gemma":0.0000735853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002663098,"about_ca_topic_score_gemma":0.000009308,"domain_scores_codex":[0.9992373,0.0000308915,0.0002095685,0.0002254707,0.0001411207,0.000155671],"domain_scores_gemma":[0.9992961,0.0001458314,0.00009602041,0.0002115611,0.0001468872,0.000103553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001943751,0.0005057542,0.9750482,0.0000577931,0.00001739143,0.00002403863,0.0001013875,2.798942e-7,0.00018146,0.00365532,0.001999619,0.01821437],"study_design_scores_gemma":[0.001073401,0.0008457744,0.9911692,0.0001200583,0.0001052556,0.00003374658,0.000205526,0.00005701895,0.004304991,0.0005906897,0.001390056,0.0001043538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766598,0.0004813017,0.00003867544,0.0002372424,0.0001432551,0.000178558,0.00005577711,0.00003538694,0.02217002],"genre_scores_gemma":[0.9993776,0.0001053579,0.0001352162,0.0001970063,0.00004707808,0.00001648039,0.00001885004,0.00000721248,0.00009521596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0227178,"threshold_uncertainty_score":0.3691571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06823458048688716,"score_gpt":0.2894405281339295,"score_spread":0.2212059476470423,"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."}}