{"id":"W3166110357","doi":"10.1080/17469899.2021.1933441","title":"Diagnosis and management of limbal stem cell deficiency, challenges, and future prospects","year":2021,"lang":"en","type":"article","venue":"Expert Review of Ophthalmology","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Medicine; Stem cell; Keratoprosthesis; Limbal stem cell; Ophthalmology; Cornea; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114288,0.0001230675,0.000551128,0.00002658815,0.00001929789,0.000001321104,0.00003393972,0.00005710296,0.0001702427],"category_scores_gemma":[0.000005758587,0.00009407519,0.00007256302,0.00009425641,0.00006161659,0.00002283547,0.00008981587,0.0000494134,0.000002154588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001317185,"about_ca_system_score_gemma":0.00002144561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003431342,"about_ca_topic_score_gemma":1.298771e-7,"domain_scores_codex":[0.9991528,0.00006532104,0.0002686366,0.0002674948,0.0001130591,0.0001327024],"domain_scores_gemma":[0.999469,0.00005501319,0.0001028886,0.0002427182,0.00005969101,0.00007070158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001325156,0.002992012,0.06383743,0.1031461,0.0003864482,0.01559792,0.0009788054,2.300347e-8,0.0003044615,0.004313885,0.0006885488,0.8076218],"study_design_scores_gemma":[0.003376658,0.002860268,0.8334748,0.02826395,0.0008740332,0.03202916,0.001755154,0.000001632412,0.0150489,0.0002308926,0.08154547,0.0005390866],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3183098,0.6718777,1.43575e-7,0.0009931031,0.00008990316,0.000277269,0.000002476092,0.000003603475,0.008445948],"genre_scores_gemma":[0.405261,0.5941365,0.0003128163,0.00005989317,0.00002616426,0.00005703184,0.000005202249,0.000005389316,0.00013595],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8070827,"threshold_uncertainty_score":0.3836275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04159942695547668,"score_gpt":0.3208754443347799,"score_spread":0.2792760173793032,"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."}}