{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005075028,0.00008876678,0.0001423511,0.000007549631,0.00003768977,0.000004731611,0.00006438934,0.00002442592,0.0001009224],"category_scores_gemma":[0.000004362367,0.00005561106,0.0000789192,0.0001981843,0.00004551491,0.000005254498,0.00004228602,0.00004601732,0.0001881723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003298182,"about_ca_system_score_gemma":0.0000234122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006319901,"about_ca_topic_score_gemma":5.552919e-7,"domain_scores_codex":[0.9993734,0.00002213458,0.000142218,0.0001614841,0.0001679753,0.0001327696],"domain_scores_gemma":[0.9995866,0.00005653324,0.00005116271,0.0001931625,0.00002393344,0.00008858563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006382192,0.004863206,0.5333275,0.002030218,0.001093418,0.00540132,0.001348635,0.0002084532,0.0009260051,0.07440221,0.06005639,0.3099605],"study_design_scores_gemma":[0.009269365,0.005846074,0.9193185,0.0006940083,0.00170882,0.000127913,0.003760359,0.001439252,0.01767708,0.0008246842,0.03864865,0.0006853013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071189,0.000278717,0.00002068432,0.00174632,0.00009412553,0.0002618485,0.00002084476,0.00003002,0.09042852],"genre_scores_gemma":[0.9986038,0.00002449213,0.00004337329,0.000863148,0.00002138947,0.000006511022,0.000004035412,0.000005154655,0.000428088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.385991,"threshold_uncertainty_score":0.2418638,"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."}}