{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002154341,0.0006139521,0.001107108,0.001479159,0.00059341,0.001429274,0.0008898511,0.001989032,0.003921669],"category_scores_gemma":[0.003271417,0.0001356124,0.0008493051,0.0006420467,0.001133308,0.001875774,0.0009004746,0.003329229,0.001098034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049359,"about_ca_system_score_gemma":0.001872979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001704597,"about_ca_topic_score_gemma":0.003522316,"domain_scores_codex":[0.999087,0.0002628851,0.0001324056,0.0001312782,0.0003042546,0.00008206906],"domain_scores_gemma":[0.99814,0.0008963152,0.0002389893,0.00003955111,0.0005337144,0.0001514747],"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":[0.0000946052,0.00005633634,0.001226768,0.00700945,0.00008655825,0.001961341,0.0001698531,0.0006166231,0.001367232,0.00879211,0.06541516,0.913204],"study_design_scores_gemma":[0.00005643522,0.0002130237,0.003608528,0.02353091,0.0002948397,0.02563426,0.0009225413,0.0009261008,0.000996328,0.026416,0.9173087,0.00009231357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006559569,0.9749131,0.001885813,0.0179774,0.001233499,0.00001404383,0.00003711584,0.00003519222,0.003247838],"genre_scores_gemma":[0.009619595,0.9738908,0.004225544,0.006700539,0.00414689,0.00003029162,0.0001079005,0.0000144911,0.001264002],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003921669,"threshold_uncertainty_score":0.01311928,"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."}}