{"id":"W4408572162","doi":"10.1097/ico.0000000000003860","title":"Timeframe to Keratoplasty After Ocular Surface Stem Cell Transplantation","year":2025,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Ophthalmology; Corneal transplantation; Transplantation; Cornea; Prospective cohort study; Surgery","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":[0.001150793,0.0001543269,0.000201768,0.001084718,0.0004481007,0.0008783123,0.0003576267,0.0002291182,0.002897864],"category_scores_gemma":[0.009950736,0.0001153073,0.0003633867,0.000973,0.0002104145,0.0006501807,0.000651693,0.0005920465,0.0003351366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149753,"about_ca_system_score_gemma":0.0011924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005197202,"about_ca_topic_score_gemma":0.004378273,"domain_scores_codex":[0.9983581,0.0002340444,0.0003404196,0.000296209,0.0005067063,0.0002644675],"domain_scores_gemma":[0.9864644,0.003290521,0.00817675,0.0002530268,0.001047241,0.0007680749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003448047,0.00005506173,0.985153,0.0000510882,0.00003356003,0.0005235284,0.0002341234,0.0003106537,0.0003960715,0.0001648463,0.0002578071,0.01247548],"study_design_scores_gemma":[0.00001240493,0.0004305858,0.9902153,0.00007616392,0.00004537471,0.003410352,0.0008531781,0.0007873146,0.001524024,0.0001686792,0.002457585,0.00001903014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957101,0.001604819,0.0006486475,0.0001393921,0.00003176089,0.00002760113,0.0004358852,0.00002370799,0.001377984],"genre_scores_gemma":[0.9989374,0.0003148622,0.0002283169,0.00002054174,0.00001833613,0.00001106384,0.0003375481,0.000005166999,0.0001266565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005197202,"threshold_uncertainty_score":0.0103339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007504994096882814,"score_gpt":0.238756734266796,"score_spread":0.2312517401699132,"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."}}