{"id":"W4407265641","doi":"10.1167/tvst.14.2.13","title":"Clinical and Scientific Considerations for Whole Eye Transplantation: An Ophthalmologist's Perspective","year":2025,"lang":"en","type":"article","venue":"Translational Vision Science & Technology","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kimberly-Clark (Canada)","funders":"Advanced Research Projects Agency","keywords":"Perspective (graphical); Medicine; Ophthalmology; Transplantation; Optometry; Computer science; Surgery; Artificial intelligence","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00113238,0.0001084024,0.0002155892,0.001289673,0.0008566935,0.0001226527,0.0001549358,0.0001604128,0.0001210175],"category_scores_gemma":[0.0002791029,0.00009735228,0.00005197466,0.001621433,0.00446099,0.0003419401,0.00001216411,0.0002245941,0.00001419653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002913068,"about_ca_system_score_gemma":0.000809139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005792181,"about_ca_topic_score_gemma":0.00002178685,"domain_scores_codex":[0.9983097,0.00003993481,0.00035634,0.0006640546,0.0003737675,0.0002561728],"domain_scores_gemma":[0.9984651,0.0003086879,0.00003807993,0.0002579472,0.000806205,0.0001239506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004579954,0.0004780169,0.08984839,0.000112855,0.00003694936,0.00004872122,0.0008816389,0.00004240151,0.06365092,0.8341051,0.0001436204,0.01019334],"study_design_scores_gemma":[0.007324239,0.001643957,0.6251646,0.0001677309,0.0002029408,0.0004447676,0.001954228,0.006846167,0.01748925,0.3337719,0.00464402,0.0003461901],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726901,0.00058268,0.04949573,0.07202914,0.0003512407,0.001346342,0.0001386012,0.0002230956,0.003143041],"genre_scores_gemma":[0.9791983,0.0000316116,0.01966309,0.0001517472,0.00002353987,0.00003826878,0.0000328296,0.000006195262,0.0008544585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5353162,"threshold_uncertainty_score":0.9982483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07743296281985568,"score_gpt":0.4901418295709739,"score_spread":0.4127088667511182,"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."}}