{"id":"W2181511066","doi":"10.1001/jamaophthalmol.2015.4776","title":"Global Survey of Corneal Transplantation and Eye Banking","year":2015,"lang":"en","type":"article","venue":"JAMA Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":1663,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Corneal transplantation; Transplantation; Keratoconus; Cornea; Ophthalmology; Corneal disease; Eye bank; Corneal Transplant; Optometry; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001381502,0.0002314899,0.0002777565,0.002607268,0.0001622157,0.0003896948,0.0002592072,0.0003472031,0.002146722],"category_scores_gemma":[0.00428612,0.0001927039,0.0004093967,0.006268358,0.0002872167,0.0006167628,0.0005840988,0.0002870089,0.0002785013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004650186,"about_ca_system_score_gemma":0.0009879175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007004939,"about_ca_topic_score_gemma":0.006365741,"domain_scores_codex":[0.9988413,0.0003630477,0.0003155525,0.0001339435,0.0002561153,0.00009001267],"domain_scores_gemma":[0.9931102,0.00129984,0.00396651,0.0002047172,0.001044849,0.0003738858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003942893,0.00001550619,0.9707195,0.002588443,0.0001322146,0.0001635325,0.0009662753,0.00007788515,0.0003498856,0.0001838607,0.006357223,0.01840633],"study_design_scores_gemma":[0.000004925948,0.00003955135,0.9905344,0.0004947886,0.00004304562,0.0003836055,0.001301712,0.00005404467,0.00006794351,0.00004013116,0.007029261,0.000006540968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134054,0.02412121,0.0004249493,0.001598482,0.0000542809,0.0001370951,0.05258613,0.00003879659,0.00763361],"genre_scores_gemma":[0.9671824,0.01428216,0.0007414431,0.0005083453,0.00006200434,0.000160053,0.01632739,0.000008200509,0.0007279841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007004939,"threshold_uncertainty_score":0.01392835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06230265395759188,"score_gpt":0.3327410322107662,"score_spread":0.2704383782531743,"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."}}