{"id":"W3213308901","doi":"10.1007/s10561-021-09968-y","title":"Canadian demand and access to corneal transplantation: a provincial comparison","year":2021,"lang":"en","type":"article","venue":"Cell and Tissue Banking","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; University of Toronto; Canadian Blood Services; Bank of Canada","funders":"Canadian Blood Services","keywords":"Donation; Benchmarking; Equity (law); Transparency (behavior); Transplantation; Corneal transplantation; Business; Organ donation; Transplant surgery; Medicine; Marketing; Political science; Economics; Economic growth; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001553991,0.00043896,0.0006278256,0.003814436,0.004096938,0.002345612,0.001478364,0.0006046318,0.006687015],"category_scores_gemma":[0.005569417,0.0003923873,0.001577552,0.01254005,0.001042616,0.0007036176,0.002206048,0.0009529777,0.0004582087],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08021568,"about_ca_system_score_gemma":0.06824228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9980401,"about_ca_topic_score_gemma":0.9983488,"domain_scores_codex":[0.9976441,0.0001674598,0.0001331029,0.0001982871,0.0008375561,0.001019359],"domain_scores_gemma":[0.9945628,0.0004193919,0.0007062261,0.0001786626,0.002914087,0.001218828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005985833,0.0001523356,0.9733667,0.0001730614,0.0001832899,0.0003225492,0.00371587,0.0008662253,0.0002089927,0.001712093,0.006335219,0.01236501],"study_design_scores_gemma":[0.00006664325,0.0000850245,0.9846607,0.00007813291,0.00008814923,0.0001369233,0.00858184,0.001113091,0.00007694491,0.00017856,0.004889485,0.00004457759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679794,0.001151283,0.0001821931,0.001439792,0.00003692307,0.0001090179,0.01500602,0.00002540252,0.01406999],"genre_scores_gemma":[0.993125,0.0005716587,0.0001747135,0.000163004,0.000008351515,0.00003660868,0.004496651,0.00001287314,0.001411034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9197843,"threshold_uncertainty_score":0.5820082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902999013727082,"score_gpt":0.2880499878605829,"score_spread":0.2690199977233121,"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."}}