{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003566955,0.00005973963,0.000121539,0.00004681765,0.0001307872,0.00006918496,0.00002163649,0.00003354574,0.0002264224],"category_scores_gemma":[0.000007165412,0.00005626903,0.00001005021,0.00008412755,0.00001713181,0.00004471886,0.00001345611,0.00006450144,0.000006990691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001745972,"about_ca_system_score_gemma":0.0001433048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006085031,"about_ca_topic_score_gemma":0.05208095,"domain_scores_codex":[0.9995622,0.00000990743,0.00009341311,0.0001463328,0.00006255858,0.0001255913],"domain_scores_gemma":[0.9996608,0.00002198544,0.00001356323,0.0000509137,0.0000383418,0.0002143815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003074261,0.0002377435,0.7440301,0.002306354,0.00009144128,0.006709225,0.0152133,0.00004034842,0.03366581,0.003462648,0.005881606,0.1880541],"study_design_scores_gemma":[0.001870709,0.0003181298,0.8845851,0.0003842373,0.0003531069,0.001294944,0.0005226555,0.0004117705,0.04231557,0.0005770722,0.06703246,0.0003342125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815258,0.0008168897,0.000594053,0.00211471,0.00006722906,0.0001725534,0.0000171572,0.00001079343,0.01468076],"genre_scores_gemma":[0.9976026,0.00007245978,0.000544468,0.0004543002,0.0001092204,0.00000742615,0.00004898593,0.000005234855,0.001155328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877199,"threshold_uncertainty_score":0.9652161,"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."}}