{"id":"W3196957352","doi":"10.1097/tp.0000000000003943","title":"Global Estimates of Capacity for Kidney Transplantation in World Countries and Regions","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Regina General Hospital; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Population; Transplantation; Nephrology; Kidney transplantation; Dialysis; Incidence (geometry); Health care; Demography; Environmental health; Economic growth; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000110412,0.0001110996,0.0002140998,0.0001359669,0.00004519161,0.00001342548,0.00002254017,0.00006613322,0.00004084589],"category_scores_gemma":[0.00002528848,0.0001165581,0.0000462611,0.000331259,0.00006684428,0.0001629948,8.718355e-7,0.00005192086,0.000001534937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000038016,"about_ca_system_score_gemma":0.0001348338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008474573,"about_ca_topic_score_gemma":0.00174661,"domain_scores_codex":[0.999169,0.0000273885,0.0003096583,0.0001997507,0.0001637698,0.0001304198],"domain_scores_gemma":[0.9994995,0.0001363961,0.00006366449,0.00007518972,0.0001442895,0.00008094553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005654023,0.0005736704,0.7862425,0.01676576,0.0002178862,0.0002692069,0.008883458,0.0002248863,0.03692599,0.1398619,0.0003123683,0.00406825],"study_design_scores_gemma":[0.009884323,0.0001362447,0.8683701,0.0009322557,0.0007140309,0.0005465869,0.0001329419,0.0007996768,0.1126562,0.005049628,0.000562426,0.000215602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062797,0.0001785967,0.08782951,0.002468835,0.0001211732,0.0005585056,0.001078051,0.00005880823,0.001426825],"genre_scores_gemma":[0.9839128,0.001407198,0.01261672,0.0004346778,0.00002136004,0.00002803904,0.001507741,0.0000106877,0.00006079466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1348123,"threshold_uncertainty_score":0.4753099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169474122954983,"score_gpt":0.2865696859359718,"score_spread":0.264874944706422,"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."}}