{"id":"W4393541286","doi":"10.1038/s41581-024-00833-1","title":"The global landscape of kidney registries: immense challenges and unique opportunities","year":2024,"lang":"en","type":"review","venue":"Nature Reviews Nephrology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Wellcome Trust; University of Dundee","keywords":"Warrant; Kidney disease; Nephrology; Medicine; Intensive care medicine; Scale (ratio); Environmental health; Business; Environmental resource management; Internal medicine; Geography; Finance; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01099757,0.000785334,0.002004744,0.003520017,0.0007918159,0.00453846,0.001949311,0.003533093,0.006333409],"category_scores_gemma":[0.01646177,0.0003371495,0.0007205636,0.004517411,0.001952708,0.008784994,0.003715654,0.004499443,0.001763186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120278,"about_ca_system_score_gemma":0.009125796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002477568,"about_ca_topic_score_gemma":0.00568629,"domain_scores_codex":[0.9971247,0.001244026,0.0003569968,0.000278598,0.000770675,0.0002248999],"domain_scores_gemma":[0.9792195,0.01329081,0.00157254,0.0004468558,0.003790871,0.001679457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005094766,0.00005233752,0.001048332,0.008334622,0.00008994998,0.0002056358,0.0002475995,0.000530174,0.0002671509,0.02050086,0.09525761,0.8734148],"study_design_scores_gemma":[0.00001536741,0.00005111749,0.001497128,0.01265515,0.0001059873,0.0009555198,0.0006086059,0.0002548869,0.00008484325,0.0104466,0.9732849,0.00003995617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002647864,0.9651216,0.00096577,0.02996023,0.001399837,0.000008061949,0.0000827193,0.00004574371,0.00215125],"genre_scores_gemma":[0.002801073,0.9864455,0.001274084,0.005439728,0.003468359,0.00001534155,0.0001013983,0.00001368407,0.0004409393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01099757,"threshold_uncertainty_score":0.05816144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098478247260616,"score_gpt":0.3802325947938923,"score_spread":0.2703847700678307,"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."}}