{"id":"W3122060261","doi":"10.1038/s41598-020-79254-6","title":"A real-world longitudinal study of anemia management in non-dialysis-dependent chronic kidney disease patients: a multinational analysis of CKDopps","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Anemia; Kidney disease; Internal medicine; Discontinuation; Hemoglobin; Dialysis; Incidence (geometry); Intensive care medicine; Pediatrics","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":[0.001679967,0.0003286065,0.0003644721,0.0009829084,0.0005110567,0.0007320121,0.0005050511,0.0004394976,0.001012084],"category_scores_gemma":[0.003478796,0.0003367635,0.0006271934,0.001800771,0.0002853789,0.0005953097,0.0009681342,0.0006749108,0.0001832932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004996053,"about_ca_system_score_gemma":0.0006594889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02507629,"about_ca_topic_score_gemma":0.02723983,"domain_scores_codex":[0.9990456,0.0003913559,0.00008965973,0.0002051566,0.0001118782,0.0001563975],"domain_scores_gemma":[0.9965577,0.0006414576,0.001611447,0.0004932334,0.0002897182,0.0004065318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002963362,0.00001813861,0.9994674,0.000004304125,0.0000485814,0.00002121986,0.00007249143,0.00001380497,0.00003623761,0.000007553975,0.00005385097,0.0002268002],"study_design_scores_gemma":[0.000005484551,0.00005009737,0.9992371,0.000005193094,0.00003530099,0.00009318611,0.0002468267,0.0001588927,0.00001612447,0.000006947902,0.000142453,0.00000237203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985781,0.00008268197,0.0000922332,0.00003714902,0.00000221903,0.00001025974,0.001059561,0.00000204403,0.0001356613],"genre_scores_gemma":[0.9983102,0.00007631356,0.0001350141,0.00003921263,0.000006394544,0.00002360747,0.001330824,0.00000256203,0.0000758126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02507629,"threshold_uncertainty_score":0.04986066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156285185630446,"score_gpt":0.3024300709413246,"score_spread":0.28680155237828,"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."}}