{"id":"W4380448049","doi":"10.1093/ndt/gfad063c_5529","title":"#5529 RED BLOOD CELL TRANSFUSION RATES IN THE INTERNATIONAL DOPPS PROGRAM (2012–2022): HEMODIALYSIS, PERITONEAL DIALYSIS, AND NON-DIALYSIS CKD POPULATIONS","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Kidney disease; Hemodialysis; Intensive care medicine; Anemia; Dialysis; Prospective cohort study; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001968842,0.0004125953,0.0003701321,0.001537841,0.0003259357,0.0009043042,0.0007771775,0.0003946947,0.001876963],"category_scores_gemma":[0.003741309,0.0002719357,0.0009070344,0.002839879,0.0003053926,0.0007301418,0.001102901,0.0006565924,0.0003541381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009086325,"about_ca_system_score_gemma":0.0008503821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03611367,"about_ca_topic_score_gemma":0.02052696,"domain_scores_codex":[0.9988195,0.0003823677,0.0001681314,0.0003118352,0.0001620122,0.0001561097],"domain_scores_gemma":[0.9956864,0.0004834971,0.002754404,0.0002275122,0.0004203429,0.0004278866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005475986,0.00002484383,0.9977562,0.00002153506,0.00008846627,0.00001355804,0.00006729588,0.0001464052,0.00002660785,0.00004527007,0.0008720973,0.0008829325],"study_design_scores_gemma":[0.00001459564,0.00003935178,0.9982182,0.00002185033,0.00005298493,0.00008233261,0.0002286053,0.0005121981,0.00004380792,0.00002721091,0.0007533874,0.000005493273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701083,0.0003808105,0.0005095916,0.000203372,0.00002062928,0.00008585965,0.02733927,0.0000240647,0.001328238],"genre_scores_gemma":[0.9755131,0.000236042,0.0005557756,0.0001788989,0.00003592081,0.0002550501,0.02262959,0.00001048538,0.0005850815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03611367,"threshold_uncertainty_score":0.07180697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086534943584712,"score_gpt":0.2641699866279824,"score_spread":0.2533046371921353,"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."}}