{"id":"W4415475628","doi":"10.1681/asn.2025ab622ctg","title":"PDOPPS International Anemia Prevalence and Management in People Receiving Peritoneal Dialysis","year":2025,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peritoneal dialysis; Anemia; Kidney disease; MEDLINE; Nephrology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005325452,0.0001348685,0.0001502681,0.0009327283,0.00034014,0.0004029587,0.000302134,0.0001724538,0.002612157],"category_scores_gemma":[0.001775496,0.0001073413,0.0002839643,0.001444199,0.0001689666,0.0003061211,0.0007629105,0.0004162024,0.0002075717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006203511,"about_ca_system_score_gemma":0.0008305321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02350529,"about_ca_topic_score_gemma":0.01230018,"domain_scores_codex":[0.9996843,0.00007732581,0.00004594932,0.00005193648,0.0000903415,0.00005004385],"domain_scores_gemma":[0.9991422,0.00007761833,0.0005023453,0.00002557965,0.0001264106,0.0001258468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002426019,0.00001758822,0.9935634,0.00004875027,0.00002352367,0.00005456341,0.0001733132,0.00003210038,0.00003882531,0.00006158757,0.001186678,0.004775532],"study_design_scores_gemma":[0.000003512992,0.00001992339,0.998614,0.00003358906,0.00001017682,0.0001936238,0.000211562,0.00007730728,0.00001078339,0.00003384463,0.0007902959,0.000001339226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846161,0.001748256,0.0002828487,0.0009454688,0.00002995364,0.0001104374,0.006042745,0.00002788319,0.006196328],"genre_scores_gemma":[0.9968683,0.0007100511,0.0002135572,0.0001243783,0.00002203487,0.00007737849,0.001588678,0.000002598648,0.0003929885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02350529,"threshold_uncertainty_score":0.04673696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0083914957640072,"score_gpt":0.2862650410494125,"score_spread":0.2778735452854053,"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."}}