{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["12(1)"],"submitter":["Yerke A"],"journal":["Microbiome"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC10913632"],"repository":["biostudies-literature"],"pubmed_title":["Proportion-based normalizations outperform compositional data transformations in machine learning applications"],"pmcid":["PMC10913632"],"pubmed_authors":["Fry Brumit D","Fodor A","Yerke A"],"additional_accession":[]},"is_claimable":false,"name":"Proportion-based normalizations outperform compositional data transformations in machine learning applications","description":null,"dates":{"release":"2024-01-01T00:00:00Z","publication":"2024 Jan","modification":"2026-06-01T11:22:14.19Z","creation":"2026-04-08T11:50:57.572Z"},"accession":"S-EPMC10913632","cross_references":{}}