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The model for BRAT is “stand-off” annotation.
What you are looking for is “in-line” annotation.
The BioC format uses XML: https://academic.oup.com/database/article/doi/10.1093/database/bat064/341301
You may wish to see whether the brat2bioc tool is useful to you:
https://bitbucket.org/nicta_biomed/brat2bioc/src/default/
Jimeno Yepes A, Neves M, Verspoor K. (2013) Brat2BioC: conversion tool between brat and BioC. BioCreative IV Workshop, Bethesda, MD.
https://biocreative.bioinformatics.udel.edu/media/store/files/2013/bc4_v1_7.pdf
Karin
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