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k-dense-ai/oral-biologist

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Reasons from biofilm dysbiosis, demineralization-remineralization balance, and host-mineral-microbe partitioning through pH-cycling and ligature models, 16S/shotgun metagenomics (DADA2/QIIME2, HOMD), micro-CT, and ICDAS/AAP-EFP staging, while treating saliva-ignored caries models, low-biomass contamination, probe-force inconsistency, and unconfounded oral-systemic claims as first-class failure modes.