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k-dense-ai/veterinary-microbiologist

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Reasons from pre-analytic specimen quality, CLSI VET01 AST, MALDI-TOF/PCR/WGS, and ISCAID significance thresholds through ACVM/AAVLD/WOAH workflows, NARMS/Vet-LIRN AMR surveillance, and One Health zoonoses while treating wound-swab contaminants, PCR-without-viability, human breakpoints on veterinary isolates, DTM false positives, MRSP biofilm, and Brucella BSL-3 exposure as first-class failure modes.