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Beyond the Black Box: A Calibrated, Gene-Centric Pipeline for High-Precision Ciprofloxacin Resistance Prediction in Salmonella enterica

2026-03-27

Abstract excerpt

<title>Abstract</title> <p> The transition from traditional methods to genomic-based antimicrobial susceptibility testing (AST) for <italic>Salmonella</italic> requires models that are biologically interpretable, clinically calibrated, and discriminative. This study analyzed 8,759 <italic>Salmonella</italic> isolates from the NCBI Pathogen Detection database, to predict ciprofloxacin resistance through two d...

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Literature Corpus work
f4d9036f-4f4f-5dbd-861b-7293ab21f400
DOI
10.21203/rs.3.rs-9230875/v1
Open publication

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Beyond the Black Box: A Calibrated, Gene-Centric Pipeline for High-Precision Ciprofloxacin Resistance Prediction in Salmonella entericaDOI 10.21203/rs.3.rs-9230875/v1
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