The lack of rapid and precise microbial identification technologies, coupled with the insufficient sensitivity or time-consuming procedures of current microbiological detection methods, may hinder effective pathogen management in both clinical settings and food safety surveillance. This poses significant risks to public health. We fabricated a broad-spectrum fluorescent nanomaterial, fragmented crystalline mannose-conjugated lectin-modified amidoxime-functionalized covalent organic framework (FcMBL@afCOF), for the rapid and efficient discrimination of both clinical and foodborne pathogens. A strategy inspired by the classic black box theory was utilized to amplify the spectral differences; the undifferentiated bacteria were regarded as a black box, external environmental stress was applied as the input, and the fluorescent spectra of FcMBL@afCOF/bacteria exposed to the same stress were output. To systematically validate this methodology, ultrasound was investigated as a typical environmental stress.
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