Machine learning-empowered electrochemical nanobiosensors: towards intelligent diagnostics and data analysis.
The central conclusion is that computational sophistication cannot repair absent chemical selectivity or non-independent validation: credible intelligent sensing requires mechanism-grounded signals, information-appropriate models, and validation at the level of the intended deployment claim.
Zhao-Jun Wu, Zhuang Sun, Kaiqiang Sun et al.
· Chemical Communications · 0 citations