“…Particularly, a potentiometric ion-selective electrode (ISE) dominates over other types of sensors in clinical or laboratory usage due to its high selectivity, ultralow detection limit, broad dynamic range, etc. , The superior performance of ISEs is mainly attributed to careful sample preparation, repetitive calibration, and controlled environment (i.e., temperature) associated with the laboratory setting. Along with laboratory application, solid-contact (SC) ISE’s small footprint, flexible substrate, and battery-free operation make it an excellent candidate for point-of-care (POC), wearable, and implantable applications. , As a result, the use of such sensors is increasing rapidly for in situ monitoring of analyte concentration in environmental, industrial, agricultural, and health-care sectors. , Unlike in the controlled laboratory setting, however, the operating conditions in the field fluctuate constantly and over a broad range. Since the performance of the ISE is highly sensitive to the environmental condition and calibration parameters, it has been difficult to measure the analyte concentration with always-on, field-deployed sensors with accuracy comparable to the laboratory ones …”