Systems, methods, and apparatuses for reducing error between calculated analyte levels and impractical analyte measurements using practical analyte measurements as reference measurements for calibration. Reducing the error may include converting a practical reference analyte measurement into an estimated impractical analyte level, updating a conversion function using the estimated impractical analyte level, and using the updated conversion function to calculate an analyte level. In some aspects, the practical reference analyte measurement may be a capillary blood analyte measurement, and the estimated impractical analyte level may be an estimated venous blood analyte level. In some aspects, the updated conversion function may minimize the error between analyte levels calculated using the updated conversion function and estimated venous blood analyte levels.

The present disclosure includes a handheld processing device including medical applications for minimally and noninvasive glucose measurements. In an embodiment, the device creates a patient specific calibration using a measurement protocol of minimally invasive measurements and noninvasive measurements, eventually creating a patient specific noninvasive glucometer. Additionally, embodiments of the present disclosure provide for the processing device to execute medical applications and non-medical applications.

The present disclosure includes a handheld processing device including medical applications for minimally and noninvasive glucose measurements. In an embodiment, the device creates a patient specific calibration using a measurement protocol of minimally invasive measurements and noninvasive measurements, eventually creating a patient specific noninvasive glucometer. Additionally, embodiments of the present disclosure provide for the processing device to execute medical applications and non-medical applications.

A probe for real-time sensing of a target biomarker the includes a needle, a luminescent probe within the opening of the needle, a coating comprising a biomarker luminescent material in contact with biological tissue, and an ion-consuming coating within the needle and adjacent to the coating. The disclosed probe is useful for real-time sensing of blood during medical procedures. Additionally, a biomarker detection system is disclosed that includes a biomarker luminescent material at the tip of or inside of the tip of a needle and an optical coupler.

A probe for real-time sensing of a target biomarker the includes a needle, a luminescent probe within the opening of the needle, a coating comprising a biomarker luminescent material in contact with biological tissue, and an ion-consuming coating within the needle and adjacent to the coating. The disclosed probe is useful for real-time sensing of blood during medical procedures. Additionally, a biomarker detection system is disclosed that includes a biomarker luminescent material at the tip of or inside of the tip of a needle and an optical coupler.

An example system includes a chamber to hold a mixture that includes a whole blood sample from a patient, a light source to illuminate the mixture in the chamber, a detector to detect light from the light source transmitted through the mixture in the chamber, and one or more processing devices to determine, based on the light detected by the detector, a platelet aggregation value of the whole blood sample that is substantially independent of a hematocrit of the whole blood sample.

An example system includes a chamber to hold a mixture that includes a whole blood sample from a patient, a light source to illuminate the mixture in the chamber, a detector to detect light from the light source transmitted through the mixture in the chamber, and one or more processing devices to determine, based on the light detected by the detector, a platelet aggregation value of the whole blood sample that is substantially independent of a hematocrit of the whole blood sample.

Disclosed herein is a system for performing urinalysis of transurethral patients. The system includes a tubing set to receive urine from a urethral catheter. A detector assembly is operatively coupled between the tubing set and a urinalysis module coupled. The system can perform urinalysis of a urine sample disposed within the tubing set and render urinalysis information on a display of the module. Also disclosed is a method of performing urinalysis that can include operations of: (i) placing a urine sample within a cuvette of a urinalysis system, the cuvette including a lumen extending between an inlet and an outlet; (ii) projecting coherent light into the sample; (iii) collecting output light exiting the sample; (iv)extracting urinalysis data from the collected light; and (v) rendering urinalysis results on a display of the system.

Disclosed herein is a system for performing urinalysis of transurethral patients. The system includes a tubing set to receive urine from a urethral catheter. A detector assembly is operatively coupled between the tubing set and a urinalysis module coupled. The system can perform urinalysis of a urine sample disposed within the tubing set and render urinalysis information on a display of the module. Also disclosed is a method of performing urinalysis that can include operations of: (i) placing a urine sample within a cuvette of a urinalysis system, the cuvette including a lumen extending between an inlet and an outlet; (ii) projecting coherent light into the sample; (iii) collecting output light exiting the sample; (iv)extracting urinalysis data from the collected light; and (v) rendering urinalysis results on a display of the system.

Provided is a detector assembly for determining a ratio of lactate to pyruvate from dialysis, said detector assembly comprising: a first pump, a dialysis probe, a first tube fluidically coupling the first pump to an inlet of the dialysis probe, an infrared (IR) detector, a second tube fluidically coupling an outlet of the dialysis probe to the IR detector, and a controller. The first pump pumps a perfusate at a first flow rate to the dialysis probe, via the first tube, and to, in turn, pump a dialysate at a second flow from the dialysis probe to the IR detector, via the second tube. The IR detector detects respective absorbances due to lactate and pyruvate in the dialysate, and the controller determines the ratio of lactate to pyruvate in the dialysate.