Abstract: A wearable treatment and analysis system is provided. A wearable treatment and analysis system may include a module configured to be mounted to a wearable medical article, wherein the module comprises: one or more optical sensors configured to generate image data of a body surface region of a wearer of the wearable medical article, a wireless network interface configured to transmit the sensor data. A wearable treatment and analysis system may include a computing system comprising one or more computer processors and executable instructions, wherein the computing system is configured to: receive the image data from the plurality of optical sensors, receive contextual data associated with the wearer; and evaluate the image data and contextual data using a machine learning model to generate a score representing a current state of the body surface region.

Abstract: A wearable biosensing device features a first housing, biosensing logic, a shielding component and a second housing. The biosensing logic includes a sensing assembly positioned within the first housing. Positioned adjacent to the sensing assembly, the shielding component includes a plurality of openings that are arranged to allow for light emitted from or received by components of the sensing assembly. The second housing is coupled to the first housing, and includes an opening to accommodate the shielding component.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A wearable biosensing device features a first housing and biosensing logic. The first housing includes a housing element and a deformable stiffening element inserted within the housing element. The housing element includes a plurality of lobes formed with a corresponding plurality of cavities. The biosensing logic is inserted into the plurality of cavities, wherein an electronics assembly is positioned within a first lobe of the plurality of lobes, a sensing assembly is positioned within a second lobe, and an interconnect for communicative coupling of the electronics assembly and the sensing assembly is positioned within a third lobe of the plurality of lobes. The forces applied by at least the first housing and the biosensing logic are balanced by the deformable stiffening element.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include a diffuser configured to disseminate light exiting from the emitter into or around a portion of the patient's body. The nose sensor can also include a lens configured to focus light into the detector.

Abstract: A system and method are disclosed that include a wearable biosensing device mounted over or proximate to a vessel of a patient enabling biosensing data to be obtained or captured by the wearable biosensing device. Operations of the method or performed by logic of the system are directed at determining patient health-related predictions of a first patient and include obtaining patient health data including at least biosensing data obtained from a wearable biosensing device of the first patient, wherein the biosensing data includes one or more of raw signals captured by the wearable biosensing device or a first metric provided by the wearable biosensing device, evaluating the patient health data by applying one or more machine learning techniques that receive the patient health data as input resulting in a first patient health-related prediction, and generating a graphical user interface illustrating the first patient health-related prediction.

Abstract: Systems and methods disclosed herein are directed to determining serum potassium levels of a patient wearing a biosensing device. A first such method includes operations of capturing a first energy measurement reading by an energy detecting element of an optical sensor, wherein the optical sensor is a component of a biosensing device, and wherein the biosensing device is disposed on a skin surface of the patient, performing a feature extraction on the first energy measurement reading resulting in a feature vector representative of volumetric variations in blood flow of the patient, deploying a trained machine learning model configured to take the feature vector as input and determine a serum potassium level classification of the patient at a time corresponding to when the first energy measurement reading was captured, and generating a graphic user interface (GUI) that displays the serum potassium level classification.

Abstract: Systems and methods of the disclosure are directed to the personalization of machine learning models configured to generate patient health-related predictions for a patient wearing a biosensing device. The biosensing device may be mounted over or proximate to a vessel of a patient enabling biosensing data to be obtained or captured by the biosensing device. Particular implementations of the disclosure are directed to training a machine learning model to generate patient health-related predictions for a patient and retraining the machine learning model over time using data captured by the biosensing device worn by the patient to personalize the machine learning model to the individual patient. As a result, the personalized machine learning model enables the provision of precision medicine through the tailoring of the historical data on which the machine learning is trained.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include a diffuser configured to disseminate light exiting from the emitter into or around a portion of the patient's body. The nose sensor can also include a lens configured to focus light into the detector.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a diffuser. The diffuser is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the diffuser.

Abstract: A diagnostic tool, such as an otoscope or other hand-held diagnostic device features a handle, a head portion and a circuit. The handle includes a controller and the head portion includes one or more optical spectroscopy (OS) components including at least one light detection element. The circuit includes one or more portions configured to be contorted at acute through reflex angles while maintaining electrical connectivity between the controller and the one or more OS components. The circuit includes a first contact area for the at least one light detection element.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include a diffuser configured to disseminate light exiting from the emitter into or around a portion of the patient's body. The nose sensor can also include a lens configured to focus light into the detector.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include a diffuser configured to disseminate light exiting from the emitter into or around a portion of the patient's body. The nose sensor can also include a lens configured to focus light into the detector.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a detector. The detector is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the detector. The nose sensor can include an inner prong and an outer prong to assist the nose sensor in securing to a patient's nose. The detector can be coupled to an inner post of the inner prong and can be configured to secure to an interior or exterior portion of the patient's nose.

Abstract: A patient monitor can noninvasively measure a physiological parameter using sensor data from a nose sensor configured to be secured to a nose of the patient. The nose sensor can include an emitter and a diffuser. The diffuser is configured to generate a signal when detecting light attenuated by the nose tissue of the patient. An output measurement of the physiological parameter can be determined based on the signals generated by the diffuser.