Abstract: Systems, apparatus, and method(s) are provided for automatically detecting and/or estimating one or more clinical biomarker(s) of a subject. Sensor data is received from one or more sensor(s) associated with the subject. The sensor data is using a first set of machine learning (ML) model(s) configured to extract portions of sensor data relevant for estimating one or more clinical biomarker(s) of the subject. The extracted portions of sensor data from sensors associated with the subject are processed to determine one or more clinical biomarkers. The processing of the received extracted portions of sensor data includes using a second set of ML model(s) configured to estimate the one or more clinical biomarker(s) of the subject. The portions of sensor data may comprise the first set of ML model(s) being configured to extract segments of sensor data and classify the segments of sensor data based on one or more clinical biomarker components for use in the estimation of one or more clinical biomarkers of interest.

Abstract: This measuring tool permits the measurement of all critical morphological characteristics of fish, including the new ones identified by the author in May 2005*, thereby allowing for the determination of gender (sex). The device incorporates three measurement scales in metric and standard units and a calibrated gender bar. In combination, these permit the determination of sex of a fish at any size, any age and at any time of the year. There are several variations of the device, which include: 1. Placement of the measuring arm in relation to the measurement scales and its size (to accommodate larger or smaller fish). 2. Variations of the range for male and female fish on the gender bar. 3. Inclusion of log-log scales for statistical applications. Clary, S.L., 2005. Age and Morphological Differences between Male and Female Kokanee Salmon, Fish and Wildlife Service Conservation Library, US Dept. of the Interior, Washington, D.C.

Abstract: This measuring tool permits the measurement of all critical morphological characteristics of fish, including the new ones identified by the author in May 2005, thereby allowing for the determination of gender (sex). The device incorporates three measurement scales in metric and standard units and a calibrated gender bar. In combination, these permit the determination of sex of a fish at any size, any age and at any time of the year. There are several variations of the device, which include: 1. Placement of the measuring arm in relation to the measurement scales and its size (to accommodate larger or smaller fish). 2. Variations of the range for male and female fish on the gender bar. 3. Inclusion of log-log scales for statistical applications.