Semantic segmentation - labelling each pixel in an image to a specific class- models require large amounts of manually labeled and collected data to train.
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POC-MON: A Novel and Cost-Effective Pocket Lemon Sniff Test (PLST) for Early Detection of Major Depressive Disorder
Effective treatment of depression requires early detection. Depressive symptoms overlap with olfactory regions, which led to several studies of the correlation between sense of smell and depression. The alarming rise of depression, its related crimes, suicides, and lack of inexpensive, quick tools in detecting early depression — this study aims in demonstrating decreased olfaction and depression correlation. Forty-two subjects (ages 13-83) underwent POC-MON (Pocket Lemon) assessment — an oven-dried lemon peel sniff test, subjected to distance measurement when odor first detected (threshold) and completed Patient Health Questionnaires (PHQ-9). POC-MON and PHQ-9 scores yielded a correlation of 20% and 18% for the right and left nostrils, respectively. Among male (n=17) subjects, the average distance of POC-MON and PHQ-9 scores produced a correlation of 14% and 16% for the right and left nostrils, respectively. Females (n=25) demonstrated a correlation of 28% and 21% for the right and left nostrils, respectively. These results suggest the correlation between olfaction and depression in diagnosing its early-stage, using a quick, inexpensive, and patient-friendly tool — POC-MON.
Read More...Estimating the elastic modulus and bending stiffness of steel ruler with crack using three-point bending test
In this study the authors look at elastic modulus and stiffness of steel rules with vary lengths of cracks. They found that cracks decreased the overall elastic modulus and bending stiffness of the ruler. This work has applications to structural engineering and the design of items such as airplanes and bridges.
Read More...Differential physiological response of microalgae exposed to petroleum- and bio-based microplastics
The authors test the effect of petroleum-based and bio-based microplastics on the growth of two microalgae species.
Read More...Antioxidative properties of Taiwanese high mountain tea infusions
The authors test the antioxidant content of Taiwanese high mountain teas grown in or processed under differing conditions.
Read More...Optimizing Arthrospira platensis growth for biofuel production via symbiosis between cyanobacteria strains
The authors test symbiotic relationships among cyanobacteria species to generate more robust cultures for potential biofuel production.
Read More...Silver nanoparticle-coated orthopedic screws lead to greater calcium precipitation
The authors test whether coating stainless steel orthopedic screws in silver will promote calcium precipitation to improve orthopedic implant integration into bone.
Read More...Recombinant preparation and characterization of ADH1C and ALDH2 in alcohol metabolism
The authors test the activity of two purified human alcohol detoxification enzymes, alcohol dehydrogenase and aldehyde dehydrogenase.
Read More...The effect of circumference on the segregation of objects in a mixture
The authors test how the size-segregation theory applies to the behavior of hollow and irregular-shaped objects.
Read More...Generation of a magnetic field on Mars
The authors propose and test a method that would allow for the generation of a magnetic field on Mars sufficient to support future colonization.
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