Advanced Authentic Research


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Identifying an Effective Semantic Segmentation Algorithm for Deforestation Analysis

The purpose of this project is to implement a method for analyzing changes in land cover due to deforestation in the United States. Previously, the USDA used decision-tree classification in semantic segmentation (i.e., labelling of each pixel in an image with a category label) to assess land cover change. However, deep learning has recently become popular, and it has yet to be applied successfully to deforestation analysis. The proposed algorithm incorporates convolutional neural networks, but with an additional filter, called atrous convolutions. These filters are dilated in order to achieve a broader view of the scene or image.

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Applications of AI in the Medical Field

As artificial intelligence is used more and more, people are starting to explore how AI can be used on the medical field. However, AI still makes errors, which means that we must improve AI and tailor its application so that it can be as effective as possible. If used effectively, this can help improve the accuracy and efficiency of diagnosis and other processes, drastically improving medical research.

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Relationships between Sleep Patterns in Introversion/Extroversion

I will conduct a survey using verified tools to determine whether a person expresses morningness or eveningness. In simple terms, one who expresses morningness tends to work better in the morning, and one who expresses eveningness tends to work better in the evening. I will use this in conjunction with another tool to determine whether a person is an introvert or extrovert. These two sets of data will help me find correlations between M/E and introversion/extroversion.

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How Sex Hormones' Effect on Skin Bacteria Reflects the Gender Bias of the Occurrence of Eczema

Eczema is a common skin disease that is caused by skin barrier defects and environmental triggers. Females are more prone to the disease than males. This study will examine how hormones affect the gender bias in eczema.

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Self-Folding Robots: How They Work and What Applications They Have

I am researching what self-folding robots are being used for and how they work. I am also making my own model of a self-folding robot using cheap and easily accessible materials that can be found in many local and online stores. My goal is to understand the mechanics of these robots and ultimately how they will be applied in science and everyday life.

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Basics of Acoustics

This research introduces the relationship and the ratio between sound frequency and pitch. By providing information and conclusion from articles written by experts in the field, this research also investigates why the ratio between sound frequency and pitch is inconsistent, as well as the psychological influences that affect how human beings hear certain high-frequency sound.

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How a Systematic Process of Collecting and Presenting Evidence in Court Can Be Installed in the United States to Increase the Reliability of Forensic Science

“Forensic Science is the application of scientific principles and techniques to matters of criminal justice especially as relating to the collection, examination, and analysis of physical evidence” (Webster, 2018). Across the United States, forensic science plays a critical role in how criminal cases are both investigated and decided. One major issue is that there have been flaws in how evidence is collected and presented, causing some cases to have skewed evidence leading to false imprisonment. The problem I intend to tackle is how we can install a baseline protocol for how to collect and present evidence along with how we can filter out evidence that was poorly collected.

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How 4D Printing, Smart Materials, and Self-Assembly Can Be Implemented Together to Protect Humans in Hostile Situations While in Space

The aim of this project is to figure out if there is any overlap between three fields of nanotechnology: 4D printing, self-assembly, and smart materials. 4D printing is the process of 3D printing objects that change shape as the conditions of the object's environment are changed. Self-assembly is the process of engineering conditions so that certain organic molecules come together to form ordered macromolecules. Smart materials are those that have different properties in different conditions. Furthermore, the project aims to find any applications of these three technologies that can be used to make space travel more efficient and safe.

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How Changes in Gene Expression Affect Phenotypes and Clinical Outcomes for Head and Neck Squamous Cell Carcinoma

Cancer is a disease caused by the uncontrolled division of cells in a part of the body. In general, cancers arise as a result of DNA changes in the genomes of cancer cells. Genes encode proteins, and proteins then dictate cell function. The genes that are “expressed,” or turned on, in a particular cell determine what that cell can do. As a result, one possible cause of head and neck cancer, a subtype of cancer, is differences in gene expression levels between patients with cancer and patients without cancer. This research project will analyze gene expression data from head and neck cancer patients using the Seurat package in the programming language R to identify marker genes that can later be suppressed with gene editing technology.

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The Effect of Culturally Responsive Therapists for Minority Students

The focus of this project is to identify if minority students in Palo Alto High School would feel better supported in their mental health seeking services if they were treated by a professional who is trained to be culturally responsive or who shares a culture or identity with the student. The aim of this project is to see if this relationship will make more minority students comfortable with utilizing or continuing to undergo important therapy and counseling services.


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