The Tech Edvocate

Top Menu

  • Advertisement
  • Apps
  • Home Page
  • Home Page Five (No Sidebar)
  • Home Page Four
  • Home Page Three
  • Home Page Two
  • Home Tech2
  • Icons [No Sidebar]
  • Left Sidbear Page
  • Lynch Educational Consulting
  • My Account
  • My Speaking Page
  • Newsletter Sign Up Confirmation
  • Newsletter Unsubscription
  • Our Brands
  • Page Example
  • Privacy Policy
  • Protected Content
  • Register
  • Request a Product Review
  • Shop
  • Shortcodes Examples
  • Signup
  • Start Here
    • Governance
    • Careers
    • Contact Us
  • Terms and Conditions
  • The Edvocate
  • The Tech Edvocate Product Guide
  • Topics
  • Write For Us
  • Advertise

Main Menu

  • Start Here
    • Our Brands
    • Governance
      • Lynch Educational Consulting
      • Dr. Lynch’s Personal Website
      • Careers
    • Write For Us
    • The Tech Edvocate Product Guide
    • Contact Us
    • Books
    • Pedagogue
    • Edupedia
    • The Edvocate Podcast
    • Terms and Conditions
    • Privacy Policy
  • Topics
    • Assistive Technology
    • Child Development Tech
    • Early Childhood & K-12 EdTech
    • EdTech Futures
    • EdTech News
    • EdTech Policy & Reform
    • EdTech Startups & Businesses
    • Higher Education EdTech
    • Online Learning & eLearning
    • Parent & Family Tech
    • Personalized Learning
    • Product Reviews
  • Advertise
  • Apps
  • Tech Edvocate Awards
  • The Edvocate
  • P-20 Ed Careers

logo

The Tech Edvocate

  • Start Here
    • Our Brands
    • Governance
      • Lynch Educational Consulting
      • Dr. Lynch’s Personal Website
        • My Speaking Page
      • Careers
    • Write For Us
    • The Tech Edvocate Product Guide
    • Contact Us
    • Books
    • Pedagogue
    • Edupedia
    • The Edvocate Podcast
    • Terms and Conditions
    • Privacy Policy
  • Topics
    • Assistive Technology
    • Child Development Tech
    • Early Childhood & K-12 EdTech
    • EdTech Futures
    • EdTech News
    • EdTech Policy & Reform
    • EdTech Startups & Businesses
    • Higher Education EdTech
    • Online Learning & eLearning
    • Parent & Family Tech
    • Personalized Learning
    • Product Reviews
  • Advertise
  • Apps
  • Tech Edvocate Awards
  • The Edvocate
  • P-20 Ed Careers
  • Product Review of Proximity Learning

  • Product Review of Spore

  • Product Review of Win the White House

  • Product Review of Beast Academy

  • Product Review of Represent Me!

  • Product Review of Argument Wars

  • Product Review of 3-D Slash

  • Product Review of Haiku Deck

  • Product Review of Team Umizoomi Math: Zoom into Numbers HD

  • Product Review of IWitness

Artificial Intelligence
Home›Artificial Intelligence›Can Machine Learning Decode Depression in Students?

Can Machine Learning Decode Depression in Students?

By Matthew Lynch
August 2, 2019
5602
0
Spread the love

Depression and anxiety symptoms are common among university students in many regions of the world. According to the latest Center for Collegiate Mental Health report, anxiety and depression are the top reasons that college students seek counseling. The trend has been growing over the last four years.

Mental health problems like anxiety and depression can interfere with a student’s studies and hinder performance. Depression is associated with poor academic performance and dropping out of school. Traditionally clinicians have interviewed patients, asking questions about mood, lifestyle, and previous mental problems to identify whether a patient is depressed or not. That method might be something of the past. Machine learning might step in to diagnose depression in patients.

Machine learning

In recent years, machine learning has emerged as a possible tool to diagnose depression. Machine learning is an application of artificial intelligence (AI) that provides systems the ability to automatically learn and improve from experience without being explicitly programmed.

MIT News reports that machine-learning models have been developed that can detect words and intonations in speech that may indicate depression. Although these methods are accurate, there’s a limit to them as they depend on specific answers to specific questions to make the diagnosis.

A neural-network model

MIT researchers have developed a neural-network model that can scrutinize raw text and audio data from interviews to discover speech patterns that may point to depression. This model doesn’t need information about questions and answers to make an accurate prediction.

With further development, this model could be deployed in smartphone apps where the model would monitor a user’s text and voice for signs of emotional and mental distress and then alert someone appropriate. This could be a boon to people who are suffering from depression but don’t realize that what they are going through is depression and that they need treatment for it.

Machine learning predicts severity and length of depression

One study analyzed baseline data from over a thousand people with Major Depressive Disorder (MDD) to predict the severity and length of the participants’ depression. The researchers compared the use of traditional analytics and a machine learning approach and found that the machine learning approach was superior. Machine learning could predict the characteristics of a person’s depression more effectively using less information than traditional analytics.

Machine learning links clinical depression with biomarkers

Machine learning has also been employed to link clinical depression with biomarkers. In a study published in PLoS One, researchers used machine learning tools and traditional statistics to analyze the relationship between 67 biomarkers in 5,227 research subjects. Three biomarkers for depression were found: red cell distribution of width, serum glucose, and total bilirubin.

Machine learning and the detection of suicide

There is a close link between depression and suicide and it is notoriously difficult to predict suicide. Is it possible that machine learning can help out here as well? One pilot study used machine learning to look at the clinical data from 144 patients with mood disorders.

The researchers use clinical variables associated with suicide attempts among patients with mood disorders and other variables to ‘train’ a machine learning algorithm. The resulting algorithm was then used on ‘new’ subjects to identify them as either suicidal or not. The researchers came up with three machine learning algorithms that could distinguish between people who had attempted suicide and those that had not. The accuracy rate varied between 65% and 72%.

Research into the application of machine learning to detect the presence of depression in people is ongoing and shows much promise.

Previous Article

5 Ways Technology Is Making Students Anxious

Next Article

Smart City Data Helps Solve Education Challenges

Matthew Lynch

Related articles More from author

  • Artificial Intelligence

    The Role of AI in Your Edtech App

    June 15, 2020
    By Matthew Lynch
  • Artificial Intelligence

    Product Review of Quillionz, The World’s First AI-Powered Question Generator

    February 18, 2019
    By Matthew Lynch
  • Artificial Intelligence

    The Rise of The Robot Teacher

    April 16, 2019
    By Matthew Lynch
  • Artificial Intelligence

    How Teachers Use Machine Learning to Add Instructional Value

    November 18, 2019
    By Matthew Lynch
  • Artificial Intelligence

    AI Makes Room For Innovation By Automating IT Tasks

    April 13, 2021
    By Matthew Lynch
  • Artificial Intelligence

    3 Ways That AI Brings Out the Worst in Education

    March 15, 2019
    By Matthew Lynch

Leave a reply Cancel reply

  • Digital & Mobile TechnologyProduct Reviews

    Product Review of Knewton-Alta

  • Product ReviewsSchool Leadership

    Product Review of Child Care Pro

  • Early Childhood & K-12 EdTech

    Teachers: Make The Internet Work For You

Search

Login & Registration

  • Register
  • Log in
  • Entries feed
  • Comments feed
  • WordPress.org

Newsletter

Signup for The Tech Edvocate Newsletter and have the latest in EdTech news and opinion delivered to your email address!

  • Recent

  • Popular

  • Comments

  • Product Review of Proximity Learning

    By Matthew Lynch
    May 20, 2022
  • Product Review of Spore

    By Matthew Lynch
    May 20, 2022
  • Product Review of Win the White House

    By Matthew Lynch
    May 20, 2022
  • Product Review of Beast Academy

    By Matthew Lynch
    May 20, 2022
  • Product Review of Represent Me!

    By Matthew Lynch
    May 20, 2022
  • 20 Top Virtual Reality Apps that are Changing Education

    By Matthew Lynch
    March 11, 2017
  • 7 Ways Technology Is Impacting Modern Education

    By Matthew Lynch
    March 4, 2017
  • Why Mobile Technology Enhances Instruction

    By Matthew Lynch
    December 14, 2016
  • 7 Roles for Artificial Intelligence in Education

    By Matthew Lynch
    May 5, 2018
  • Digital Literacy is the Most Important Lifelong Learning Tool

    By Matthew Lynch
    December 30, 2017
  • 4 Ways EdTech Companies Can Involve Faculty in Research - WGU Labs | Advancing Innovation in ...
    on
    May 17, 2022

    25 Ways that EdTech Benefits Teachers and Students

    […] EdTech products can ...
  • What is a professional learning network? - What Type Degree
    on
    May 16, 2022

    What is a Personal Learning Network?

    […] What is a ...
  • Digital Branding is Key for Everyone In Education | Edtech Magazine
    on
    May 15, 2022

    Tips To Conduct A Gap Analysis For Your LMS Marketing Strategy

    […] How do you ...
  • 7 Ways to Approach Financial Decluttering in Your Life - Amida Wealth
    on
    May 15, 2022

    The Best External Hard Drives Of 2022: All The Best Options For Backing Up Your Device’s ...

    […] and updating your ...
  • Top 18 g suite for education là gì mới nhất năm 2022 - tophoidap
    on
    May 15, 2022

    What is G Suite for Education?

    […] https://www.thetechedvocate.org/what-is-g-suite-for-education/ […]

EdTech Policy & Reform

  • Adaptive LearningCurriculum & InstructionDigital & Mobile TechnologyDigital Age TeachersEarly Childhood & K-12 EdTechEdTech & InnovationEdTech Policy & ReformInstructional Technology

    Exploring New Ideas: Student-Driven Remote Learning

    Spread the loveRemote learning is taking its toll on our students. They miss the social side of school. Not seeing their classmates or teachers is leading to nervousness, anxiety, and ...
  • Digital & Mobile TechnologyEdTech & InnovationEdTech Policy & Reform

    Implementing Education Technology by Pursuing Technology Education

    Spread the loveTechnology is used for many great things in our world. It’s a powerful tool when used correctly. As such, this powerful tool can be used to transform learning.  ...
  • EdTech Policy & Reform

    How Much Bias Is Okay in Your School?

    Spread the loveThe algorithm has proven itself to be a handy tool when it comes to solving education problems. It’s also not without bias.  You may be wondering how some ...
  • EdTech Policy & ReformFeaturedFresh

    Edtech Should Complement Good Pedagogy, Not Attempt to Replace It

    Spread the loveThe newest generation of edtech is downright amazing; it’s no wonder that various education stakeholders might be a little excited about its potential to transform education. However, edtech ...
  • EdTech Policy & ReformFeaturedFresh

    How to Teach Kids to Communicate in This Digital Age

    Spread the loveWhen even the youngest children are spending the equivalent of a full work day looking at screens, it is perhaps no surprise that parents are wondering how to ...

EdTech Startups & Businesses

  • Digital LeadershipEdTech Startups & BusinessesProduct Reviews

    Product Review of Collegix

    Spread the love This is a comprehensive ERP solution for colleges and universities that provides modular, totally integrated learners services, finance, HR, and advancement. Collegix provides online and offline workarounds ...
  • Early Childhood & K-12 EdTechEdTech Startups & BusinessesProduct Reviews

    Product Review of Discovery Education

    Spread the love Discovery Education is a big player in EdTech. The company has established itself as the leading provider of digital curriculum resources, digital content, and professional development for ...
  • EdTech Startups & BusinessesProduct Reviews

    Product Review of AptaFund

    Spread the loveAptaFund is a business management software that provides essential functions to educational institutions, such as web access to educators, parents, and learners. It allows elementary schools and other educational ...
  • EdTech Startups & Businesses

    Understanding the Fundamentals of a Sales Script in Your Customer Interaction Journey

    Spread the loveSales scripts are crucial to any business and can be the main difference in achieving the set targets. A well-written sales script that factors in customers from different ...
  • Digital & Mobile TechnologyEdTech Startups & BusinessesTeachers

    Top 5 Things to Consider When Designing an LMS

    Spread the loveCovid-19 has changed many things in our world, and education is one of them. More students lean toward using online schooling. Therefore, learning management systems (LMS) are becoming ...

Digital Equity

  • Digital & Mobile TechnologyDigital EquityDigital Literacy

    Teaching Learners Digital Content Creation Skills

    Spread the loveContent curation is nothing new and has always been a coveted skill. It has been this way for hundreds of years — think of art galleries, museums, or ...
  • Digital & Mobile TechnologyDigital EquityEdTech & Innovation

    Promoting Online Access With Hotspots, Laptops, and Planning

    Spread the loveWhen becoming a leader in the field of education, it is important to consider equity. Some students may not have access to devices or the internet from their ...
  • Digital EquityDigital Leadership

    How Can You Assess the Tech Needs of Your Students Outside of School?

    Spread the loveToday, I received an email from the middle school principal in Los Angeles. She explained to me that the school that she ran was in one of the ...
  • Digital Equity

    It Is Time for the Edtech Industry to Stop Denying Its Equity and Race Problem

    Spread the loveThe EdTech industry is dominated by white employees, white leaders, and white entrepreneurs. If you doubt this statement, just attend an Edtech conference. Admittedly, educators and others don’t ...
  • Digital Equity

    How OER Can Help Overcome the Higher Education Equity Barrier

    Spread the loveThe cornerstone of the American dream is the ability to succeed in life regardless of one’s family of origin. And, for most people, that requires a college education. ...

EdTech Futures

  • Adaptive LearningAssistive TechnologyEdTech FuturesInstructional TechnologyTeachers

    Will AI Replace Teachers?

    Spread the loveThrough the years, robots have taken over many jobs. First, they replaced horses and wagons and horses and plows, then they started to replace people. A few examples ...
  • EdTech FuturesHigher EducationHigher Education EdTechUncategorized

    The Future of Higher Education Must Avoid Returning to the Past

    Spread the loveColleges and universities can make higher education safer, smarter, and more accessible through automation and collaboration technologies – if they commit to it. Author: John Hulen, Director of ...
  • EdTech FuturesOnline Learning & eLearning

    IT Trends To Watch As Higher Education Moves Into a New Decade

    Spread the loveEdtech couldn’t have hoped for a better launch into the new decade than the push the industry received from COVID-19. Even the most tech-resistant institutions and individuals have ...
  • EdTech Futures

    4 Emerging EdTech Trends in 2022

    Spread the loveCovid-19 has not only changed education as we know it, but it has forced education technology (EdTech) to up its game. EdTech has been crucial since the start of this ...
  • Adult EducationEdTech & InnovationEdTech FuturesEducation LeadershipEducational LeadershipHigher EducationHigher Education EdTechThe Future of Education

    Education Technology and the Future of Higher Ed Leadership

    Spread the loveEducation Technology (EdTech) has had a more significant impact on education than anyone expected. Now its effects are reaching into the field of higher education. In this article, ...

About Us

Since technology is not going anywhere and does more good than harm, adapting is the best course of action. That is where The Tech Edvocate comes in. We plan to cover the PreK-12 and Higher Education EdTech sectors and provide our readers with the latest news and opinion on the subject. From time to time, I will invite other voices to weigh in on important issues in EdTech. We hope to provide a well-rounded, multi-faceted look at the past, present, the future of EdTech in the US and internationally.

We started this journey back in June 2016, and we plan to continue it for many more years to come. I hope that you will join us in this discussion of the past, present and future of EdTech and lend your own insight to the issues that are discussed.

Newsletter

Signup for The Tech Edvocate Newsletter and have the latest in EdTech news and opinion delivered to your email address!

Contact Us

The Tech Edvocate
5322 Markel Road, Suite 104
Richmond, VA 23230
(601) 630-5238
[email protected]

Follow us

Copyright © 2022 Matthew Lynch. All rights reserved.