BrainLM is now well-trained enough to use to fine-tune a specific task and to ask questions in other studies. Photo via Getty Images

Houston researchers are part of a team that has created an AI model intended to understand how brain activity relates to behavior and illness.

Scientists from Baylor College of Medicine worked with peers from Yale University, University of Southern California and Idaho State University to make Brain Language Model, or BrainLM. Their research was published as a conference paper at ICLR 2024, a meeting of some of deep learning’s greatest minds.

“For a long time we’ve known that brain activity is related to a person’s behavior and to a lot of illnesses like seizures or Parkinson’s,” Dr. Chadi Abdallah, associate professor in the Menninger Department of Psychiatry and Behavioral Sciences at Baylor and co-corresponding author of the paper, says in a press release. “Functional brain imaging or functional MRIs allow us to look at brain activity throughout the brain, but we previously couldn’t fully capture the dynamic of these activities in time and space using traditional data analytical tools.

"More recently, people started using machine learning to capture the brain complexity and how it relates it to specific illnesses, but that turned out to require enrolling and fully examining thousands of patients with a particular behavior or illness, a very expensive process,” Abdallah continues.

Using 80,000 brain scans, the team was able to train their model to figure out how brain activities related to one another. Over time, this created the BrainLM brain activity foundational model. BrainLM is now well-trained enough to use to fine-tune a specific task and to ask questions in other studies.

Abdallah said that using BrainLM will cut costs significantly for scientists developing treatments for brain disorders. In clinical trials, it can cost “hundreds of millions of dollars,” he said, to enroll numerous patients and treat them over a significant time period. By using BrainLM, researchers can enroll half the subjects because the AI can select the individuals most likely to benefit.

The team found that BrainLM performed successfully in many different samples. That included predicting depression, anxiety and PTSD severity better than other machine learning tools that do not use generative AI.

“We found that BrainLM is performing very well. It is predicting brain activity in a new sample that was hidden from it during the training as well as doing well with data from new scanners and new population,” Abdallah says. “These impressive results were achieved with scans from 40,000 subjects. We are now working on considerably increasing the training dataset. The stronger the model we can build, the more we can do to assist with patient care, such as developing new treatment for mental illnesses or guiding neurosurgery for seizures or DBS.”

For those suffering from neurological and mental health disorders, BrainLM could be a key to unlocking treatments that will make a life-changing difference.

An annual ranking recognized Rice University again — but the Houston school ranked a tad lower this year. Photo courtesy of Rice

Report: Rice University again ranks among the top schools in nation

hooting in Houston

Rice University has earned yet another accolade worth hooting about.

Niche, an education review and ranking website, has named Rice the ninth best college in the U.S., down from No. 6 last year. The Houston university receives an A+ in nine of the 12 ranking categories, including academics, diversity, and value. It gets an A for the party scene, a B+ for athletics, and a B for safety.

“We’re proud that Niche once again rates Rice not only one of the nation’s top universities, but also one of the nation’s best college values,” university President Reginald DesRoches said in 2022. “This is especially gratifying because Niche reflects the opinions of students and parents who know firsthand what outstanding education opportunities Rice continues to offer.”

Rice regularly ranks highly on lists of the best colleges and universities in the country, including those published by Niche, Forbes, and U.S. News & World Report.

“Rice is an awesome place. I went to Rice because I wanted professors who actually wanted to see their students succeed, and I can confidently say that’s what I found at Rice,” a student wrote in a Niche review. “The classes are thorough but the tests are very reasonable and focus on the material we learned in class.”

Topping Niche’s national list is Yale University, followed by Stanford University, the Massachusetts Institute of Technology, Harvard University, Princeton University, Columbia University, the University of Pennsylvania, and Dartmouth College.

Rice comes in at No. 12 on Niche’s list of the “best value colleges” in the U.S. and ranks first among the best colleges in Texas. Here are the top 10 Texas schools, including the eighth-ranked University of Houston:

1. Rice University
2. University of Texas at Austin
3. Texas A&M University (College Station)
4. Trinity University (San Antonio)
5. Southern Methodist University (University Park)
6. Texas Christian University (Fort Worth)
7. Texas Tech University (Lubbock)
8. University of Houston
9. University of Texas Permian Basin (Odessa)
10. Baylor University (Waco)

Other Houston-area schools in the Texas ranking are:

  • University of Houston – Clear Lake (No. 13)
  • University of St. Thomas (No. 26)
  • University of Houston – Downtown (No. 39)
  • Prairie View A&M University (No. 43)

“Choosing where to go to college is easily one of the most significant — and expensive — decisions of a person’s life. Niche’s mission is to ensure that every college-bound student has access to easy, transparent and free resources … to help them find their best fit,” Luke Skurman, founder and CEO of Niche, says in a news release.

Here's what student teams from around the world were invited to compete in the Rice Business Plan Competition. Photo via rice.edu

Annual student startup competition in Houston names teams for 2023

getting pitch perfect

Rice Alliance for Technology and Entrepreneurship has named the 42 student startup teams that were extended invitations to compete in the 23rd annual Rice Business Plan Competition

The 2023 startup competition will take place on Rice University campus May 11 to 13, and the teams representing 37 universities from six countries will pitch to investors, mentors, and other industry leaders for the chance to win funding and prizes. Last year's RBPC doled out nearly $2 million in investment prizes.

This year, Rice saw its largest number of student startups applying for the RBPC internal qualifier from within campus. The university selected three to move on to compete at RBPC in May — Sygne Solutions, Neurnano Therapeutics, and Tierra Climate, which also received a total of $5,000 in cash prizes to these top three teams.

The 2023 RBPC will focus on five categories: energy, cleantech and sustainability; life science and health care solutions; consumer products and services; hard tech; and digital enterprise.

This invited companies, if they attend, will join the ranks of the 784 teams that previously competed in RBPC and have raised more than $4.6 billion in capital, as well as seen more than 50 successful exits including five IPOs.

The 2023 Rice Business Plan Competition invitees, according to Rice University's news release:

  • Active Surfaces, Massachusetts Institute of Technology
  • Adrigo Insights, Saint Mary’s University (Canada)
  • AirSeal, Washington University in St. Louis
  • Algbio, Yeditepe University (Turkey)
  • Arch Pet Food, University of Chicago
  • Astria Biosciences, University of Pittsburgh
  • Atma Leather, Yale University
  • Atop, UCLA
  • Biome Future, University of Florida
  • BioSens8, Boston University
  • BlueVerse, Texas Tech University
  • Boardible, Northwestern University
  • Boston Quantum, Massachusetts Institute of Technology
  • ceres plant protein cereal, Tulane University
  • Citrimer, University of Michigan
  • Dart Bioscience, University of Oxford (United Kingdom)
  • DetoXyFi, Harvard University
  • E-Sentience, Duke University
  • Edulis Therapeutics, Carnegie Mellon University
  • FluxWorks, Texas A&M University
  • Integrated Molecular Innovations, Michigan Technological University
  • Inzipio, RWTH Aachen University (Germany)
  • LoopX AI, University of Waterloo (Canada)
  • Magnify Biosciences, Carnegie Mellon University
  • MiraHeart, Johns Hopkins University
  • MyLÚA, Cornell University
  • Outmore Living, University of Texas
  • Pathways, Harvard University
  • Pediatrica Therapeutics, University of Arkansas
  • Perseus Materials, Stanford University
  • Pike Robotics, University of Texas
  • Quantanx, Arizona State University
  • Sheza, San Diego State University
  • Skali, Northwestern University
  • Sundial Solar Components, University of Utah
  • Thryft Ship, University of Georgia
  • Tierra Climate, Rice University
  • TrashTrap Sustainability Solutions, Visvesvaraya Technological University (India)
  • Unchained, North Carolina A&T State University
  • Unsmudgeable, Babson College
  • Vivicaly, University of Pennsylvania
  • Zaymo, Brigham Young University
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CultureMap Emails are Awesome

Future-focused Houston nonprofit names new leader

taking the helm

A nonprofit organization dedicated to leading Houston into the future has named its next leader.

The Center for Houston’s Future named David Gow as president and CEO, succeeding Brett Perlman, who was announced in April to be remaining at the Center with a focus on the Center’s hydrogen initiative. Gow is the founder and chairman of Gow Media, InnovationMap's parent company. His role is effective September 3.

“I am excited to step into this opportunity with the Center and work with the team, the board and many other stakeholders to help shape Houston’s future,” Gow says in a news release. “The Center presents an exciting opportunity to cast a vision for our region and identify initiatives that will make an impact.”

Gow — whose career includes a portfolio of online media properties and ESPN Radio — is a board member of Goose Capital and chair of MSAI, an entity he formed through a SPAC acquisition. Before he founded Gow Media, he served as CFO and CEO of an online watch retailer, Ashford.com. Prior to Ashford, Gow was director of corporate strategy at Compaq Computers and a consultant at McKinsey & Co. He received his master’s in public policy from Harvard and his bachelor's in economics from Williams College.

“David’s portfolio of experiences and skills, record of innovation and success, and deep commitment to the Houston community make him the perfect fit to lead the Center as we chart and execute on our next set of initiatives focused on ensuring a bright future for all residents in the Houston region,” adds Center for Houston’s Future Board Chair Cindy Yeilding.

In his new role, Gow will lead the Center’s next effort, Vision 2050, which plans to identify the city's key issues, gaps, and opportunities.

“Today’s announcement also reflects the success of the Center’s clean hydrogen program,” Yeilding continues. “On behalf of the Center’s board, I’d also like to recognize Brett for launching and building such a successful and important effort as well as his overall leadership and record of achievement at the Center these past seven years.”

Growing Houston energy startup scales local office presence

settling in

On the heels of landing more than $240 million in venture capital, Houston-based geothermal power provider Fervo Energy has more than quadrupled the size of its headquarters.

Fervo previously occupied 5,158 square feet at 114 Main St. in downtown Houston. The company recently left the Main Street space and leased 23,782 square feet at downtown Houston’s 910 Louisiana office tower. Houston-based commercial real estate company Hines owns and manages the 50-story former One Shell Plaza.

“We believe Houston is the center of the energy transition, and downtown Houston has long been its center of activity,” Tim Latimer, co-founder and CEO of Fervo Energy, says in a news release. “The availability of dining options, parks, and biking infrastructure continue to be great assets and a huge draw for our team. For these reasons and more, the only place for Fervo’s headquarters is downtown Houston.”

In February 2024, Fervo announced it had raised $244 million in an investment round led by Oklahoma City, Oklahoma-based hydrocarbon exploration company Devon Energy. Fervo has collected $431 million in funding since its founding in 2017.

Energy companies like Fervo occupy about 43 percent of office space in downtown Houston, according to a new report from the Downtown Houston+ organization. Nineteen new tenants set up shop last year in downtown Houston, with 10 of them operating in the energy sector.

Other energy companies that recently leased office space in downtown Houston include:

  • AES Clean Energy
  • Axip Energy Services
  • EnLink Midstream
  • MRC Global
  • Repsol Renewables
  • Stonepeak

Chevron to relocate HQ, executives to Houston

big move

The Energy Capital of the World is adding another jewel to its corporate crown.

With the impending move of Chevron’s headquarters from Northern California to Houston, the Houston area will be home to 24 Fortune 500 companies. Chevron ranks 15th on this year’s Fortune 500.

Oil and gas giant Chevron, currently based in San Ramon, California, will join three Fortune 500 competitors that already maintain headquarters in the Houston area:

  • Spring-based ExxonMobil, No. 7 on the Fortune 500
  • Houston-based Phillips 66, No. 26 on the Fortune 500
  • Houston-based ConocoPhillips, No. 68 on the Fortune 500

Chevron, which posted revenue of $200.9 billion in 2023, employs about 7,000 people in the Houston area and about 2,000 people in San Ramon. The company says its chairman and CEO, Mike Wirth, and vice chairman, Mark Nelson, will move to Houston before the end of 2024.

In an interview with The Wall Street Journal, Wirth acknowledged Chevron’s differences of opinion with California policymakers regarding energy matters.

“We believe California has a number of policies that raise costs, that hurt consumers, that discourage investment and ultimately we think that’s not good for the economy in California and for consumers,” Wirth said.

Chevron expects all of its corporate functions to shift to Houston over the next five years. Jobs that support the company’s California operations will remain in San Ramon, where Chevron employs about 2,000 people. Some Chevron employees in San Ramon will relocate to Houston.

The company’s move to Houston hardly comes as a surprise. Speculation about a relocation to Houston intensified after Chevron sold its 98-acre San Ramon headquarters in 2022 and moved corporate employees to leased office space. Over the past several years, Chevron has shifted various corporate functions to Houston.

“This is just the final step that many industry observers were waiting to happen,” Ken Medlock, senior director of the Baker Institute’s Center for Energy Studies at Rice University, says in a news release.

“To start, Houston provides a world-class location for internationally focused energy companies, which is why there is such a massive international presence here,” Medlock adds. “Texas is also the nation’s largest energy producer across multiple energy sources and is poised to lead in emerging opportunities such as hydrogen and carbon capture, so Houston is a great place for domestically focused activities as well.”

The announcement of Chevron’s exit from California comes just a year after ExxonMobil finalized its relocation from Irving to Spring.

“Chevron’s decision to relocate its headquarters underscores the compelling advantages that position Houston as the prime destination for leading energy companies today and for the future,” Steve Kean, president and CEO of the Greater Houston Partnership, says in a post on the organization’s website.

“With deep roots in our region,” he adds, “Chevron is [a] key player in establishing Houston as a global energy leader. This move will further enhance those efforts.”

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This article originally ran on EnergyCapital.