Houston-based language processing co. lands latest partnership with UC Irvine

teamwork

Houston-based Melax Tech has developed multiple Natural language processing tools that are used by more than 650 health care and life science organizations. Photo via MelaxTech.com

Melax Tech Partners, a leader in natural language technology processing, announced a new partnership with the University of California at Irvine that will help researchers derive insights from the UCI Health Data Science Platform’s electronic health records system and improve patient care.

Melax will implement its signature text annotation tool LANN to pull information from clinical notes, and its CLAMP product to develop natural language processing customizations through the use of AI, according to a statement from the company.

“There has been a strong desire among UCI researchers to have the capability to analyze free-text clinical narrative data using cutting-edge NLP technologies," Kai Zheng, chief research information officer at UCI Health Affairs, says in a statement. "We are delighted to have this opportunity to work with Melax Tech to deploy their AI-driven annotation and analytics tools to help our researchers advance their research agenda by leveraging the vast amount of free-text data that our health system has accumulated in the past two decades.”

Natural language processing, or NLP, allows organizations and healthcare groups to sift through and analyze massive amounts of data at a rapid rate through the use of machine learning and AI. Houston-based Melax Tech, founded in 2017, has developed multiple NLP tools that are used by more than 650 health care and life science organizations, according to its website.

In addition to the recent partnership with UC Irvine, Melax has also recently partnered with Vanderbilt University Medical Center and the University of Western Pennsylvania on similar clinical projects.

Melax has also used its platforms to pull vital information from datasets relating to COVID-19, in both medical and social settings.

In March 2022, it was awarded a Phase 1 NIH Award, valued at $300,000, to develop informatics tools based on COVID-19 datasets with the San Diego Supercomputer Center at UC San Diego. The tool aims to help researchers better understand vast amounts of virus-related data and connect findings with other similar results.

In August, Melax also received another $300,000 grant from the National Institute of Allergy and Infectious Diseases to develop NLP-based algorithms that will "model, extract and synthesize vaccine misinformation from multiple popular social media sources," according to a statement. Melax will also develop a visualization that presents its findings on the misinformation into a compressible format.

"This is a very real topic affecting culture at present," Andre Pontin, CEO at Melax Tech, says in a statement. "And shows that we as a collective business and group of experts continue to be on the cutting-edge of science in the NLP and AI domain."

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Report: Houston secures spot on list of top 50 startup cities

by the numbers

A new ranking signals great promise for the growth of Houston’s startup network.

Houston ranks among the world’s top 50 startup cities on a new list from PitchBook, a provider of data and research about capital markets. In fact, Houston comes in at No. 50 in the ranking. But if you dig deeper into the data, Houston comes out on top in one key category.

The city earns a growth score of 63.8 out of 100 — the highest growth score of any U.S. city and the seventh highest growth score in the world. In the growth bucket, Houston sits between between Paris (64.4) and Washington, D.C. (61.7).

The PitchBook growth score reflects short-term, midterm, and long-term growth momentum for activity surrounding venture capital deals, exits, and fundraising for the past six years.

PitchBook’s highest growth score (86.5) goes to Hefei, a Chinese manufacturing hub for electric vehicles, solar panels, liquid crystal displays, home appliances, and Lenovo computers.

The overall ranking is based on a scoring system that relies on proprietary PitchBook data about private companies. The system’s growth and development scores are based on data related to deals, exits, fundraising and other factors.

Houston earns a development score of 34.1 out of 100, which puts it in 50th place globally in that regard. This score measures the size and maturity of a city’s startup network.

Topping the overall list is San Francisco, followed by New York City and Beijing. Elsewhere in Texas, Austin appears at No. 16 and Dallas at No. 36.

The ranking “helps founders, operators, and investors assess locations when deciding where to expand or invest,” says PitchBook.

“Network effects matter in venture capital: Investors get more than half of their deals through referrals, according to research led by Harvard professor Paul Gompers,” PitchBook goes on to say. “So it stands to reason that dealmakers should seek these networks out when deciding where to do business.”

4 Houston universities earn top spots for graduate programs in Texas

top schools

Houston's top-tier universities have done it again. U.S. News and World Report has four Houston-area universities among the best grad schools in the state, with some departments landing among the top 100 in the country.

U.S. News publishes its annual national "Best Graduate Schools" rankings, which look at several programs including business, education, engineering, fine arts, health, and many others. For the 2024 report, the publication decided to withhold its rankings for engineering and medical schools. It also changed the methodology for ranking business schools by adding a new "salary indicator" based on a graduate's profession.

U.S. News also added new rankings for doctoral and master's programs in several medical fields for the first time in four years, or even longer in some cases. New specialty program rankings include audiology, occupational therapy, physical therapy, pharmacy, nurse midwifery, speech-language pathology, nurse anesthesia, and social work.

"Depending on the job or field, earning a graduate degree may lead to higher earnings, career advancement and specialized skill development," wrote Sarah Wood, a U.S. News Education reporter. "But with several types of degrees and hundreds of graduate schools, it can be difficult to narrow down the options."

Without further ado, here's how the local schools ranked:

Rice University's Jesse H. Jones Graduate School of Business maintained its position as No. 2 in Texas, but slipped from its former No. 24 spot in the 2023 report to No. 29 overall in the nation in 2024. Its entrepreneurship program tied for No. 8 in the U.S, while its part-time MBA program ranked No. 15 overall.

Houston's University of Texas Health Science Centerearned the No. 3 spots in Texas for its masters and doctorate nursing programs, with the programs earning the No. 31 and No. 45 spots overall in the nation. The school ranked No. 25 nationally in the ranking of Best Public Health schools, and No. 36 for its nursing-anesthesia program.

Prairie View A&M University's Northwest Houston Center ranked No. 5 in Texas and No. 117 in the nation for its master's nursing program. Its Doctor of Nursing Practice program ranked No. 8 statewide, and No. 139 nationally.

The University of Houstonmoved up one spot to claim No. 4 spot in Texas for its graduate education program, and improved by seven spots to claim No. 63 nationally. Its graduate business school also performed better than last year to claim No. 56 in the nation, according to the report. The University of Houston Law Center is the fifth best in Texas, and 68th best in the U.S. Most notably, its health care law program earned top nods for being the seventh best in the country.

Among the new specialty program rankings, UH's pharmacy school ranked No. 41 nationally, while the speech-language pathology program earned No. 44 overall. The graduate social work and public affairs programs ranked No. 67 and No. 76, respectively, in the nation.

The full list of best graduate schools can be found on usnews.com.

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This article originally ran on CultureMap.

Op-Ed: Removing barriers is critical for the future of Houston's health care workforce

guest column

Houston houses one of the most renowned medical communities in the world. However, Texas' current health care workforce shortage has severely impacted the city, with large swaths of the Gulf Coast Region deemed medically underserved. Thousands of Houstonians are impacted year after year due to the lack of access to life-saving medical care.

The obvious solution to this problem is to form a pipeline of health care workers by equipping students with the necessary skills and education to fill this gap. Sadly, many individuals who lack opportunity yet aspire to pursue a career in the health care industry face barriers related to childcare, transportation, mentorship gaps and life's unexpected circumstances.

Dwyer Workforce Development (DWD), a national health care training nonprofit, has recently expanded its footprint to Texas and has joined Houston Community College (HCC), one of the largest community colleges in the country, to provide life-changing support and create a pipeline of new health care workers, many who come from underserved areas.

Last year, our organizations launched the Dwyer Scholar Apprenticeship program, which is actively enrolling to combat the health care shortage and bring opportunities to those lacking. Working together, we are supporting apprentices each year to earn their Certified Nurse Aide (CNA) certificates, where students can choose a Phlebotomy or EKG specialization, helping our city meet the demand for one of the most essential and in-demand jobs in health care each year. Our program will help address Texas' loss of 36 percent of its CNAs over the past decade while providing gateways for highly motivated students—Dwyer Scholars—to thrive in long-term health care careers.

We know financial barriers prevent many potential health care workers from obtaining the certifications needed to enter the workforce. That's why we are bringing our innovative programs together, enabling Scholars to earn while they learn and opening doors for those who do not have the financial luxury of completing their training in a traditional educational atmosphere.

After enrollment, DWD continues to provide case management and additional financial support for pressures like housing, childcare, and transportation so Scholars don't have to put their work before their education. Scholars are placed with employers during the program, where they complete their apprenticeships and begin full-time employment following graduation.

The Texas Workforce Commission has identified apprenticeship programs as a key area for expansion to meet employer demand for skilled workers. Through our partnership, we are doing just that – and the model is proven. More than 85 percent of DWD Scholars in Maryland, where the program was established, have earned their certificates and are now employed or on track to begin their careers.

Our work doesn't end here. Over the next decade, Texas will face a shortage of 57,000 skilled nurses. Texas must continue to expand awareness and access to key workforce training programs to improve outcomes for diverse needs. Our organizations are working to vastly expand our reach, making the unattainable attainable and helping to improve the lives and health of our community.

No one's past or present should dictate their future. Everyone deserves access to health care, the ability to further their education and the chance to set and achieve life goals. The opportunities to reach and empower underserved populations to participate in the health care workforce are limitless.

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Barb Clapp is CEO of Dwyer Workforce Development, a nonprofit that supports individuals who aspire to pursue a career in the health care industry. Christina Robinson is the executive director for work-based learning and industry partnerships at Houston Community College.

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