Hybrid Single-Use and Stainless-Steel Plants the Greener Option

Hybrid biopharmaceutical manufacturing facilities that combine stainless steel (SSTs) and single-use (SUTs) technologies are the “sweet spot” from an environmental sustainability perspective, according to new research. The research compared the environmental impact—specifically, the carbon footprint— of hybrid facilities with those where SUTs are used, arguing that ongoing efforts to decarbonize energy generation may have shifted the metrics.

And the key findings are that the CO2 footprint of SUTs is significantly higher than previously assumed and that key SST process steps can now have a lower carbon footprint than their single-use counterparts.

Lead author Jan Reiners, rer. nat. , from Roche, tells GEN, “For a long time, SUT was considered more sustainable because it avoids the energy needed to clean and steam-sterilize stainless steel. However, this paradigm has now inverted due to the rapid decarbonization worldwide due to the expansion of renewable energy.

“A single-use run at the 2,000L scale generates up to 6.5 tons of CO2e per batch only in plastic and packaging waste. We didn’t do this assessment for a full stainless-steel system, but the hybrid facility used less than half of plastics,” he adds.

Reiners and colleagues used “market-based emissions accounting” data for the analysis, noting it is becoming common for drug companies to decouple emissions from local energy supplies through tools like power purchase agreements and on-site photovoltaic (PV) installations.

“For instance, our own organization, Roche, has recently achieved its global goal of sourcing 100% sustainable electricity across all worldwide operations. And we are not alone: AstraZeneca is reducing energy emissions by 98% by 2026 and transitioning to 100% renewable energy for heat and power. Novartis claims to have become carbon neutral for energy in 2025, as do many other companies,” he says.

The researchers also found that some long-standing assumptions about SUT systems— for example, that they have lower HVAC costs—no longer hold.

“In modern biomanufacturing, cleanroom ISO classifications remain identical for both SUT and SST due to functionally closed processing, while the massive logistics and warehousing required to store SUT consumables actually expand physical space requirements,” continues Reiners. “And finally, the mass of fossil-fuel-based plastics was underestimated and its CO2 impact actually increased by ~30% in updated global life cycle databases like Ecoinvent v3.12.”

Hybrid alternatives

Considering the findings, Reiners and co-authors suggest that, to minimize emissions and costs, biopharmaceutical manufacturers need to combine stainless-steel systems with SUTs.

“Although SUT is less sustainable, it has other advantages like faster product changeover, more flexibility, less investment, but higher running costs. A hybrid facility is the ‘sweet spot’ of combining SUT and stainless steel to reduce the CO2 impact,” he maintains. “Depending on the facility layout, various measures can reduce the footprint, but per se it is about retaining stainless steel for simple, high-volume, resource-heavy operations—like buffer and media preparation—while keeping single-use for the complex, flexible core process like bioreactors.

“In our study, comparing a full-SUT facility to a hybrid facility reduced the material-related carbon footprint by 62%, dropping emissions from 6.5 tons of CO2e to just 2.8 tons of CO2e per batch.”

The post Hybrid Single-Use and Stainless-Steel Plants the Greener Option appeared first on GEN – Genetic Engineering and Biotechnology News.

Congo’s Ebola outbreak has killed over 1,000 people

BUNIA, Congo — More than 1,000 people have died in the Ebola outbreak in Congo, according to Africa’s top health body, a grim toll in the fastest Ebola outbreak in history, as conflict, community resistance and an uneven response fuel its spread.

Speaking at a health summit in Ghana on Wednesday, Dr. Jean Kaseya, director-general of the Africa Centres for Disease Control and Prevention, said 1,031 deaths have been confirmed.

Read the rest…

<![CDATA[Why shared decision-making stalls in mental health—and how a quick “wind check” adapts recovery care to culture without losing autonomy.]]>

STAT+: Pharma tries to tamp down broad China restrictions

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Good morning. All my social media feeds have been filled with Jimothy the raccoon, and I hope your feeds now will be too.

The need-to-know this morning

  • Celldex Therapeutics said its experimental drug barzolvolimab failed in a Phase 2 study in the skin condition prurigo nodularis, sending its shares down in premarket trading. The company is continuing to test the drug in a number of other indications, with data expected in September or October from Phase 3 trials in chronic spontaneous urticaria, which causes chronic hives. 
  • Summit Therapeutics released updated survival data from its Phase 3 HARMONi trial testing the drug ivonescimab in a form of non-small cell lung cancer. The FDA is set to make an approval decision on the drug in the disease by Nov. 14.  

Pharma tries to tamp down broad China restrictions

From STAT’s Daniel Payne: Pharmaceutical leaders are trying to convince policymakers to back off pushes for aggressive restrictions on investments in Chinese firms.

Continue to STAT+ to read the full story…

<![CDATA[How to recognize racial trauma, sharpen diagnosis, and apply “Cost of Capable” and “weathering” to build trust and assess suicide risk.]]>

Child Mind Institute Launches Research Initiative To Inform Safer AI Systems for Youth

New project will develop tools to study youth mental health during AI chatbot use

New York, NY — Today, the Child Mind Institute announced a new research initiative, launched with support from the OpenAI Foundation, to build the research infrastructure needed to measure and better understand youth mental health while using AI chatbots and over time. The effort aims to identify valid markers that can inform the design and testing of safer AI systems.

Millions of children in the United States are struggling with mental health or learning challenges, yet there continues to be a dire shortage of qualified mental health professionals. That, along with stigma and misinformation about mental health, is pushing young people to explore using readily available, often free AI tools for support, including general-purpose chatbots, digital companions, or “therapy bots.”

Novel and emerging digital technologies are shaping mental health faster than the pace of science and the development of evidence-based care can keep up. This new initiative will help advance research studying the impact of these tools and better support youth mental health.

“As the leading nonprofit dedicated to improving youth mental health through science, education, and care, the Child Mind Institute is well positioned to help tackle the key issues affecting the well-being of young people, including technology and the proliferation of AI. It is our belief that with appropriate safeguards and evidence, digital tools may complement care from trained clinicians,” said Harold S. Koplewicz, MD, president and medical director at the Child Mind Institute. “We are excited about filling a gap that currently exists in the research of AI tools and to work toward creating a safer online experience for youth around the globe.”

Using clinical assessments, digital journals, de-identified AI chat histories, real-time behavioral measures, and existing youth mental health datasets, the Child Mind Institute will build an infrastructure to better understand interactions between youth users and AI conversational platforms. With the goal of strengthening our understanding of the mental state in AI chatbot interactions, this initial one-year project will enable the research team to identify and begin scaling the signals needed to meaningfully assess and monitor youth mental health alongside their use of AI tools.

The Child Mind Institute has long been committed to advancing technologies that make mental health research and care more precise, measurable, and connected to real-world settings. Grounded in science and focused on impact, the organization brings together scientific rigor, clinical expertise, and product development experience to build digital tools that accelerate research, improve care, and expand access without compromising safety, quality, or accountability.

“Many of our youth are turning to AI chatbots for important areas of their lives — and mental health is no exception. It is our responsibility to more holistically comprehend the impact of these tools on mental health, both in the long and short term,” said Michael P. Milham, MD, PhD, chief science officer at the Child Mind Institute. “Digital platforms provide an opportunity to rethink the way we conduct mental health research, but they also introduce new challenges and risks. It is critical to better understand the relationship between AI use and youth mental health, and to examine whether, and under what conditions, AI tools can strengthen evidence-based care, support clinician training, and expand access to high-quality mental health services.”

This research initiative is being independently developed and solely executed by the Child Mind Institute. To ensure the safety and security of all study participants, it will be conducted with strong privacy protections, informed consent, ethical oversight, and careful data governance. The project will be co-designed by its principal investigators, Gregory Kiar, PhD, Arno Klein, PhD, and Dr. Milham, who bring expertise in computational methods, digital measurement, clinical science, and youth mental health. Consistent with the Child Mind Institute’s open science philosophy, all data will be shared to help fuel discovery across the field.


About the Child Mind Institute

The Child Mind Institute is an independent nonprofit organization dedicated to transforming the lives of children and families struggling with mental health and learning disorders. Through cutting-edge research, evidence-based clinical care, and public education, the Child Mind Institute builds open science platforms and digital tools to accelerate discovery and improve youth mental health worldwide.

For press questions, contact cmiscience@ssmandl.com or mediaoffice@childmind.org.

The post Child Mind Institute Launches Research Initiative To Inform Safer AI Systems for Youth appeared first on Child Mind Institute.

The Download: NASA’s new space telescope and OpenAI’s autonomous hacker

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology.

Shape-shifting mirrors on NASA’s new space telescope could unveil Jupiters like our own

When NASA’s Nancy Grace Roman Space Telescope launches, as early as the end of next month, it will attempt one of astronomy’s most precise disappearing acts to date. It will carry the first space-bound “active” coronagraph, an instrument that effectively erases most of the light from a star during photography.

The technology will allow astronomers to take the first pictures of planets orbiting other stars that are similar to those in our solar system. Ultimately, it could pave the way for a future mission that could snap the first photos of Earth-like worlds.

“I hope it’s remembered for it being that critical stepping stone for … finding Earth 2.0,” says Brandon Creager, the instrument’s lead mechanical engineer.

Read the full story on the space telescope that could transform the search for distant planets.

—Eshan Raul

MIT Technology Review Narrated: PsiQuantum has a plan to make a massive quantum computer out of light

The machine that could change the world will be housed in a room that looks like a data center crossed with an ice cream factory. 

Inside, some 100 stainless-steel cabinets each hold hundreds of chips. On those chips, thousands of light particles will fly through a maze of optical switches and beam splitters. Each photon must be accounted for, because precisely measuring where it ends up will help answer questions that current computers might take millions of years to solve.

This computer, as described, does not exist. It’s the brainchild of a company called PsiQuantum, founded in 2016 by four physicists from UK universities. In a crowded field of deep-pocketed competitors with similarly fantastical visions, the company aims to be the first to build a useful quantum machine.

—James O’Donnell


This is our latest
story to be turned into an MIT Technology Review Narrated podcast, which we publish each week on Spotifyand Apple Podcasts. Just navigate to MIT Technology Review Narrated on either platform, and follow us to get all our new content as it’s released.

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 OpenAI says one of its models carried out an autonomous hack
It escaped its testing sandbox and breached AI research platform Hugging Face. (Reuters $)
+ OpenAI described it as a cybersecurity test that went badly wrong. (WSJ $)
+ The hack is among the first known cyberattacks by an AI acting on its own.
(FT $)
+ Even simple AI attacks are cause for alarm, though. (MIT Technology Review)

2 France has become the first EU country to ban social media for under-15s
Its parliament approved the ban, which President Macron championed. (NYT $)
+ He pledged to enforce it by September, the start of the school year. (Guardian)
+ But critics say it’s unconstitutional and impossible to enforce. (NPR)

3 The US and China will hold talks over AI in September
Treasury Secretary Scott Bessent will lead the US side. (Reuters $)
+ Chinese models have Trump’s AI world at war with itself. (MIT Technology Review)

4 Publishers are considering cutting Google off as AI reshapes search
News outlets are weighing lost traffic against AI exposure. (WSJ $)

5 Samsung is in talks to invest €1 billion in Mistral
The French AI firm is positioning itself as an alternative to US models. (FT $)
+ It’s Europe’s leading AI firm, but US peers dwarf its $20 billion valuation. (Reuters $)

6 Amazon pushed up rivals’ prices, leaked records allege
Internal emails reveal tactics that allegedly reshaped online pricing. (Guardian)

7 Trump has tapped a Big Tech critic to lead the DOJ’s antitrust division
Adam Candeub has called for tougher federal competition enforcement. (FT $)

8 New drilling methods could unlock geothermal energy almost anywhere
They aim to unlock Earth’s enormous heat reserves. (New Scientist $)
+ AI is uncovering hidden geothermal energy resources. (MIT Technology Review)

9 AI researchers have proposed a “Genie coefficient” for measuring AI risks
It would track the gap between intent and action. (IEEE Spectrum)
+ We need better ways to evaluate AI. (MIT Technology Review)

10 Japan’s AI boom has two unlikely winners: a toilet maker and an MSG giant
They’re supplying critical chipmaking materials. (CNBC)

Quote of the day

“He’s an analog man in a digital AI world, and I think that’s incredibly appealing.”

—Paul Dergarabedian, a movie industry analyst at Comscore, tells Fortune that Christopher Nolan’s commitment to human filmmaking provides an attractive counterweight to Hollywood’s embrace of AI.

One More Thing

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DANA SMITH


Taiwan’s “silicon shield” could be weakening

Taiwan produces the majority of the world’s semiconductors and more than 90% of the most advanced chips needed for AI applications. Many believe that’s helped deter China from invading the island. But now some Taiwan specialists and citizens are worried that this “silicon shield” is cracking.

Facing pressure from Washington, TSMC—the world’s largest chipmaker—is expanding manufacturing abroad. In Taiwan, there are worries that this will dilute the company’s power at home, making the US and other countries less inclined to defend the island.

Find out why Taiwan’s chipmaking dominance could be key to its future security.

—Johanna M. Costigan

We can still have nice things

A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? Drop me a line.)

+ Thrifty filmmakers have masterfully recreated Star Wars on a $10 budget.
+ A man discovered squirrels hug and kiss their loved ones in the privacy of their homes.
+ Toronto’s floating waterfront store is reimagining one of the most familiar spaces across cultures.
+ These animations of Sesame Street characters performing classic tracks like Underworld’s “Born Slippy” will brighten up your day.

Integration of imaging and clinical biomarkers for cerebral infarction diagnosis via NeuroFusionNet

BackgroundCerebral infarction remains a leading cause of mortality and long-term disability worldwide, demanding rapid and accurate diagnostic strategies. However, current assessments primarily rely on imaging interpretation, often neglecting valuable clinical and laboratory information that could enhance diagnostic precision.MethodsWe developed NeuroFusionNet, a multi-modal deep learning framework that integrates imaging features with clinical biomarkers for binary classification of cerebral infarction and healthy controls. The model combines a ResNet-based visual encoder with a multilayer perceptron branch for clinical indicators, achieving end-to-end feature fusion and joint optimization.ResultsNeuroFusionNet achieved superior diagnostic performance with an accuracy of 0.9655, precision of 0.9584, recall of 0.9584, and F1-score of 0.9584, significantly outperforming baseline models including ResNet, MobileNet, and GhostNet. The integration of imaging and clinical biomarkers effectively enhanced model sensitivity and robustness, demonstrating strong potential for real-world clinical application.ConclusionOur findings highlight the clinical value of integrating imaging and laboratory data for precision diagnosis of cerebral infarction. NeuroFusionNet provides a scalable and interpretable framework that may support early detection and personalized management of cerebrovascular diseases in routine clinical practice.

High-altitude hypoxia alters the developmental trajectory of working memory in Tibetan children

BackgroundVerbal working memory (WM) undergoes rapid development during school age, yet the impact of high-altitude hypoxia on this trajectory remains unclear. We propose two distinct models: the simple additive model, which posits that hypoxia imposes a uniform impairment independent of age, preserving developmental gains; the developmental trajectory reconfiguration model, which posits that hypoxia alters the typical age-related progression of WM. To test these models and explore related physiological factors, we examined WM performance and blood pressure (BP) in school-aged children across different altitudes.MethodsA 2 × 3 between-subjects design was used, involving 535 Zang (Tibetan) students (273 fourth graders, 262 eighth graders) from three altitudes (2,200, 3,200, and 4,200 m) in Qinghai, China. WM was assessed using the Digit Span Backward (DSB) task, and BP was measured with a wrist-type electronic sphygmomanometer.ResultsWe found a significant main effect of altitude on WM [F(2,529)=34.18,p<0.001,ηp2=0.11], indicating that WM in children declined markedly at altitudes around 4,200m. A significant grade-by-altitude interaction was also observed [F(2,529)=5.38,p=0.005,ηp2=0.02]. Model comparison favored the developmental trajectory restructuring model over the simple additive model [LRT:χ2(2)=10.77,p=0.005], supporting the hypothesis that high-altitude hypoxia alters the WM developmental trajectory. Further moderated regression analysis revealed a significant three-way interaction among grade, diastolic blood pressure (DBP), and altitude [ΔR2 = 0.01, F(2,512) = 3.73, p = 0.025], suggesting that the moderating effect of DBP on WM development is altitude-dependent. Simple slope analysis showed that at 2,200 and 3,200 m, eighth graders outperformed fourth graders in WM only when DBP was at low or mean levels; at 4,200m, no significant grade differences were observed regardless of DBP level.ConclusionHigh-altitude hypoxia alters the developmental trajectory of verbal WM in Tibetan children, as evidenced by the disappearance of the typical grade advantage at higher altitudes and the altitude-dependent moderating role of DBP. These findings support the developmental trajectory reconfiguration model and highlight the physiological relevance of blood pressure in altitude-related cognitive development.