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Univfy® Publishes Study in Nature Communications, Validates Univfy Artificial Intelligence (AI)/Machine Learning (ML) Platform’s Superior In Vitro Fertilization (IVF) Live Birth Predictions, Key to Improving IVF Access, Affordability and Clinical Outcomes

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New research highlights Univfy IVF live birth prediction models performing significantly better than US registry-based model using model metrics key to improving IVF access, affordability and clinical outcomes.

SAN FRANCISCO BAY AREA, Calif., April 18, 2025 /PRNewswire/ — Univfy, a leading innovator in fertility and health AI, today announced the publication of peer-reviewed research in Nature Communications demonstrating clinic-level, real-world validation of its proprietary IVF live birth prediction models and model metrics that are requisites of economic and clinical solutions to improve IVF access, affordability and clinical outcomes.  Specifically, the study, titled “Machine learning center-specific models show improved live birth predictions over US national registry-based model” shows Univfy models outperformed US national registry model with significant improvements in model metrics, F1 score (the harmonic mean of precision and recall) and precision-recall area-under-the-curve (PR AUC). Beyond improved accuracy, these metrics measure a model’s ability to minimize false positives and false negatives, a quality that is critical in real-world economic solutions including value-based care and actuarial models.  To contextualize, of the 4,645 patients and 6 centers analyzed in the study, Univfy models correctly predicted that 76% of patients had first-cycle IVF live birth probabilities (LBP) of 50% or greater. Most importantly, 23% of patients correctly predicted to have LBP ≥ 50% by Univfy models were given lower LBPs by the US national registry model. Further, Univfy correctly predicted that 11% of patients had LBP ≥ 75% (actual live birth rate 81%), whereas the US national registry model did not identify any of them as having LBP ≥ 75%. 

This publication marks a significant milestone in validating the science behind the Univfy AI/ML Platform and its potential to enable economic solutions, such as value-based IVF care, that are key to expanding IVF access and affordability.  This study builds upon prior research showing 2-3x improvement in IVF utilization with Univfy® PreIVF Report-based patient counseling and AI/ML IVF live birth prediction model validation for centers in the US, UK and EU, demonstrating the value of using locally validated AI-powered solutions in real-world clinical settings.

“This publication is a testament to the rigorous science behind the Univfy AI/ML Platform enabling it to correctly predict the excellent IVF outcomes that are achieved by our collaborators and the broader IVF ecosystem yet are conventionally under-appreciated,” said Dr. Mylene Yao, CEO and Cofounder of Univfy. “Univfy was founded to improve patient-centric care, especially in supporting patient IVF prognostic counseling. Through our work to improve IVF cost-success transparency, we have now established a platform that also enables scaled production of validated economic solutions that are not only win-win for patients, providers and healthcare stakeholders but are urgently needed to help more women and couples to access and afford IVF to have a family.”

Stakeholder Benefits From Key Findings

For patients: Improved IVF cost-success transparency to inform fertility care and family-building decisions.For healthcare providers: Enhanced patient-counseling and simplified clinical workflow and efficiency to avoid underestimation of IVF efficacy and treatment delays.For health insurers & benefits programs:  Improved members’ experience and transparency, provider support and IVF coverage expansion with predictability and cost-savings.

About Univfy
Univfy, a Series B company based in the San Francisco Bay Area, is improving IVF success, access and affordability. Developed by Stanford University researchers, the proprietary Univfy AI/ML Platform delivers an accurate, personalized and validated pre-treatment probability of having a baby from IVF and other treatment options to empower each patient’s decision-making. The Univfy platform also enables providers to offer value-based IVF pricing at scale to make IVF more affordable. Univfy has commercialized provider solutions in the US, UK and EU via a B2B model to support providers in patient counseling, clinical analytics, and business analytics including delivery of customer relationship management tools. The Univfy AI/ML Platform is scaled to support enterprise level health plans and benefits programs to realize cost-savings by improving patient-centric care and enabling value-based IVF care delivery. The Univfy AI/ML Platform, technology and products are protected by Univfy’s US & global intellectual property portfolio with issued and pending patents and copyrights.

About Infertility, IVF and the IVF Market
Infertility refers to the need for medical care to have a baby. Infertility affects one in six people of reproductive age or over 200 million (M) globally, including ~7-10M in the US, ~25M in the EU, ~3-5M in the UK, and ~186M in other countries. Overall, an estimated ~4M IVF treatments are performed worldwide each year, resulting in ~1M+ babies born annually. In the US, ~2% of babies born per year are conceived through IVF.  Although IVF is safe and efficacious, multiple treatments may be needed. High IVF costs, lack of insurance coverage and no guarantee of success are key barriers resulting in a dismal IVF utilization rate of ~3% in the US as fertility patients struggle to afford and access IVF.  

The above estimates are based on reports by the World Health Organization (WHO), the American Society for Reproductive Medicine (ASRM), RESOLVE: The National Infertility Association, US Centers for Disease Control and Prevention (CDC), the European Society for Human and Reproduction and Embryology (ESHRE) and others.  See the complete list of references here.

The global and US IVF market has undergone significant consolidation by private equity, with the IVF market size estimated at ~USD $25B (2023) and projected to reach ~USD $44B by 2033, with a CAGR of 5.57% from 2024-2033 (Biospace, April 2024). 

Media Contact:
media@univfy.com
investors.info@univfy.com

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Caladium Systems Launches Happiffie, India’s First AI-powered Celebration Platform

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CHENNAI, India, July 24, 2026 /PRNewswire/ — Caladium Systems today announced the launch of Happiffie, India’s first AI-powered Celebration Growth Platform, introducing a smarter way for customers to discover, compare, book, and manage celebrations while helping businesses connect with high-intent customers through intelligent technology.

Designed for weddings, birthdays, corporate events, social celebrations, parties, festivals, and more, Happiffie brings together over 400 celebration occasions and 1,000+ celebration experiences on a single AI-powered platform.

India’s celebrations industry continues to rely heavily on referrals, manual coordination, inconsistent pricing, and fragmented vendor discovery. Happiffie addresses these challenges by combining AI-powered recommendations, transparent price discovery, secure bookings, payments, and event management into one seamless platform.

A key innovation is Happiffie’s Reverse Auction, where customers simply submit their celebration requirements and verified vendors compete by offering customised proposals. Instead of spending hours searching and negotiating, customers can compare multiple qualified offers and choose the vendor that best matches their preferences and budget.

“Customers can now book the experience of their choice with the vendor of their choice, in the budget of their choice. At the same time, vendors receive qualified business opportunities matched to their category, location and capabilities, creating value for both sides of the marketplace,” said Pradhyumna T Venkat, Founder & CEO, Happiffie.

“Every major industry eventually reaches a point where technology fundamentally changes how it operates. Travel did. Hospitality did. Mobility did. We believe celebrations are next,” added Pradhyumna.

The platform is powered by Experience Intelligence™, a proprietary framework that combines over 15 years of celebration industry expertise with Artificial Intelligence to deliver smarter recommendations based on customer intent, preferences, and celebration needs.

Whether planning a wedding, birthday, corporate event, baby shower, anniversary, or festival celebration, customers can manage the entire journey—from vendor discovery and quotations to payments and execution—through a single platform.

Alongside its launch, Happiffie has opened registrations for vendor partners across Chennai and Tamil Nadu, with a phased expansion planned across India. The platform aims to build one of the country’s largest AI-powered celebration ecosystems, helping businesses generate qualified leads and grow more efficiently.

“Our vision is not simply to build another marketplace but to create the technology infrastructure that powers celebrations. Reverse Auction is the first step towards building a smarter, more transparent, and AI-driven celebration economy that benefits both customers and businesses alike,” added Pradhyumna.

Built on the experience of planning and executing over 5,000 weddings and celebrations, Happiffie combines deep industry expertise with AI to simplify celebration planning and transform how India celebrates.

For more information, visit www.happiffie.com. Vendor registrations are now open at www.happiffie.com/vendor-registration.

About Happiffie

Happiffie is India’s first AI-powered Celebration Platform, connecting customers, venues, event professionals, and celebration businesses through one intelligent ecosystem. Built on over 15 years of industry expertise, the platform combines Artificial Intelligence with Experience Intelligence™ to deliver smarter celebration planning across more than 1,000 celebration experiences spanning weddings, corporate events, birthdays, social celebrations, parties, and festivals.

Contact

Pradhyumna T Venkat
Founder & CEO
pradhyumna@happiffie.com
+91-7299002990

Logo: https://mma.prnewswire.com/media/3007635/Happiffie_Logo.jpg

 

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Beko Publishes 2025 Integrated Report, Charting Years of Progress Toward Net Zero

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As Beko releases its 2025 Integrated Report, the company’s third consecutive inclusion on TIME’s global sustainability ranking — retaining the #1 position in its industry — underscores the progress documented within it.

ISTANBUL, July 24, 2026 /PRNewswire/ — Beko published its 2025 Integrated Report, offering a comprehensive account of the company’s financial, environmental and social performance over the past year. In parallel, Beko has been named one of TIME Magazine’s World’s Most Sustainable Companies for the third year running, retaining the #1 position in its industry. The recognition, awarded in partnership with Statista, independently corroborates years of deliberate, measurable progress.

The report documents concrete results across Beko’s global manufacturing footprint. In 2025:

Energy efficiency projects across production sites saved 69,562 GJ of energy, avoiding 5,297 tonnes of CO₂e emissions.Waste recycling across all manufacturing facilities reached 98.6%, against a target of 99%.Renewable energy installed capacity reached 96 MWp, up from 90.2 MWp the prior year. Beko also reached 63.5% green electricity on the path to 100% across all manufacturing by 2030.Water efficiency and rainwater harvesting projects across locations delivered total water savings of 219,114 m3.

Behind these figures is a broader manufacturing transformation. Three of Beko’s manufacturing facilities have been recognised within the World Economic Forum’s Global Lighthouse Network, with the Ulmi plant earning the additional, and rarer, designation of Sustainability Lighthouse. The principles behind Ulmi’s approach are being extended across Beko’s broader manufacturing ecosystem, as the company scales low-impact production. Beko currently operates 13 smart factories globally — equipped with artificial intelligence, machine learning and robotics capabilities — with a target of 17 by the end of 2026.

On the circular economy side, Beko’s refurbishment centres across multiple locations reintroduced more than 148,000 appliances into the market in 2025 alone. The company recycled 1.98 million WEEE units through its own recycling facilities since 2014, and used 31,665 tonnes of recycled plastics in its products in 2025.

Across its product portfolio, 72.6% of Beko’s turnover in 2025 came from low-carbon products — a figure that reflects both the scale of the company’s energy-efficient product range and growing consumer demand for appliances that address environmental concerns.

“Being recognised by TIME three years in a row matters because it reflects that sustainability is a foundational part of Beko’s business,” said Can Dinçer, CEO of Beko. “Our factories undergo a twin transformation where we encounter both decarbonization and digitalization. That progress is deliberate and measurable, and our Integrated Report sets out exactly how. As the world prepares for COP31, the most credible thing a company can do is demonstrate its work rather than declare it. That is what we are doing.”

TIME’s annual list evaluates more than 5,000 companies worldwide across environmental and social performance, transparency and ESG reporting. Beko’s continued inclusion under increasingly rigorous standards points to a business model where sustainability is structurally embedded across operations, supply chains and product portfolios.

In addition to its Integrated Report, the Company has also published its second TSRS-compliant sustainability report, prepared in accordance with the Türkiye Sustainability Reporting Standards (TSRS), Türkiye’s adoption of the IFRS Sustainability Disclosure Standards issued by the International Sustainability Standards Board (ISSB). The report is publicly available and provides detailed disclosures on the company’s climate-related risks, opportunities, governance, strategy and performance.

About Beko

Beko is an international home appliance company with a strong global presence, operating through subsidiaries in more than 55 countries with a workforce of around 45,000 employees and production facilities spanning multiple regions—including Europe, Asia, Africa, and the Middle East. Beko has 22 brands owned or used with a limited license (Arçelik, Beko, Whirlpool*, Grundig, Hotpoint, Arctic, Ariston*, Leisure, Indesit, Blomberg, Defy, Dawlance, Hitachi*, Voltas Beko, Singer*, ElektraBregenz, Flavel, Bauknecht, Privileg, Altus, Ignis, Polar). Beko is the largest white goods company in Europe with its market share (based on volumes) and reached a consolidated turnover of 10.7 billion Euros in 2025. Beko’s 28 R&D and Design Centers & Offices across the globe are home to over 2,000 R&D employees and hold more than 4,500 international registered patent applications to date. The company has achieved the highest score in the S&P Global Corporate Sustainability Assessment (CSA) in the DHP Household Durables industry for the seventh consecutive year (based on the results dated 16 October 2025).** The company has been recognized as the 89th most sustainable company on TIME Magazine and Statista’s 2026 list of the World’s Most Sustainable Companies and has been the sector leader for three consecutive years. Beko’s vision is ‘Respecting the World, Respected Worldwide.’ 

www.bekocorporate.com

*Licensee limited to certain jurisdictions.
**The data presented belongs to Arçelik A.Ş., a parent company of Beko.

 

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SOURCE Beko

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JustMarkets Releases Market Analysis on How Foreign Exchange Markets React to CPI Surprises

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HO CHI MINH CITY, Vietnam, July 24, 2026 /PRNewswire/ — JustMarkets today released a new market analysis examining how foreign exchange markets react to Consumer Price Index (CPI) surprises and outlining key considerations for traders preparing for inflation data releases. The analysis explains why the gap between actual CPI data and market expectations, rather than the headline inflation figure itself, is often the primary driver of currency market movements.

What people often miss on CPI day is that the number itself isn’t what moves the market. The common reaction is to check whether the headline number is high or low, but it’s all priced in advance. According to JustMarkets, the real driver of EUR/USD is the gap between the actual number and what the market was positioned for.

Even an unchanged reading can cause dollar weakness if traders expect higher inflation, while weaker numbers that beat consensus expectations may drive dollar strength. Citing Federal Reserve research, the price driver is a surprise component rather than the headline.

Why the Expectation Gap Is More Important Than the Level

Forex is driven by expectations for interest rate decisions, with inflation impacting central bank policy. Key factors influencing this reaction include:

Main factors:

Monthly CPI and core CPICore services inflationRevisions to the previous period dataCentral banks policy pricing

Year-over-year data is less important in terms of price impact than monthly and core data.

How to Calculate Surprise

Start with the simplest metric: Surprise = Actual CPI − Consensus CPI. 

Consensus comes from the economic calendar’s forecast and reflects the market positioning. And then you need to check the market reaction through rates. The sequence typically runs: CPI surprise → change in front-end yields → USD movement → the sentiment adjustment.

Traders frequently employ this methodology in combination with the JustMarkets Economic Calendar to track high-impact releases in real time.

What the Intraday Move Actually Looks Like

CPI reactions usually happen in three stages. The first one is a headline shock with the potential algorithm’s reaction within a few seconds. Then comes the interpretation stage, with a time frame of 15-60 minutes and analysis of core numbers and yield confirmation. And then either continuation or reversal happens.

Approaches to Trading CPI Day

There are two common approaches to CPI.

The momentum approach requires the consistency of headlines and core surprises with yields’ confirmation. Most traders wait until the first minute’s candle is closed to avoid false signals.The fade approach requires dislocations like the absence of yield confirmation to FX movement or dislocations between headlines and core numbers. In this case, traders wait 10−20 minutes for exhaustion of the initial move and reversal setup search.

Risk management is crucial. Most traders limit their position size to 0.25%-0.50% of their equity because of widening spreads and slippage. Sometimes the decision to trade off is more optimal during extreme volatility than forced entry.

One Way to Prepare for the Next CPI Day Release

A simple way to get ready is to monitor EUR/USD, GBP/USD, USD/JPY pairs and an economic calendar with events’ importance. The workflow is simple: Economic calendar → release → Trading platform.

The final step brings traders to the execution platform. Many turn to JustMarkets, which offers CFDs on these currency pairs, with execution stability and fast market access that make it well suited for high-volatility macro events.

Disclaimer: For informational purposes only. Trading financial instruments involves significant risk and may not be suitable for all investors. Ensure you understand the risks involved and trade responsibly.

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SOURCE Just Global Markets Ltd

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