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Platon Aims To Become The Public Infrastructute Of Privacy Computing To Open Up Business Prospects For The Crypto Space

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5 years ago

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In the Information Age, Data Becomes a New Factor of Productivity

In economics, factors of production, also known as production inputs, are essential resources for the production of goods and services. In his epochal work “Principles of Economics”, famous British economist Marshall put forward the theory of four factors of production — land, labor, capital and entrepreneurial talent. National income (NI) is the reward of four factors, and that is, national income (NI) = labor wage (w) + land rent (r) + capital interest (i) + operating profit (π). This “four-in-one formula” sums up the core of western economic production theory and distribution theory, which has been widely accepted for more than a century.

However, factors of production are a historical category that evolves with the development of economy and society. The birth and development of the Internet has changed the mode of production, life and consumption, and it promoted many important and profound changes, and played an increasingly important role in economic development, social life and national governance. The full exploitation and effective utilization of all kinds of data has raised production efficiency to an unprecedented level. Data has become an indispensable factor in economic activities and a new generation of production factors after land, energy, population and food.

Table – Production Factors at Different Stages

Privacy Brings Data Dilemma and MPC Realizes Data Collaborative Computing

Nowadays, people have already extended their social activities to the network space. Every day, people contribute data continuously to the network space. A large amount of data is collected, calculated, analyzed, excavated and this goes beyond the original data level of information value.

However, because of the plain text nature of the data, the owner loses ownership of the data once the data is granted to others for use. Therefore, to ensure the privacy protection of data, a huge amount of data managed by enterprises cannot be exchanged and co-calculated with the data held by other enterprises, which is why a large number of data cannot generate value.

The emergence of privacy computing ends this dilemma. Yao Qizhi, a member of the Chinese National Academy of Sciences, proposed secure multi-party computing (MPC) in 1982. In a nutshell, participants have to enter information to calculate an agreed function. In addition to the accuracy of the calculations, they must also protect the privacy of each participant’s input data. Specifically, there are now n participants, each of whom, xi, is aware of the xi they entered, who together calculate a pre-agreed function f (x1 ,…, xn) = y. In this way, all participants will get the final y value, but they will not be able to know the specific data entered by the other participants. Thus, with local data not aggregated and privacy not divulged, each party can still achieve a common desired result by performing the operations of the given logic.

Privacy computing opens up huge business prospects for the digital world (Crypto Space)

Bitcoin’s pioneering combination of virtual currencies and peer-to-peer payment systems open the door to decentralization. With the introduction of intelligent contract function, Ethernet has greatly improved the scalability of blockchain, and all kinds of applications can be deployed on blockchain. Because of these characteristics, early public blockchain networks such as Bitcoin and Ethernet have been developed, attracting a large number of blockchain and encryption enthusiasts in the world, and many traditional institutions have been entering the area of blockchain, exploring various possibilities of decentralization.

The combination of privacy computing and blockchain is expected to put data ownership back in the hands of data producers, meaning that vast amounts of data can be counted without affecting privacy and ownership, so that the owners can profit and data can burst out with greater value. Therefore, the blockchain project based on privacy calculation is naturally suitable for the commercial practice in the fields of financial, medical, scientific research, government affairs, and logistics and so on.

“Operator” PlatON network for blockchain data

PlatON, the representative project of the combination of privacy computing and blockchain currently, is based on the basic attribute of blockchain and is supported by privacy computing network, and provides the next generation Internet infrastructure protocol with the core characteristics of “computing interoperation”. PlatON’s vision is to become the public infrastructure for privacy computing of the next generation, publishing privacy computing algorithms through contracts, and implementing MPC protocols with data providers and computing nodes for privacy protection requirements, so as to realize cooperative computing of data. PlatON, designed to price data flows, is all about computing and data, which is the most fundamental part of future human production. PlatON can achieve large-scale application landing and commercial scenario implementation:

For example:

I. Build a wider credit collection network. The public chain that provides private computing can provide user with customizable computing logic template and multi-party access mode, and in the case that the access party’s data does not need to be collected and shared, only the credit inquiry results are output to the demander, and the original data can be encrypted and stored in the blockchain system to meet all kinds of audit needs.

II. Supply chain financial infrastructure. The public chain of private computing is based on blockchain technology and cryptography algorithm, which can provide a platform solution for supply chain finance to digitally identify, process and transfer assets. Construct a new financial financing model of supply chain in which the information of the upstream and downstream enterprises can be shared symmetrically, the credit value of the core enterprises can be transmitted, the business tickets can be split and the risk can be controlled, and provide convenient data traceability for the supervision and enhance the service efficiency of the industry as a whole.

To build the public infrastructure for the digital age, PlatON continuously optimizes technology, iterates the underlying infrastructure, and breaks through the “impossible triangle” in terms of performance. “Impossible triangle” means that it is difficult to achieve both a good “decentralization” and a good “security” of the system in a blockchain and a high “transaction processing performance” at the same time. The most well-known blockchain projects in the industry are Bitcoin, Ethernet, and EOS. At present, using native Token transfer performance test method and EOS under the same testing conditions, PlatON has achieved a comprehensive performance leader in the quasi-real environment, and will continue to focus on the data field and accelerate the construction of data market.

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Alex Jacob

Alex Jacob is a literature author. He was born in Chicago. Alex passion is writing news articles. He writes number of articles and published it.

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Karen Gallagher Interiors Expands Interior Design Services to Jupiter and South Florida

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13 minutes ago

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September 15, 2026

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Karen Gallagher Interiors is expanding its full service interior design work to Jupiter and surrounding South Florida communities. The firm focuses on personalized residential interiors for renovations, new construction, waterfront properties and second residences.

Karen Gallagher Interiors Expands Interior Design Services to Jupiter and South Florida

The residential design firm brings its personalized approach to renovations new construction and complete home interiors throughout the region

West Palm Beach, Florida, United States, 15th Sep 2026 – Karen Gallagher Interiors is expanding its full-service residential interior design services to Jupiter and surrounding South Florida communities, bringing a personalized approach to homeowners undertaking renovations, new construction, second residences and complete interior transformations. The expansion introduces the firm’s fresh, timeless and refined design perspective to a region known for waterfront properties, coastal architecture and homes that balance indoor and outdoor living.

Personalized Residential Design for South Florida Homes

The firm approaches residential design by first considering how clients live, use their homes and want their surroundings to feel. Each project is developed around the homeowner’s individual preferences rather than a predetermined aesthetic, allowing the design process to respond to the architecture, location and practical requirements of the residence. Projects may range from coastal cottages and waterfront properties to contemporary homes and urban-inspired interiors, with an emphasis on creating spaces that remain comfortable and functional while maintaining a cohesive visual identity.

South Florida presents distinct considerations for residential interiors, including abundant natural light, coastal surroundings, open floor plans and a lifestyle that often places greater emphasis on entertaining and connections between interior and exterior spaces. Karen Gallagher Interiors incorporates those characteristics into the planning process while developing interiors intended to feel appropriate to both the property and the people who live there.

Full Service Guidance From Initial Concepts Through Completion

Karen Gallagher Interiors provides hands-on involvement throughout the design process, helping clients manage the numerous decisions associated with a residential project. The firm’s work can encompass early design concepts, space planning, material and finish selections, furnishings and the final details that establish continuity throughout a home. This full-service structure is intended to maintain a consistent design direction as a project progresses from its initial planning stages through installation and completion.

For renovations and new construction, early coordination can also help homeowners consider how architectural elements, finishes, furnishings and everyday functionality will work together before individual decisions are finalized. For second residences and complete interior updates, the process provides a central design direction that connects individual rooms while accounting for the way the property will be used.

Refined Interiors With an Emphasis on Lasting Appeal

The firm’s design perspective centers on interiors that feel current without depending heavily on short-lived trends. Materials, furnishings, proportions and details are considered as part of a broader composition, with the objective of creating homes that can evolve over time while retaining a sense of continuity.

That approach aligns with the range of residential styles found throughout Jupiter and South Florida, where traditional coastal influences increasingly exist alongside contemporary architecture and more transitional interiors. Rather than applying one style across every project, Karen Gallagher Interiors develops each residence according to its setting, architectural character and the client’s individual priorities.

Serving Jupiter and the Surrounding South Florida Community

The expansion into Jupiter allows Karen Gallagher Interiors to work with homeowners throughout a growing residential market that includes primary homes, seasonal properties, waterfront residences and newly constructed communities. The firm will continue to focus on residential projects requiring individualized design planning and direct involvement throughout the process.

The Jupiter presence represents an extension of Karen Gallagher Interiors’ established approach to residential design, with an emphasis on thoughtful planning, personal collaboration and interiors tailored to the people who occupy them. Additional information about the firm and its interior design services is available through the Karen Gallagher Interiors website.

About Karen Gallagher Interiors

Karen Gallagher Interiors is a full-service residential interior design firm providing a personalized and hands-on approach to renovations, new construction, waterfront homes, second residences and complete interior transformations. The firm creates fresh, timeless and refined interiors developed around each client’s lifestyle, preferences and vision.

Media Contact

Organization: Karen Gallagher Interiors

Contact Person: Karen Gallagher

Website: https://www.kgallagherinteriors.com/

Email: Send Email

City: West Palm Beach

State: Florida

Country: United States

Release id: 49142

The post Karen Gallagher Interiors Expands Interior Design Services to Jupiter and South Florida appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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STARDOC, Simultaneously Strengthens Its Hospital Marketing Strategy Through AI and Branding

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43 minutes ago

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September 15, 2026

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Physician-led STARDOC Marketing offers hospital-specialized branding strategies using SEO, GEO, and AEO technologies, backed by a trade-area analysis system built on roughly 4 trillion data points. Its reach spans Naver, Google, YouTube, Instagram, and generative AI platforms like GPT and Gemini. Recognized by Seoul Startup Hub (2018) and ranked top 1% by the Ministry of SMEs and Startups (2019), it launched a new AI-based GEO platform in 2026.

Gangnam-gu, Seoul, Korea South, 15th Sep 2026 – STARDOC Marketing (CEO Lee Seung-jun), a hospital-specialized marketing consulting firm led by a physician-turned-CEO, is drawing attention in the AI search market for hospitals, where specialized expertise is increasingly valued.

STARDOC supports opening marketing and online branding for a wide range of medical specialties, including dermatology, orthopedics, dentistry, oriental medicine clinics, and plastic surgery. Because its CEO has a medical background, the company is able to produce content that reflects an understanding of medical terminology and clinical context. Equipped with the latest SEO, GEO, and AEO technologies, STARDOC is one of the few hospital-specialized marketing agencies in Korea capable of maximizing both exposure and conversion rates through website optimization and AI optimization.

In a recent interview, a company representative said, “Unlike conventional marketing that focuses simply on exposure, we establish customized strategies for each hospital through preliminary research, interviews, and brand planning.” The representative added, “In addition to analyzing potential patients and creating authentic content, we operate a media-mix strategy that spans Naver, Google, YouTube, and Instagram, as well as generative AI search platforms such as GPT and Gemini. We also use our proprietary hospital-specific trade-area analysis system, built on roughly 4 trillion data points, as the evidentiary basis for branding strategy — reducing analytical error and dramatically increasing the probability of marketing success.”

STARDOC’s track record includes being selected as an Outstanding Future Growth Engine Company by Seoul Startup Hub in 2018. In 2019, it was named a top 1% company in the Ministry of SMEs and Startups’ Big Data-Driven Startup Project and was designated a Big Data Advisory Company by the Seoul Metropolitan Government. Since then, the company has expanded into areas such as medical building development and global patient attraction projects, and in 2026 it launched a new AI-based GEO marketing platform.

The company stated, “This service is especially well-suited for hospital directors who haven’t felt the effects of their marketing efforts, or who are still weighing their direction ahead of opening a practice.” It added that directors of hospitals currently using its services have reported achieving revenue targets ahead of schedule and experiencing increased revenue overall. “For hospital directors concerned about revenue amid recent shifts in industry trends, STARDOC’s marketing approach could represent a new opportunity,” the company said.

STARDOC Marketing is headquartered on Teheran-ro in Gangnam-gu, Seoul, and consultation inquiries can be submitted through its website, https://www.startdoctor.co.kr

Media Contact

Organization: Stardoc Marketing

Contact Person: James

Website: https://www.startdoctor.co.kr/

Email: Send Email

Address: 21 Teheran-ro 57-gil, Gangnam-gu, Seoul

City: Gangnam-gu

State: Seoul

Country: Korea South

Release id: 49140

The post STARDOC, Simultaneously Strengthens Its Hospital Marketing Strategy Through AI and Branding appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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Press Release

Salience Clinical Introduces S2G Framework Pairing AI Screening with Physician-Executive GestaltSubmissions

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1 hour ago

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September 15, 2026

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New methodology provides biopharma and medtech sponsors an auditable path from multimodal clinical data entropy to regulatory-ready narratives.

PRINCETON, N.J., United States, 15th Sep 2026 –  Salience Clinical, LLC, a clinical development and regulatory advisory consultancy, today announced the launch of the Salience Signal-to-Gestalt (S2G) Framework. The methodology addresses a major industry pain point: clinical programs produce massive amounts of digital biomarkers, sensor data, and real-world evidence (RWE) that create an unmanageable flood of false signals using conventional statistical tools, while opaque machine learning algorithms fail to provide regulators the biological plausibility and audit trail they demand.

This problem is addressed by the S2G Framework, which employs a four-tier, Human-in-the-Loop (HITL) pipeline connecting computational screening directly to senior physician judgment:

  • Tier 1 – Multi-Source Ingestion & Harmonization: Pulls together high-entropy datasets including clinical trial safety databases, EHRs, continuous sensor streams, and biomarker panels normalizing data syntax and removing background noise.
  • Tier 2 – Explainable AI & Signal Detection: Uses auditable algorithms aligned with FDA Good Machine Learning Practice (GMLP), cross-center AI credibility assessment frameworks, and lifecycle management standards (including Predetermined Change Control Plans [PCCP] when applicable for digital endpoints and SaMD) to detect real safety clusters and efficacy trends with end-to-end data provenance. 
  • Tier 3 – Mechanistic & Pharmacodynamic Triangulation: Cross-references statistical flags with target pharmacology, receptor binding profiles, and biological pathways to identify true pharmacodynamic effects vs. computational artifacts. 
  • Tier 4 – The Salience Gestalt Synthesis: The output filters transition directly to Denis Katz, M.D., Founder and Medical Director of Salience Clinical. Drawing on senior leadership across clinical neuroscience, advanced biologics, Phase III global trials, and BLA/NDA strategy, Dr. Katz synthesizes disparate findings into a unified clinical gestalt—the integrated benefit-risk assessment, target product profile alignment, and scientific justification needed to meet FDA and Advisory Committee scrutiny. 
     

Caption: Figure 1: The Salience S2G Framework — A four-tier pipeline connecting computational data screening to physician-executive clinical gestalt for FDA dossiers.
 

Preserving Clinical Judgment in an Algorithmic Era

“Sponsors are rightfully hesitant to bring AI-derived claims to health authorities because regulators do not accept black boxes, nor do they approve algorithmic correlations without a validated Context of Use,” said Denis Katz, M.D. “The S2G Framework was built around that reality. We deploy explainable computational filters to isolate signals within high-dimensional noise, but the regulatory deliverable is driven entirely by physician-led mechanistic adjudication and clinical gestalt. Sponsors gain the operational speed of advanced analytics without inheriting regulatory audit vulnerability.” 

Strategic Applications

  • Agency Briefing Packages: Isolating primary therapeutic signals and biomarker-enriched responder cohorts for Type B, Pre-IND, and Pre-BLA/NDA briefing documents. 
  • Safety Signal Adjudication: Distinguishing drug-related adverse events from disease progression and background noise to prevent unmerited clinical holds or excessive post-market warnings. 
  • Digital Endpoints and SaMD: Structuring continuous physiological data and software-as-a-medical-device metrics into defensible clinical validation dossiers that meet CDER, CBER, and CDRH standards. 

The S2G Framework is immediately available for active client engagements across biotechnology, pharmaceuticals, and medical devices. Sponsors preparing for upcoming agency interactions can contact Salience Clinical for a confidential regulatory readiness consultation. 

About Salience Clinical, LLC

Salience Clinical, LLC is a focused consulting firm for clinical development, founded by Denis Katz, M.D. Salience helps biopharmaceutical and medical device sponsors with trial design, translational biomarker implementation, safety signal assessment, and critical FDA interactions. Visit salienceclinical.com to learn more.

Media Contact

Organization: Salience Clinical, LLC

Contact Person: Denis Katz, M.D.

Website: https://salienceclinical.com/

Email: Send Email

City: PRINCETON

State: N.J.

Country: United States

Release id: 49085

The post Salience Clinical Introduces S2G Framework Pairing AI Screening with Physician-Executive GestaltSubmissions appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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