# Domain Knowledge * **Definition:** Specialized knowledge and expertise in specific areas relevant to clinical research and drug development within the healthcare or healthcare technology field. * **Taxonomy:** CTO Topics / Domain Knowledge ## News * Selected news on the topic of **Domain Knowledge**, for healthcare technology leaders * 1.7K news items are in the system for this topic * Posts have been filtered for tech and healthcare-related keywords | Date | Title | Source | | --- | --- | --- | | 5/16/2025 | [**Laboratory Information Management System Market worth US$5.19 billion by 2030 with 12.5 ...**](https://www.prnewswire.com/news-releases/laboratory-information-management-system-market-worth-us5-19-billion-by-2030-with-12-5-cagr--marketsandmarkets-302457500.html) | [[PR Newswire]] | | 5/8/2025 | [**Hospital Asset Management Market is expected to generate a revenue of USD 414.18 ...**](https://finance.yahoo.com/news/hospital-asset-management-market-expected-141500478.html) | [[Yahoo Finance]] | | 4/19/2025 | [**Big Data in Healthcare Market Size to Reach USD 283.43 Billion by 2032, Fueled by AI and ...**](https://finance.yahoo.com/news/big-data-healthcare-market-size-120000546.html) | [[Yahoo Finance]] | | 4/4/2025 | [**Beyond RAG: How Articul8's supply chain models achieve 92ccuracy where general AI fails**](https://venturebeat.com/ai/enterprise-supply-chains-need-domain-specific-ai-not-general-models-how-articul8-has-built-out-new-models-with-3x-performance-gains/) | [[VentureBeat]] | | 4/1/2025 | [**Lieutenant General David Bellon Joins Academy Securities' Advisory Board and ... - Yahoo Finance**](https://finance.yahoo.com/news/lieutenant-general-david-bellon-joins-113500437.html) | [[Yahoo Finance]] | | 3/24/2025 | [**Application Transformation Market is expected to generate a revenue of USD 38.6 Billion by ...**](https://www.prnewswire.com/news-releases/application-transformation-market-is-expected-to-generate-a-revenue-of-usd-38-6-billion-by-2031--globally-at-28-2-cagr---market-research-intellect-302409236.html) | [[PR Newswire]] | | 3/24/2025 | [**Application Transformation Market is expected to generate a revenue of USD 38.6 Billion by ...**](https://finance.yahoo.com/news/application-transformation-market-expected-generate-143000866.html) | [[Yahoo Finance]] | | 3/9/2025 | [**AI in Healthcare: Minimum Requirements to Enter the Field - Medium**](https://medium.com/@hiya31/ai-in-healthcare-minimum-requirements-to-enter-the-field-eb76bf824895) | [[Medium]] | | 2/22/2025 | [**The Future of Digital Health: Key Trends and Opportunities in 2025 - by Kartheek Rao**](https://medium.com/@kartheekraom/the-future-of-digital-health-key-trends-and-opportunities-in-2025-64001a178563) | [[Medium]] | | 2/10/2025 | [**Cybersecurity requires new approaches, where all stakeholders contribute**](https://www.healthcareitnews.com/news/emea/cybersecurity-requires-new-approaches-where-all-stakeholders-contribute) | [[Healthcare IT News]] | | 2/6/2025 | [**NetSuite Launches New Solution to Help Businesses Manage and Grow Diverse Revenue Streams**](https://www.prnewswire.com/news-releases/netsuite-launches-new-solution-to-help-businesses-manage-and-grow-diverse-revenue-streams-302370148.html) | [[PR Newswire]] | | 2/6/2025 | [**Wolters Kluwer releases new report highlighting key trends, challenges and opportunities in ...**](https://finance.yahoo.com/news/wolters-kluwer-releases-report-highlighting-160600754.html) | [[Yahoo Finance]] | | 2/5/2025 | [**KLAS Research ranks Wolters Kluwer's Sentri7 #1 for Infection Control & Monitoring**](http://www.businesswire.com/news/home/20250205649842/en/KLAS-Research-ranks-Wolters-Kluwer%E2%80%99s-Sentri7-1-for-Infection-Control-Monitoring/?feedref=JjAwJuNHiystnCoBq_hl-Q-tiwWZwkcswR1UZtV7eGe24xL9TZOyQUMS3J72mJlQ7fxFuNFTHSunhvli30RlBNXya2izy9YOgHlBiZQk2LOzmn6JePCpHPCiYGaEx4DL1Rq8pNwkf3AarimpDzQGuQ==) | [[Business Wire]] | | 2/5/2025 | [**Wolters Kluwer's UpToDate ranked #1 by KLAS for Patient-Driven Care Management and Patient Education**](http://www.businesswire.com/news/home/20250205972862/en/Wolters-Kluwer%E2%80%99s-UpToDate-ranked-1-by-KLAS-for-Patient-Driven-Care-Management-and-Patient-Education/?feedref=JjAwJuNHiystnCoBq_hl-Q-tiwWZwkcswR1UZtV7eGe24xL9TZOyQUMS3J72mJlQ7fxFuNFTHSunhvli30RlBNXya2izy9YOgHlBiZQk2LOzmn6JePCpHPCiYGaEx4DL1Rq8pNwkf3AarimpDzQGuQ==) | [[Business Wire]] | | 2/5/2025 | [**Wolters Kluwer's UpToDate ranked #1 by KLAS for Patient-Driven Care Management and Patient Education**](http://www.businesswire.com/news/home/20250205972862/en/Wolters-Kluwer%E2%80%99s-UpToDate-ranked-1-by-KLAS-for-Patient-Driven-Care-Management-and-Patient-Education/?feedref=JjAwJuNHiystnCoBq_hl-RLXHJgazfQJNuOVHefdHP-D8R-QU5o2AvY8bhI9uvWSD8DYIYv4TIC1g1u0AKcacnnViVjtb72bOP4-4nHK5ieT3WxPE8m_kWI77F87CseT) | [[Business Wire]] | | 2/5/2025 | [**KLAS Research ranks Wolters Kluwer's Sentri7 #1 for Infection Control & Monitoring**](http://www.businesswire.com/news/home/20250205649842/en/KLAS-Research-ranks-Wolters-Kluwer%E2%80%99s-Sentri7-1-for-Infection-Control-Monitoring/?feedref=JjAwJuNHiystnCoBq_hl-RLXHJgazfQJNuOVHefdHP-D8R-QU5o2AvY8bhI9uvWSD8DYIYv4TIC1g1u0AKcacnnViVjtb72bOP4-4nHK5ieT3WxPE8m_kWI77F87CseT) | [[Business Wire]] | | 2/5/2025 | [**Wolters Kluwer's UpToDate ranked #1 by KLAS for Patient-Driven Care Management and ...**](https://finance.yahoo.com/news/wolters-kluwer-uptodate-ranked-1-130000372.html) | [[Yahoo Finance]] | | 2/5/2025 | [**Wearable Tech Revolutionizes Remote Patient Monitoring - ICT&health International**](https://ictandhealth.com/news/wearable-tech-revolutionizes-remote-patient-monitoring) | [[ICT and Health]] | | 2/4/2025 | [**KLAS Research ranks Wolters Kluwer's Sentri7 #1 for Infection Control ng**](https://www.businesswire.com/news/home/20250205649842/en/) | [[Business Wire]] | | 1/31/2025 | [**Deloitte Earns Top Recognition in Healthcare IT for AI, Cloud, and Digital Innovation, Black ...**](https://finance.yahoo.com/news/deloitte-earns-top-recognition-healthcare-194500093.html) | [[Yahoo Finance]] | | 12/25/2024 | [**SaaS Providers And Customers Should Focus On Continuous Value Creation**](https://www.forbes.com/councils/forbestechcouncil/2024/12/26/saas-providers-and-customers-should-focus-on-continuous-value-creation/) | [[Forbes]] | | 12/16/2024 | [**How GSIs Help Healthcare Providers Improve Patient Care With GenAI**](https://www.forbes.com/sites/stevemcdowell/2024/12/16/how-gsis-help-healthcare-providers-improve-patient-care-with-genai/) | [[Forbes]] | | 8/19/2024 | [**Genedata Announces It Is Joining Forces with Danaher Corporation**](https://www.prweb.com/releases/genedata-announces-it-is-joining-forces-with-danaher-corporation-302224922.html) | [[PRWeb]] | | 8/19/2024 | [**How Can Large Language Models & Generative AI Transform Medical Device Design?**](https://www.mddionline.com/design-engineering/how-can-large-language-models-generative-ai-transform-medical-device-design-) | [[MDDI]] | | 3/5/2024 | [**How to make a career in Data Science? Here is the guide with expert advice**](https://www.msn.com/en-in/money/news/how-to-make-a-career-in-data-science-here-is-the-guide-with-expert-advice/ar-BB1joLs9) | msn.com | ## Topic Overview (Some LLM-derived content — please confirm with above primary sources) ### Key Players - **Gusto**: A platform that emphasizes the importance of domain knowledge in AI tool development, showcasing the role of non-technical team members. - **Virtusa Corporation**: Recognized for its digital strategy and IT services, integrating domain knowledge and technology. - **Genedata**: A software company specializing in data management and analytics for biopharmaceutical research and development. - **Cognite**: A leader in industrial transformation through its Industrial DataOps platform, Cognite Data Fusion, combining AI capabilities and domain knowledge. - **Cognizant**: Partnering with Google Cloud to enhance administrative tasks using large language models. - **Xiaofan Mai**: CEO of IntelliU, emphasizes the need for engineers to have both technical skills and domain knowledge in medical device design. - **Forum Systems**: A company specializing in AI middleware and API gateway solutions, recently achieving HITRUST r2 Certification for its commitment to cybersecurity. - **Wolters Kluwer**: A global leader in professional information and software solutions, focusing on enhancing clinical documentation and decision support. - **Asensus Surgical**: Collaborates with NVIDIA to optimize AI solutions for robotic-assisted surgery, emphasizing the importance of domain knowledge. - **John Snow Labs**: Introduced Automated Responsible AI Testing capabilities to enable domain experts to test AI models for fairness and accuracy. - **Royal Philips**: Partnered with Amazon Web Services to enhance digital pathology solutions, leveraging AWS's AI expertise and Philips' domain knowledge. - **GSK**: A global healthcare company that has expanded its use of Genedata Biologics to enhance R&D automation. - **Novant Health**: A large integrated healthcare network in the Carolinas partnering with CitiusTech to leverage enterprise data. - **Ant Group**: A technology company that launched the Zhixiaobao app, integrating AI to enhance user experience across various life services. - **Coda Octopus Group**: A company specializing in underwater technology and imaging solutions, enhancing capabilities through acquisitions. ### Partnerships and Collaborations - **CrimsonLogic and BDO Singapore**: Collaborating to create 'AskBDO', a Generative AI platform providing domain-specific insights for legal, tax, and finance professionals. - **HIMSS and AMDIS**: An exclusive partnership to enhance educational resources for health professionals globally. - **ABB and CrateDB**: ABB's partnership with CrateDB enhances its Ability Genix platform, improving data analysis and operational efficiency. - **GSK and Genedata**: GSK expanded its use of Genedata Biologics to a cloud-based platform to improve data workflows in biopharmaceutical operations. - **Royal Philips and Amazon Web Services**: Partnership to leverage AI for scaling digital pathology solutions. - **IntegriChain and Federal Compliance Solutions**: Acquisition to enhance capabilities in drug commercialization strategies. - **ViSolve and Clients**: Long-term engineering partnerships to achieve business objectives through expertise in open-source technologies. - **CitiusTech and Novant Health**: A partnership aimed at using enterprise data to improve healthcare quality and efficiency. - **Wolters Kluwer and Abridge**: Partnership to integrate UpToDate into Abridge's platform for improved clinical documentation. - **Indegene and Microsoft**: A strategic collaboration to enhance the adoption of Generative AI services in life sciences. - **Cognizant and Google Cloud**: Partnership to streamline administrative tasks using AI. - **Prana Life Sciences and Rudhra Info Solutions**: Acquisition to enhance service offerings in healthcare and life sciences. - **NTT Data and Amelia**: Partnership for developing AI solutions focused on patient engagement. - **Century Park Capital Partners and IBM**: IBM agreed to acquire Accelalpha, enhancing its consulting capabilities in Oracle Fusion Cloud Applications. - **Deloitte and Nvidia**: Collaboration to create digital avatars for patient assistance. - **Coronis Health and UiPath**: This partnership aims to enhance healthcare delivery systems through advanced AI capabilities and automation technologies. - **Wolters Kluwer and National Health System of Spain**: Renewed collaboration to provide system-wide access to UpToDate, aiming to improve healthcare quality and reduce variability. - **Wolters Kluwer Health and Abridge**: Partnered to integrate UpToDate into Abridge's platform, aiming to enhance ambient clinical documentation and reduce clinician burnout. - **Quench and Legal Professionals**: Quench SmartChart is designed to streamline the medico-legal review process for legal professionals. ### Innovations, Trends, and Initiatives - **Automated Responsible AI Testing**: John Snow Labs' new capabilities for domain experts to test AI models for compliance with US legislation. - **NLP-driven data normalization tools**: Help health tech organizations manage clinical data complexities, ensuring data quality and interoperability. - **Palmyra-Med-70b**: A model that has achieved high accuracy in medical benchmarks, showcasing the importance of domain-specific AI applications. - **Automated Responsible AI Testing by John Snow Labs**: A no-code tool for domain experts to test AI models, addressing the need for comprehensive testing solutions. - **AI Integration**: Wolters Kluwer's exploration of generative AI in its UpToDate platform to enhance clinical workflows. - **Genedata Biologics**: Automated lab operations and integrated with GSK's systems to streamline antibody discovery. - **Data-Driven Approaches**: The growing importance of data-driven methodologies in healthcare innovation, as highlighted by CitiusTech's partnership. - **General vs. Specialized AI Models**: Recent research suggesting general-purpose AI models may perform as well as specialized models for routine medical tasks. - **Wolters Kluwer's Enhancements**: Introduced features to improve internal audit processes and clinical documentation. - **Cognite Atlas AI**: A low-code industrial agent workbench that enhances operational accuracy and efficiency through generative AI. - **Clinical Workflow Solutions**: Growing market driven by cloud-based platforms and AI-driven analytics to enhance patient care. - **METI Software Tool**: Developed by MD Anderson and Emory to enhance cancer pathology through diagnostic insights from tissue biopsies. - **AI Dual-Degree Program**: A program integrating medicine with AI, developed by UT Health San Antonio and UTSA. - **AI in Healthcare**: AI is revolutionizing healthcare by enhancing diagnostics, treatment planning, and patient care, necessitating a blend of technical and medical knowledge. - **AI Launchpad by Trigent**: A comprehensive starter kit for organizations to transition from AI concepts to implementation. - **Digital Health Transformation**: Healthcare organizations are increasingly adopting digital tools and strategies to enhance patient care and operational efficiency. - **CCH Tagetik**: Recognized as a leader in the Nucleus Research CPM Technology Value Matrix, featuring advanced AI capabilities for finance professionals. - **Cloud Computing**: 78% of organizations have adopted cloud strategies, with a significant focus on integrating AI to improve operational efficiency. - **Sentri7**: Top-ranked infection control solution recognized by KLAS, offering real-time data collection and automated compliance workflows. ### Challenges and Concerns - **Need for Domain Knowledge**: As medical devices incorporate more software, engineers must adapt by learning about cybersecurity, interoperability, and AI integration. - **Data Security**: Addressing vulnerabilities in connected medical devices and healthcare IT systems. - **Data Quality and Reliability**: Maintaining data quality is critical, with enterprises losing significant amounts due to faulty data operations. - **Data Privacy and Security**: As digital health technologies proliferate, concerns regarding data privacy, regulatory complexities, and the need for standardized health data management are paramount. - **Generative AI Issues**: Concerns regarding hallucination and data lineage inconsistencies in AI applications, addressed through partnerships like CrimsonLogic and BDO. - **AI Hallucinations**: A study found that large language models struggle with medical domain knowledge, leading to inaccuracies in medical summaries. - **Data Quality**: Data quality remains a significant challenge in AI discussions, impacting the effectiveness of AI applications in healthcare. - **Talent Deficit**: Organizations are facing a talent deficit that hinders the implementation of cloud strategies and AI adoption. - **Legal Challenges in AI Integration**: Concerns regarding intellectual property rights and the identification of inventors in AI-generated results. - **Trust in AI**: Concerns regarding the adoption of AI in healthcare and the need for responsible practices. - **Trust in AI Adoption**: The need for healthcare workforces to effectively utilize AI in clinical workflows, emphasizing the importance of trust. - **Regulatory Compliance**: Ensuring AI solutions comply with healthcare regulations like HIPAA. - **Interoperability**: Challenges in ensuring system interoperability and data security in EHR systems. - **Integration of AI**: Cautious integration of AI in medical education and practice to maintain patient care standards. - **Digital Transformation Struggles**: Many healthcare organizations face challenges in implementing effective digital transformation necessary for achieving value-based care. - **Ethical Guidelines and Compliance**: The implementation of agentic AI requires organizations to focus on ethical guidelines and compliance to ensure responsible use. - **Misconceptions about Generative AI**: There is confusion regarding the capabilities of generative AI tools, which are often mistaken for advanced search engines. - **Interoperability Issues**: Healthcare IT faces significant challenges related to standardization and data-sharing, which hinder improved coordination among healthcare entities. - **Integration of AI in Healthcare**: Concerns regarding the reliability of AI applications in clinical settings due to potential inaccuracies affecting patient care. - **Complex Drug Pricing**: Pharmaceutical manufacturers face increasing complexity in drug pricing and reimbursement, prompting outsourcing.