Library Category: VBC Diagnostics Journal

  • Establishing a Global Repository for Generalizable AI in Healthcare

    Jun 10, 2026

    The Clinical Lab 2.0 (CL2.0) Lab-Initiated Care Model represents a transformative initiative designed to establish a global, publicly accessible repository of aggregated, deidentified laboratory data linked to patient outcomes. This model seeks to overcome limitations inherent in single-site datasets, fostering the development of generalizable, predictive artificial intelligence (AI) models that significantly enhance care optimization, diagnostic…

  • Beyond the Bench: Redefining the Medical Laboratory Professional as a Diagnostic Health Consultant

    May 7, 2026

    This manuscript examines the gaps in the educational curriculum for medical laboratory science programs and their consequential impact on population health. It emphasizes the need for better defining the roles and responsibilities of medical laboratorians, from technologists to pathologists. Additionally, it introduces the concept of a mid-level provider, the diagnostic health consultant, who can bridge…

  • Demonstrating the Value of Laboratory Medicine in Population Health and Value Based Care

    Apr 13, 2026

    The rapidly changing environment of healthcare is shifting towards value-based care and engaging patients as active participants in their wellness. This shift presents a unique opportunity to transform the role of laboratory diagnostic services to actively collaborate with providers, health systems, and patients to improve outcomes and reduce overall costs. The national focus addressing chronic…

  • Clinical Lab 2.0: A Value-Based Care Diagnostic Business Model with Alternative Payment Frameworks for Population Health

    Mar 25, 2026

    Clinical laboratories are facing significant economic pressure as the Protecting Access to Medicare Act (PAMA) driven reimbursement cuts erode margins and fee-for-service models become unsustainable. At the same time, nearly half of U.S. healthcare payments now flow through value-based arrangements, creating a pivotal opportunity for laboratories to realign with this new paradigm. This paper outlines…

  • Framing the Movement: Transforming from Reactive Confirmation to Proactive Prediction

    Feb 25, 2026

    An Architectural Framework for Healthcare Transformation Through Laboratory Medicine The transformation of laboratory medicine from reactive diagnostic confirmation to proactive disease prediction represents a fundamental restructuring. This paper proposes an architectural framework, defined as Framing the Movement, that proposes Clinical Lab 2.0 not as incremental healthcare reform but as a systematic architectural redesign. Drawing upon…

  • Enhancing Value-Based Care Through Laboratory-Assisted Identification of Care Gaps

    Nov 12, 2025

    The shift from fee-for-service to value-based care is transforming the role of clinical laboratories. Instead of being transactional providers of test results, the most forward-looking aim for laboratorians is to serve as strategic drivers of patient and population health. This idea is at the core of the Clinical Lab 2.0 movement , , which emphasizes…

  • The Future of Clinical Laboratories in Value-based Care—Is this our tomorrow to lose?

    May 21, 2025

    The transition to value-based health care, emphasizing quality outcomes over service volume, presents challenges and opportunities for pathologists and clinical laboratorians. To remain relevant in this evolving landscape, lab professionals must adapt their roles and focus on delivering value. Others are seizing this opportunity. Laboratories risk being left not as an asset for driving the…