AUTHOR & ACADEMIC PRINCIPAL

Nguyễn Đình Quang

Independent medical researcher | Founder, Vien Gut | System architect of the HOW — DATA-to-operate / operational layer

HOW AND DATA-TO-OPERATE DESIGN CONTRIBUTORS — VIEN GUT

Nguyễn Đình Quang Huy  HOW — DATA-to-operate design contributor | Operational management, transfer coordination — Vien Gut Model

Huỳnh Phước Đại, Nguyễn Sơn  Patient-language editorial | Communications data governance, deployment and transfer support — Vien Gut Model

ACADEMIC SUPPORT & WHAT (GUIDELINE) BENCHMARKING — INTERNATIONAL EXPERT GROUP

Thomas Bardin, Pascal Richette Co-authors of EULAR Recommendations — together with experts in cardiology, nephrology, hepatology, diabetology, diagnostic imaging, and biostatistics at Université Paris Cité, France, and Sorbonne University. Transfer of WHAT from treatment guidelines for gout and comorbidities; international benchmarking of WHAT; HOW design support — Vien Gut Model.

DATA GOVERNANCE TEAM — VIEN GUT

Trương Ánh Dương, Huỳnh Hồng Đức  Data governance, transfer support — Vien Gut Model

TREATING PHYSICIAN GROUP + MULTIDISCIPLINARY TEAM — VIEN GUT POLYCLINIC

Clinical HOW deployment: risk stratification, opportunity window, longitudinal monitoring, risk management, polypharmacy governance, referral safety valve activation — Vien Gut Model.

RESEARCH SITE

Franco-Vietnamese Center for Research on Gout and Chronic Diseases

Vien Gut Polyclinic, 13A Hồng Hạ Street, Tân Sơn Hòa Ward, Ho Chi Minh City, Vietnam

PLACE OF THIS DOCUMENT IN THE VIEN GUT DOSSIER


A.1 is a foundation paper. It does not describe one specific clinical workflow and it is not limited to one disease axis. Its job is to establish the academic reference frame used by the whole Vien Gut dossier: WHAT – HOW – DATA-to-operate.

If A.0 is the architectural statement for the full dossier, A.1 answers the next question: what academic lens does this dossier use to look at the gap in modern medicine when caring for outpatients with complex chronic multimorbidity?

A.1 belongs to Layer 1 – Core architecture. It sits between the architectural statement in A.0 and the foundation concepts in A.2.

To read A.1 in its proper place, this document should be situated within the four-layer architecture of the dossier:

Layer 1 — Core architecture (Part A and Part B) A.1 belongs to Layer 1. It does not describe any single disease, but establishes the shared reference framework for all of Part A, Part B, Part C, and Part D.

Layer 2 — Application of the architecture to specific disease axes (Part C) The C documents can only be read correctly when the reader has first grasped A.1, because every C document operates on the same WHAT – HOW – DATA-to-operate framework.

Layer 3 — Appendices (protocols and procedures) The appendices are the detailed implementation layer of HOW. They cannot be understood separately from A.1, because without the reasoning framework in A.1, the reader may mistake protocols for a collection of disconnected clinical tricks.

Layer 4 — Academic dialogue, evidence benchmarking, and the roadmap to multicenter validation (Part D) Part D can only be formed academically if A.1 has already established the central question: what is modern medicine missing between evidence and practice, and what layer is the Vien Gut Model proposing in order to fill that gap.

READER GUIDE TO A.1


  • To understand the overall architectural declaration of the entire dossier, read A.0.
  • To understand the precise definitions of the three layers WHAT – HOW – DATA-to-operate, read A.2.
  • To understand the international evidence on the global HOW gap, read A.3.
  • To understand the operational terminology system, read A.4–A.5.
  • To understand how this framework is deployed into an outpatient model, read B.1–B.5.
  • To understand how this framework is applied to each disease axis, read C.1–C.n.
  • To understand how this framework will enter academic dialogue and multicenter validation, read Part D.

ABSTRACT


A.1 explains the EBM reference frame used by the Vien Gut academic dossier. Its main point is simple: modern evidence-based medicine has developed the WHAT layer very strongly – treatment targets, evidence, guidelines, and disease-specific recommendations – but it does not automatically provide a full HOW layer for applying several guidelines to one patient over time, nor a full DATA-to-operate layer for making safe outpatient decisions in complex multimorbidity.

A.1 does not reject EBM. It treats EBM as the foundation of modern medicine. But it argues that when medicine moves from selected research populations to real people with several severe diseases at the same time, the usual disease-specific EBM chain reaches a structural break at the stage of clinical application.

That is why A.1 proposes a three-layer frame: WHAT, HOW, and DATA-to-operate. This frame is the direct conceptual base for Part B, Part C, and Part D. It also explains why high-value goals such as crystal-free status, dialysis deferral, prevention of heart-failure decompensation, and hepatic recompensation remain difficult in real practice if care lacks a structured operating model.

References
  • [1] Sackett DL, Rosenberg WMC, Gray JAM, Haynes RB, Richardson WS. Evidence based medicine: what it is and what it isn’t. BMJ. 1996.
  • [2] Guyatt G, Oxman AD, Akl EA, et al. GRADE guidelines and the quality of evidence framework.
  • [3] FitzGerald JD, et al. 2020 American College of Rheumatology Guideline for the Management of Gout.
  • [4] Richette P, et al. 2016 updated EULAR evidence-based recommendations for the management of gout.
  • [5] KDIGO. 2024 Clinical Practice Guideline for the Evaluation and Management of Chronic Kidney Disease.
  • [6] ESC and ACC/AHA guideline documents on heart failure.
  • [7] EASL guideline and related consensus documents on cirrhosis decompensation and recompensation.
  • [8] NICE NG56. Multimorbidity: clinical assessment and management. 2016.
  • [9] Barnett K, Mercer SW, Norbury M, et al. Epidemiology of multimorbidity and implications for health care, research, and medical education. Lancet. 2012.
  • [10] Graham ID, Logan J, Harrison MB, et al. Lost in knowledge translation: time for a map?
  • [11] Grol R, Grimshaw J. From best evidence to best practice: effective implementation of change in patients’ care. Lancet. 2003.
  • Foundational and operational documents within the academic dossier of the Vien Gut Model: A.0, A.2–A.5, B.1–B.5, C.1–C.n.

Related Documents

Document A.0: Architectural Declaration
Four Verification Targets on Target Organs as the Central Reference Framework of the Publication Set
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

Document A.1: EBM Reference Framework: What - How - Data to operate
From Gap to Operable Structure
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

Document A.2: Foundational Concept set: What - How - Data to operate
Identification, Definition, and Separation of the Three Architectural Layers of the Vien Gut Model. Reading foundation for the entire publication set
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

Document A.3: The global HOW Gap
Why Complex Chronic Multimorbidity Is Not Served by Existing Single-Disease Guidelines
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

Document A.4: Operational Concept Set
Identification and Definition of All HOW Terminology Unified Reference for the Entire Publication Set
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

Document A.5: Standardized Glossary
6 thematic groups · 60 HOW terms · 28 biomarkers & thresholds 18 imaging modalities · 77+ abbreviations
Vien Gut Model — Academic Publication Set: 01-SC: 2026 Mar

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