Knowledge Atlas · public edition
Clinical questions, evidence, and ideas—connected.
A deliberately small public atlas of Namkee Oh's clinical foundation, published research trajectory, and original working frameworks. It is independently authored for the public web; it is not an export of the private LLM Wiki.
Public knowledge contract
From clinical ground to explicit ideas.
Each layer declares whether it represents professional scope, published evidence, research synthesis, or an original thesis.
- 01GroundClinical scope
- 02EvidencePublic sources
- 03StructureStable definition
- 04BoundClaim limits
- 05ConnectPublic relations
01 · Publication contract
A public atlas, not the private graph.
Stable pages, public citations, and a small human-readable relation vocabulary make each idea independently understandable to readers, search engines, and answer engines.
- Public entries
- 12 Manually selected and separately written
- Editorial layers
- 3 Clinical · Research · Framework
- Public relations
- 30 Only between entries in this atlas
- Relation verbs
- 4 Supports · Extends · Motivates · Applies to
02 · Public knowledge atlas
From clinical ground to verifiable frameworks.
The three layers are editorial, not a maturity score. Published evidence and original theses remain visibly distinct throughout.
Clinical foundation
Where the questions begin
Verified professional scope without volume, outcome, or superiority claims.
- 01.01Verified public profileLiver Cancer & Colorectal Liver Metastases간암과 대장암 간전이
The disease domain in which Namkee Oh's clinical practice and research questions are grounded, including hepatocellular carcinoma and colorectal cancer metastatic to the liver.
Open entry - 01.02Verified public profileLiver Resection & Transplantation간절제술과 간이식
The operative foundation of Namkee Oh's practice: liver resection for appropriate tumors and liver transplantation within multidisciplinary care pathways.
Open entry - 01.03Verified public profileMinimally Invasive Liver Surgery최소침습 간수술
Laparoscopic and robotic approaches to liver surgery that create a digital operative record while changing visualization, access, and technical interaction.
Open entry
Research trajectory
What the public evidence shows
Published work and clearly labeled synthesis, connected through durable sources.
- 02.01Published evidenceSurgical Segmentation수술 해부학 분할
Computational delineation of liver, vascular, biliary, tumor, or operative structures in preoperative imaging and intraoperative video.
Open entry - 02.02Published evidenceSurgical Navigation수술 내비게이션
AI-assisted identification and display of anatomy or dissection planes intended to support intraoperative orientation and decision-making.
Open entry - 02.03Research synthesisSurgical Workflow Understanding수술 워크플로우 이해
A research program for representing an operation as connected phases, tasks, actions, anatomy, and temporal context rather than as isolated video frames.
Open entry
Ideas & frameworks
What is being proposed
Original working theses kept distinct from validated capability and clinical performance.
- 03.01Original thesisVerifiable Surgery검증 가능한 수술
A working framework in which the operative process is measured, structured, linked to outcomes, and rendered testable rather than presumed.
Open entry - 03.02Original thesisPerception Is Not Verifiability인식은 검증이 아니다
Recognizing what appears in an operative scene does not by itself explain why an action produced a particular result.
Open entry - 03.03Original thesisAutonomy Requires Verifiability First자율성은 검증 가능성 이후
Surgical autonomy should be considered only within tasks whose states, actions, boundaries, failures, and outcomes can be sufficiently examined and tested.
Open entry - 03.04Original thesisSurgical Process Formalization수술 과정 형식화
A conceptual language for describing surgery through observable state, action, transition, context, and outcome relationships.
Open entry - 03.05Original thesisTask Dossier경계가 명시된 수술 과업
A bounded specification of one intraoperative task, including its start and end conditions, success criteria, safety limits, evidence requirements, and handoff conditions.
Open entry - 03.06Original thesisSurgical Data Factory수술 데이터 팩토리
A research infrastructure concept for capturing synchronized multimodal operative data, structuring it, linking it to outcomes, and preserving an auditable evidence trail.
Open entry
03 · Relationship ledger
A small vocabulary with explicit direction.
These links explain how public ideas connect. They do not reproduce internal project topology or imply clinical causality.
Supportsprovides a foundation or input
Extendsdevelops an idea into a broader layer
Motivatescreates the need for another idea
Applies toplaces an idea in a clinical or conceptual domain
- Liver Cancer & Colorectal Liver MetastasesMotivatesLiver Resection & Transplantation
- Liver Resection & TransplantationApplies toLiver Cancer & Colorectal Liver Metastases
- Liver Resection & TransplantationMotivatesVerifiable Surgery
- Minimally Invasive Liver SurgeryExtendsLiver Resection & Transplantation
- Minimally Invasive Liver SurgeryMotivatesSurgical Segmentation
- Minimally Invasive Liver SurgeryMotivatesSurgical Workflow Understanding
- Surgical SegmentationSupportsSurgical Navigation
- Surgical SegmentationSupportsSurgical Workflow Understanding
- Surgical SegmentationApplies toMinimally Invasive Liver Surgery
- Surgical NavigationExtendsSurgical Segmentation
- Surgical NavigationMotivatesPerception Is Not Verifiability
- Surgical NavigationApplies toMinimally Invasive Liver Surgery
- Surgical Workflow UnderstandingExtendsSurgical Segmentation
- Surgical Workflow UnderstandingSupportsSurgical Process Formalization
- Surgical Workflow UnderstandingMotivatesVerifiable Surgery
- Verifiable SurgeryExtendsSurgical Process Formalization
- Verifiable SurgeryMotivatesSurgical Data Factory
- Verifiable SurgerySupportsAutonomy Requires Verifiability First
- Verifiable SurgeryApplies toLiver Resection & Transplantation
- Perception Is Not VerifiabilityMotivatesVerifiable Surgery
- Perception Is Not VerifiabilitySupportsAutonomy Requires Verifiability First
- Autonomy Requires Verifiability FirstExtendsVerifiable Surgery
- Autonomy Requires Verifiability FirstMotivatesTask Dossier
- Surgical Process FormalizationSupportsVerifiable Surgery
- Surgical Process FormalizationSupportsTask Dossier
- Surgical Process FormalizationExtendsSurgical Workflow Understanding
- Task DossierApplies toSurgical Process Formalization
- Task DossierSupportsAutonomy Requires Verifiability First
- Surgical Data FactorySupportsVerifiable Surgery
- Surgical Data FactoryExtendsSurgical Workflow Understanding
Private research notes, internal programs, operational plans, and unpublished relationship structures are not part of this public atlas.