Clinical outcomes
Public records begin with transplant oncology and measurable clinical questions.
Research
A source-led research record connecting operative experience, measured anatomy, intraoperative verification, Verifiable Surgery, and the Surgical Data Factory.
Research continuum
The public evidence path from clinical outcomes to verifiable surgical systems.
01 · Evidence flow
Public records begin with transplant oncology and measurable clinical questions.
Imaging work turns vascular, biliary, liver, and tumor anatomy into reusable planning data.
Navigation and recognition studies test whether structured knowledge can enter the operative field.
The Surgical Data Factory frames how operative data could become auditable surgical intelligence.
02 · Source ledger
Annals of Surgical Treatment and Research
Reframes the operating room as an environment that produces verifiable data for Surgical Physical AI.
Surgical AI infrastructure
Scientific Reports
Moves surgical AI from retrospective analysis to real intraoperative guidance and tests generalizability across institutions.
Intraoperative navigation
Journal of Medical Internet Research
Connects language-model research to readability and preservation of clinical meaning in liver-resection consent forms.
Surgical communication & LLMs
International Journal of Surgery
Extends automated preoperative modeling to donor biliary anatomy, where variation directly affects surgical planning.
Biliary anatomy & donor planning
International Journal of Surgery
Connects donor vascular anatomy, automated segmentation, and volumetric analysis in a structured planning workflow.
Preoperative planning
Scientific Reports
Tests real-time biliary recognition and moves preoperative anatomical models into the operative scene.
Intraoperative perception
Scientific Reports
Turns liver, tumor, vascular, and biliary anatomy into reusable three-dimensional planning information.
Imaging & preoperative planning
Annals of Surgical Treatment and Research
Opens a complementary research axis on how language models may support surgical knowledge, education, and communication.
Surgical education & LLMs
Research that gives back · A community reflection →Liver Transplantation
Establishes the clinical-outcomes foundation of the research trajectory through transplant oncology and recurrence risk.
Transplant oncology