02
BEFORE / AFTER

What changed from existing technology?

Previous limitation

This study developed an AI system that uses CT scans to estimate blood vessel density in lung cancer, which could help doctors assess the cancer's growth without surgery.

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This research

This is the first AI system to use CT scans for noninvasive assessment of microvessel density in lung adenocarcinoma, which could improve preoperative cancer evaluation.

03
COMMERCIALIZATION WATCH

Commercialization signals visible at publication

Publication-time signal score8/100

This is not a success probability or investment opinion. It prioritizes follow-up using evidence available when the paper was published.

Verified evidence · 0
Evidence not yet confirmed
  • 시제품·장치 구현 근거 미확인
  • 제조·규모 확장 근거 미확인
  • 장기·실사용 검증 근거 미확인
Current tracking point2026-09-14 · Paper published

Later patent, company, clinical, and production events are added separately only after verification.

Patent check: Not checked yet
04 · REALITY CHECK

Current technology stage: Near commercialization

See what changed before reading the full paper.

Current stageNear commercialization
Basic researchExperimental validationPrototypeField validationNear commercialization
05
REMAINING CHALLENGES

What still needs to be solved?

Repeated real-world validation, manufacturability, cost, and long-term stability still require follow-up evidence.

06
INDUSTRY OPPORTUNITY

What could change if this succeeds?

07 · ONE MORE POSSIBILITYOne possibility beyond the paper

This AI system could potentially aid in noninvasive preoperative assessment of lung adenocarcinoma by estimating microvessel density from CT scans.

09 · EVIDENCE & SOURCES

Evidence and sources