02
BEFORE / AFTER

What changed from existing technology?

Previous limitation

This study looked at how changes in blood sugar levels during stress affect the chance of dying in ICU patients with heart failure. It found that tracking these changes over time and looking at the total stress on blood sugar levels could help predict patient outcomes.

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This research

This study is the first to analyze the dynamic trajectories of the stress hyperglycemia ratio (SHR) and its cumulative burden (CumSHR) in ICU patients with heart failure, moving beyond single-time-point measurements to better understand their prognostic significance.

03
COMMERCIALIZATION WATCH

Commercialization signals visible at publication

Publication-time signal score44/100

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

Verified evidence · 1
사람 대상·임상 근거

hyperglycemia burden with in-hospital mortality in ICU patients with heart failure: a retrospective cohort study. Heart failure (HF) is a major global health

Title ↗
Evidence not yet confirmed
  • 시제품·장치 구현 근거 미확인
  • 제조·규모 확장 근거 미확인
Current tracking point2026-09-06 · 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

The findings suggest that tracking the dynamic changes in the stress hyperglycemia ratio (SHR) and its cumulative burden (CumSHR) could improve risk stratification and clinical decision-making for ICU patients with heart failure.

09 · EVIDENCE & SOURCES

Evidence and sources