Kampos by Pontohi.com
Assistive CXR worklist triage
Urgent studies, first.
Kampos ranks CXR studies by estimated urgency so your team can review higher-priority exams earlier — with feedback, versioning, and audit designed for research-first pilots.
Research-only / retrospective first. Assistive prioritization — supports, not replaces. Not marketed as a cleared medical device. See how governance works.
Built for CXR worklists
Illustrative concept visuals for how urgency-oriented ranking might surface in a research worklist UI.
FIFO doesn’t know what’s urgent
Chest X-ray volume is high. Queues often move in arrival order. Urgency does not.
When worklists lack prioritization assist, time-sensitive studies can sit behind routine ones — while imaging leaders still need a responsible way to evaluate ranking models before any broader claims.
- Worklist pressure in radiology and teleradiology
- Limited visibility into how “priority” would behave under real queue dynamics
- Black-box scores without versioning, promote/rollback, or audit
- Cadence mismatch: innovation demos vs. what imaging IT can actually govern
Prioritization assist — not another finding overlay
Kampos focuses on worklist order: an assistive triage tool that ranks chest X-rays by estimated urgency for human review.
It is built for imaging teams who want to explore prioritization with a clear boundary: radiologists interpret; Kampos helps order the queue.
What you get (v1 framing)
- Urgency-oriented ranking for CXR worklists
- Research worklist UI for exploration and review
- Governance loop: feedback, model versions, promote/rollback, audit
- Research-first pilot posture (retrospective first)
How it works
- Ingest / queue context (research setting) Work with CXR worklist context appropriate to a research or retrospective study design.
- Rank by estimated urgency Model output informs ordering so higher-estimated-urgency studies can surface earlier for human attention.
- Human review Radiologists remain responsible for interpretation; Kampos does not autonomously diagnose.
- Feedback & lifecycle Capture feedback; version models; dry-run promote/rollback and audit for accountable iteration.
Exact integration paths and deployment topology are discussed in pilot scoping — not claimed as plug-and-play production.
Offline research spikes on public NIH data
In internal research spikes using public NIH chest X-ray data, ranking approaches outperformed FIFO and random baselines on the offline metrics we evaluated.
- Ranking beat FIFO/random in those offline research evaluations.
- Under-prioritization remains a hard, open focus — we treat it as a problem to improve, not a solved marketing claim.
- Results are research / offline framing, not prospective clinical performance claims.
Governance is part of the product
Imaging buyers don’t just need a score. They need a loop they can run.
Kampos includes design for:
- Feedback from review context
- Versioning of models
- Promote / rollback pathways (lifecycle dry-run)
- Audit of what was active when
Positioning for research pilots: iterate with accountability, not silent model drift.
FAQ
- Is Kampos a cleared medical device?
- No. Kampos is not marketed as a cleared medical device at this stage. Engagement is research-only / retrospective first.
- Does Kampos diagnose findings or replace radiologists?
- No. Kampos assists worklist prioritization. Interpretation remains with the radiologist. Finding-CAD overlays are not the v1 claim.
- Who is it for?
- Radiology and teleradiology leaders, imaging IT / workflow owners, and imaging directors evaluating CXR worklist prioritization in a research posture.
- What have you built so far?
- PRD, NIH research spikes (ranking vs FIFO/random; under-prioritization focus), research worklist UI, and a model lifecycle dry-run (version / promote / audit).
- How do we start?
- Contact Pontohi.com to discuss a research / retrospective pilot scope.
- What’s the relationship to Pontohi.com?
- Kampos is a product of Pontohi.com (US startup). Lockup: Kampos by Pontohi.com.
Discuss a research pilot
Evaluating CXR worklist triage with governance, not hype? Contact us about a research pilot or ask for updates — research-first and assistive.
Retrospective-first. Research-honest. Assistive — supports, not replaces.
hello@pontohi.com