A longitudinal health agent framework explores A longitudinal health agent framework designed for sustained user engagement and personalized decision-making in health tasks.. Commercial viability score: 4/10 in Health Agents.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/a-longitudinal-health-agent-framework
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID a-longitudinal-health-agent-framework | Route /paper/a-longitudinal-health-agent-framework
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/a-longitudinal-health-agent-frameworkMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12019"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "A longitudinal health agent framework",
"normalized_query": "2604.12019",
"route": "/paper/a-longitudinal-health-agent-framework",
"paper_ref": "a-longitudinal-health-agent-framework",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/a-longitudinal-health-agent-framework
Subject: A longitudinal health agent framework
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 4.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/a-longitudinal-health-agent-framework
Paper ref
a-longitudinal-health-agent-framework
arXiv id
2604.12019
Generated at
2026-04-15T16:43:27.736Z
Evidence freshness
stale
Last verification
2026-04-15T16:43:27.736Z
Sources
3
References
0
Coverage
50%
Lineage hash
e11b4167b7cfde463ca3da3f2b90ded2d2d18c06f7dec530f37b38b642ad4f60
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references