proof blockPage 568%
This equation captures one of the core mathematical components of the system. the best arm c∗= arg maxc ps(c; x) using as few pulls as possible within a budget B.
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Reliable Self-Harm Risk Screening via Adaptive Multi-Agent LLM Systems explores A statistical framework for multi-agent LLM systems provides reliable self-harm risk screening with adaptive decision-making and reduced false positives.. Commercial viability score: 7/10 in AI for Behavioral Health.
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Canonical route: /paper/reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems
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Canonical ID reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems | Route /paper/reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systemsMCP example
{
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"arxiv_id": "2604.22154"
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"paper_ref": "reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems",
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}Paper proof page receipt window
/buildability/reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems
Subject: Reliable Self-Harm Risk Screening via Adaptive Multi-Agent LLM Systems
Verdict
Watch
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Time to first demo
Insufficient data
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Structured compute envelope
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. the best arm c∗= arg maxc ps(c; x) using as few pulls as possible within a budget B.
Page and bbox are available; crop image is pending.
Owned Distribution
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Receipt path
/buildability/reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems
Paper ref
reliable-self-harm-risk-screening-via-adaptive-multi-agent-llm-systems
arXiv id
2604.22154
Generated at
2026-04-27T20:16:01.514Z
Evidence freshness
fresh
Last verification
2026-04-27T20:16:01.514Z
Sources
3
References
0
Coverage
50%
Lineage hash
937d28f942695fd8fb9600e421598fcfdd5cfe928d76778b74cd4daa2352e706
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
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Pending verification refs / 3 sources / Verification pending
repo_url
references
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This equation captures one of the core mathematical components of the system. is n∗= 2 ln(2/δ)/∆s(x)2, where ∆s(x) is the probability gap between the best and second-
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