proof blockPage 468%
This equation captures one of the core mathematical components of the system. For each model m, prompt p, patient k, configuration ct, and stochastic repetition s ∈
Page and bbox are available; crop image is pending.
Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores explores A systematic approach to auditing LLM reliability in psychiatric risk assessment reveals significant sensitivity to non-clinical information.. Commercial viability score: 4/10 in LLM Reliability Auditing.
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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/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores | Route /paper/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scoresMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.22063"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores",
"normalized_query": "2604.22063",
"route": "/paper/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores",
"paper_ref": "reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores
Subject: Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores
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
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Preparing verified analysis
Dimensions overall score 4.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. For each model m, prompt p, patient k, configuration ct, and stochastic repetition s ∈
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores
Paper ref
reliability-auditing-for-downstream-llm-tasks-in-psychiatry-llm-generated-hospitalization-risk-scores
arXiv id
2604.22063
Generated at
2026-04-27T20:17:39.867Z
Evidence freshness
fresh
Last verification
2026-04-27T20:17:39.867Z
Sources
3
References
0
Coverage
50%
Lineage hash
e09b0b2d3a4688025b7ee4d3d31f510b3d560497e1b235e7ac11a4b3d5f7e157
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
This equation captures one of the core mathematical components of the system. Formally, let k ∈K denote a patient, p ∈{neutral, logos, ethos, pathos} one of the
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. H(0) 2,m, p : β(m, p) 1 = 0 H(A) 2,m, p : β1(m, p) > Second, we test whether each prompting str
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No public competitor map is available for this paper yet.