Paper Citation Record · LEDGER

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

As of 11 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2508.21803.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.21803 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:58:49.637056Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:48:57.762162Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

verified exact1
verified fuzzy2
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 204bfb43-e598-40b6-8d98-c3c72955b980 · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:58:50.856639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4f640e1c-d209-4965-b756-d2debf674734 · outbound

This paper cites Churpek, and Majid Afshar.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Churpek, and Majid Afshar

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:58:50.698104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5cf54210-1ec2-4982-8591-1d8dd2160fab · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:48.822595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb6033fd-5d5b-48b3-b809-086fefae5d39 · outbound

This paper cites Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:48.880927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4561c0d-eb78-434e-b182-2715e568b85c · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:48.980497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7b3db2-e406-43d9-a75c-63562ae6fc90 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:49.110542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab218846-b387-474e-b532-634d5e2c396b · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:49.187774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0037b74a-c9b7-4417-bd47-87aadd763f70 · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:49.293482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e05fdd2-b506-4592-92c6-33c0cf1a26e4 · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:49.450144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5d6a2e6-0e76-4f8d-952f-49270acab427 · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-08-05T13:58:49.881876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 01003672-d848-4fd8-87d8-fda56833d018 · outbound

This paper cites an unresolved cited work.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:58:50.117939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 915a0103-0012-4dfb-aba4-5b93d3dbcef2 · outbound

This paper cites Nature 620, 7972 (2023), 172–180.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Nature 620, 7972 (2023), 172–180

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:58:50.468626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 79aa4880-d5d7-430b-859a-aa2f84c169df · outbound

This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T13:58:49.363160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f9e3d543-efc8-40e3-910e-cbbe602d0a4e · inbound

VetClaw: An Edge-Cloud Multimodal Agentic System for Veterinary Disease Screening cites this paper.

VetClaw: An Edge-Cloud Multimodal Agentic System for Veterinary Disease Screening Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T00:48:57.762162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.