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Paper Citation Record · LEDGER

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.06828.

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

pith.paper-citation-record.v1
2412.06828 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:23:49.760938Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

4
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d67630d4-cb7c-48f7-a854-78b67e68fd6e · inbound

LLaMA-XR: A Novel Framework for Radiology Report Generation using LLaMA and QLoRA Fine Tuning cites this paper.

LLaMA-XR: A Novel Framework for Radiology Report Generation using LLaMA and QLoRA Fine Tuning Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-19T13:43:05.361630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T13:42:45.720290Z digest=sha256:762643f88cf3447038897d48c9b27092420a84ed90e54690fce4649d47a8c437

Observation 74f59a11-ee27-4048-ac68-0020f4fe7d87 · inbound

An autonomous agent for auditing and improving the reliability of clinical AI models cites this paper.

An autonomous agent for auditing and improving the reliability of clinical AI models Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T19:23:49.760938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:23:49.760938Z digest=sha256:a5f64397e8e43033713a2afcbba4aba388e79b2fe640239839b3dba65b299caa

Observation bb12fd6b-25c3-4c64-b3a3-87a86158d156 · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Reference 297

Resolution
unresolved
no resolver link, observed 2026-07-14T06:30:16.612345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T06:30:16.612345Z digest=sha256:fc831da050c56294c382b39878f599e38b587dc4fcc4615081f56f3ce781e31a