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Paper Citation Record · LEDGER

The Role of Language Models in Modern Healthcare: A Comprehensive Review

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.16860.

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

pith.paper-citation-record.v1
2409.16860 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:36:27.724394Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T09:47:59.484518Z

Reference resolution

0 of 0 outbound references displayed

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

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f33962c7-1df8-42d1-bfe8-d1a2fb511c8c · inbound

Generalization of Medical Large Language Models through Cross-Domain Weak Supervision cites this paper.

Generalization of Medical Large Language Models through Cross-Domain Weak Supervision The Role of Language Models in Modern Healthcare: A Comprehensive Review

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-09T17:36:27.724394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:36:27.724394Z digest=sha256:c6cc339d0e4ffa1f3b891c8abdbc4bfd521cc3c72330414c5fda07d4899fee1a

Observation 76cd4edd-3329-4dcf-9ff5-911c9ae361da · inbound

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA cites this paper.

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA The Role of Language Models in Modern Healthcare: A Comprehensive Review

Reference 174

Resolution
verified exact
arxiv_id, observed 2026-07-03T09:47:59.485919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-27T10:21:12.782864Z digest=sha256:fcb77be4f8da61dad0718679d110165c92638da7ed15ee6d96c8495c665492de