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Paper Citation Record · LEDGER

Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.02621.

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

pith.paper-citation-record.v1
2412.02621 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 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:21:08.967465Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T18:57:31.588193Z

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 250d4f0c-2278-4209-83cd-7b6d61202a46 · inbound

CLAPS: A CLIP-Unified Auto-Prompt Segmentation for Multi-Modal Retinal Imaging cites this paper.

CLAPS: A CLIP-Unified Auto-Prompt Segmentation for Multi-Modal Retinal Imaging Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T20:21:08.967465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:21:08.967465Z digest=sha256:4d5d2ea00d364d252704b0684e1b7876f4ce85f92d838de0e8e8c9ffede569f3

Observation df6a9c20-e885-49f0-ab97-de2707a4c8c5 · inbound

Modeling Local, Global, and Cross-Modal Context in Multimodal 3D MRI cites this paper.

Modeling Local, Global, and Cross-Modal Context in Multimodal 3D MRI Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-04T13:09:50.674016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-26T05:28:43.159404Z digest=sha256:c2bf5a39a641de8b28f7f7aab73029051453599535debe4b078cca8906cb74ac

Observation 47ee908b-9490-4756-893f-f1d02964b3d7 · inbound

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning cites this paper.

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T18:57:31.589711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-10T18:50:22.827472Z digest=sha256:2ccd71d157795be53120924860a5e20b225b80a2e273838f17a64e87f5646f8a