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Paper Citation Record · LEDGER

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection

As of 22 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2501.09506.

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

pith.paper-citation-record.v1
2501.09506 v2

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:00:28.217201Z

measured 11 of 11 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:45:13.574259Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T23:45:14.095206Z

Reference resolution

10 of 10 outbound references displayed

  • verified exact0
  • verified fuzzy9
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40bee5ce-7a80-4ffc-b308-5970f03aa063 · outbound

This paper cites Journal of personalized medicine 12, 309.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Journal of personalized medicine 12, 309

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.396971Z

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=pdf_text observed=2026-08-10T20:00:28.171690Z digest=sha256:cb52c9b66226e620890915df9cf4930e15ff8c62969193bf00aa606f720e12bc

Observation a72a08ac-aeb1-4a14-a5b2-bc5c15e18022 · outbound

This paper cites International Journal of Information Technology 12, 731–739.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection International Journal of Information Technology 12, 731–739

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.328159Z

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=pdf_text observed=2026-08-10T20:00:28.195193Z digest=sha256:b680e76305fc3584acfffa6f0d9a13892cd27f5bd5b5e341498469162ad6cc71

Observation 61bc347e-2fe5-4a8b-8f9a-41380a25661f · outbound

This paper cites Nature medicine 28, 2117–2123.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Nature medicine 28, 2117–2123

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.292491Z

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=pdf_text observed=2026-08-10T20:00:28.206857Z digest=sha256:04f611385994e8ca0ff8e713ba5d5dcfa349b7bdbf34ac6a2fa0ec478d740213

Observation 68ddaf76-e39f-4bcb-8f32-a31984981b60 · outbound

This paper cites PloS one 15, e0242301.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection PloS one 15, e0242301

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.275918Z

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=pdf_text observed=2026-08-10T20:00:28.212155Z digest=sha256:e829f73c10f7653be45570584fd302f8c2d770dd22d44e460da4513af7308dce

Observation 64f54b43-2dfe-4475-9aef-f61908f77ed6 · outbound

This paper cites Scientific Reports 14, 280.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Scientific Reports 14, 280

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T20:00:28.258839Z

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=pdf_text observed=2026-08-10T20:00:28.217201Z digest=sha256:44e551f28ec3e649777d2508c1ae47818b373d05bd9be202ca279394503c24b4

Observation 0b0bab14-0f21-48fe-badf-c20859873fc9 · outbound

This paper cites Infection Control & Hospital Epidemiology 44, 260–267.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Infection Control & Hospital Epidemiology 44, 260–267

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.380704Z

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=pdf_text observed=2026-08-10T20:00:28.177301Z digest=sha256:4eb1b3feb901b807e0c8a99970aed43911ef18cc332c2d7f115ccc739161f066

Observation 5bc179ef-c38b-4a54-b558-f932c4a671e4 · outbound

This paper cites Journal of Artificial Intelligence Research 69, 807 – 845.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Journal of Artificial Intelligence Research 69, 807 – 845

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.364391Z

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=pdf_text observed=2026-08-10T20:00:28.182727Z digest=sha256:18f58d68135de664ff49052e45c231145efec46a5dcabab5c11b0238e09ea028

Observation a3491103-c021-422d-9e92-810b03c4764f · outbound

This paper cites PeerJ Computer Science 7, e358.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection PeerJ Computer Science 7, e358

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.346587Z

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=pdf_text observed=2026-08-10T20:00:28.187959Z digest=sha256:c056d07a1f9462c53d6c5c407b25efb2de47484c7a818b7290d51f841baf695e

Observation 0e6208ea-ceaa-4173-9f43-8d56718d90d9 · outbound

This paper cites Expert Systems 39, e12749.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection Expert Systems 39, e12749

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.412952Z

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=pdf_text observed=2026-08-10T20:00:28.165353Z digest=sha256:2c2b261d71ece6f3a324f5e04c5c2757e7f6c2c4995be7ff4d7347159b4b3a88

Observation 79ca8b07-35da-4162-af11-609bf41c4b8b · outbound

This paper cites BMC Medical Imaging 24, 30.

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection BMC Medical Imaging 24, 30

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:00:28.309704Z

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=pdf_text observed=2026-08-10T20:00:28.201360Z digest=sha256:f9076700ec29ca2a2f1cb72dacb99253bab8c510ddae46217a719d861b2d6f53

Pith citing papers

Observation 22ee2488-3544-4139-8e0d-68b37ae352a5 · inbound

Advancing Conversational Diagnostic AI with Multimodal Reasoning cites this paper.

Advancing Conversational Diagnostic AI with Multimodal Reasoning Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:45:14.100131Z

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=pdf_text observed=2026-08-15T23:45:13.574259Z digest=sha256:e060c1ac2ae3e3484825cd2a03283e73ebf2f08e026f9f7c905c7ae919d56798