Paper Citation Record · LEDGER

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral

As of 22 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2501.13247.

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

pith.paper-citation-record.v1
2501.13247 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:24:02.278457Z

measured 31 of 31 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 2026-07-11T04:45:22.224582Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T04:47:49.226934Z

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy24
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c8232ef-7baa-4225-aef1-579486026bb0 · outbound

This paper cites Prevalence and incidence of chronic wounds and related complications: a protocol for a systematic review,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Prevalence and incidence of chronic wounds and related complications: a protocol for a systematic review,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.834496Z

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.

Observation 0a9a4561-dbe0-4645-ad9c-37a28c37c272 · outbound

This paper cites Human wound and its burden: updated 2020 compendium of estimates,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Human wound and its burden: updated 2020 compendium of estimates,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.809626Z

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.

Observation c1554fa6-2892-4463-8649-82be95bad37d · outbound

This paper cites Challenges in the treatment of chronic wounds,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Challenges in the treatment of chronic wounds,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.793989Z

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.

Observation d52d8a0a-a6bb-485d-91a7-eff2bbe51c49 · outbound

This paper cites Human wounds and its burden: an updated compendium of estimates,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Human wounds and its burden: an updated compendium of estimates,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.777857Z

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.

Observation fa9e1a91-f417-4953-aa09-47fc4e8e0780 · outbound

This paper cites Machine learning models for synthesizing actionable care decisions on lower extremity wounds,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Machine learning models for synthesizing actionable care decisions on lower extremity wounds,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.761484Z

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.

Observation e6883009-23f5-43b3-803b-724cafa80631 · outbound

This paper cites The humanistic and economic burden of chronic wounds: a protocol for a systematic review,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral The humanistic and economic burden of chronic wounds: a protocol for a systematic review,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.745689Z

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.

Observation e33bb92d-62fe-47ca-b53f-8f34a4ee2a8c · outbound

This paper cites A prospective, multicenter study to validate use of the push in patients with diabetic, venous, and pressure ulcers.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral A prospective, multicenter study to validate use of the push in patients with diabetic, venous, and pressure ulcers

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.728973Z

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.

Observation f76ee48c-c168-427f-904e-c133ba845108 · outbound

This paper cites A survey of wound image analysis using deep learning: Classification, detection, and segmentation,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral A survey of wound image analysis using deep learning: Classification, detection, and segmentation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.687871Z

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.

Observation 152543d7-b4f2-4618-bb2f-116d89d8b354 · outbound

This paper cites Multiclass wound image classification using an ensemble deep cnn-based classifier,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Multiclass wound image classification using an ensemble deep cnn-based classifier,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.671114Z

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.

Observation 22cf8090-4012-4bcc-95ce-22d2b1e7cbeb · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.173153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f878c9e-5c54-42f0-9a9c-8c633eaf69cb · outbound

This paper cites Vision transformer based diabetic foot-ulcer detection: A study,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Vision transformer based diabetic foot-ulcer detection: A study,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.654985Z

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.

Observation 6aa5138d-9bbf-4d00-865f-20c73a065702 · outbound

This paper cites Computational phenotype discovery using unsupervised feature learning over noisy, sparse, and irregular clinical data,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Computational phenotype discovery using unsupervised feature learning over noisy, sparse, and irregular clinical data,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.639622Z

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.

Observation 554cba9c-a490-45d7-a06e-2307a7566c5e · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.187566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837b280b-2182-42e1-9f2c-97e537766a29 · outbound

This paper cites Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.621678Z

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.

Observation 5e0d61e0-28b9-4947-ad3b-208eb1ed0420 · outbound

This paper cites Vision-language models for medical report generation and visual question answering: A review,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Vision-language models for medical report generation and visual question answering: A review,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.604688Z

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.

Observation 8ea9ad65-549f-43e6-ae45-01000c4fed09 · outbound

This paper cites Design of a machine learning system for prediction of chronic wound management decisions,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Design of a machine learning system for prediction of chronic wound management decisions,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.587228Z

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.

Observation 9b30b9e7-7e89-4bcb-b3b6-8446e4b540e4 · outbound

This paper cites Training data-efficient image transformers & distillation through attention,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Training data-efficient image transformers & distillation through attention,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.570779Z

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.

Observation 47afe64d-2ec5-4ea4-9262-dd0a00aa24dc · outbound

This paper cites DeBERTa: Decoding-enhanced BERT with Disentangled Attention.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.211511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b0e1f5-54dd-4cab-a973-c125c574c6ee · outbound

This paper cites Development, validity, reliability, and responsiveness of a new leg ulcer measurement tool,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Development, validity, reliability, and responsiveness of a new leg ulcer measurement tool,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.554749Z

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.

Observation 88275a90-e9d5-4fe5-ad4b-c79d5bc8a9e7 · outbound

This paper cites ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.223501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3767eb3-0e91-4de7-875a-ad1fac117d77 · outbound

This paper cites Data augmentation for skin lesion analysis,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Data augmentation for skin lesion analysis,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.538159Z

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.

Observation efd63d26-03a2-4251-9820-ec57c88259aa · outbound

This paper cites Gpt-4 technical report,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Gpt-4 technical report,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.521576Z

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.

Observation 5f101474-74a3-4b6e-b55d-47bb1f6ba4a1 · outbound

This paper cites Reliability and validity of the revised photographic wound assessment tool on digital images taken of various types of chronic wounds,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Reliability and validity of the revised photographic wound assessment tool on digital images taken of various types of chronic wounds,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.711435Z

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.

Observation e4d2ef5c-b2df-4841-b453-14c27593325d · outbound

This paper cites Data-efficient image transformers (deit) - keras example,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Data-efficient image transformers (deit) - keras example,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.504137Z

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.

Observation a52dcff3-93db-456b-997c-ddc527b6d73c · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral mixup: Beyond Empirical Risk Minimization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.252653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e48ddefa-a93d-4e46-b8f9-0e892a024110 · outbound

This paper cites Cutmix: Reg- ularization strategy to train strong classifiers with localizable features,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Cutmix: Reg- ularization strategy to train strong classifiers with localizable features,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.487806Z

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.

Observation 2537c9bb-f836-44fe-9ad0-6727fe0c6a9d · outbound

This paper cites Random erasing data augmentation,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Random erasing data augmentation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.471079Z

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.

Observation 5b69004c-0ba9-48b4-bf08-7ac44cd4f49a · outbound

This paper cites Limitations of Language Models in Arithmetic and Symbolic Induction.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Limitations of Language Models in Arithmetic and Symbolic Induction

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T16:24:02.268020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f96b791-6777-4fd5-bc63-da04c9d8da3d · outbound

This paper cites Deep learning of brain lesion patterns and user-defined clinical and mri features for predicting conversion to multiple sclerosis from clinically isolated syndrome,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Deep learning of brain lesion patterns and user-defined clinical and mri features for predicting conversion to multiple sclerosis from clinically isolated syndrome,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.454305Z

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.

Observation a18b8f87-9848-48e4-b639-3cf9945c72ec · outbound

This paper cites Chronic wound image augmentation and assessment using semi- supervised progressive multi-granularity efficientnet,.

Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral Chronic wound image augmentation and assessment using semi- supervised progressive multi-granularity efficientnet,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:24:02.436295Z

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.

Pith citing papers

Observation a0d6e24d-a56a-4fd9-9dee-b044edb796de · inbound

Cross-Contextual Vision-Language Adaptation with LoRA for Personalized Severe Adverse Event Detection in Clinical Wound Monitoring cites this paper.

Cross-Contextual Vision-Language Adaptation with LoRA for Personalized Severe Adverse Event Detection in Clinical Wound Monitoring Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-07-11T04:47:49.233361Z

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.