Paper Citation Record · LEDGER

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs

As of 14 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.28538.

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

pith.paper-citation-record.v1
2607.28538 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T04:17:57.568631Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a5c2eaa-0709-49ca-9355-b4fbe63ee9e1 · outbound

This paper cites Angus and Ferguson, Mark W.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Angus and Ferguson, Mark W

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.486437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 230ba19c-8f60-42a9-8cfd-8003f1cf963c · outbound

This paper cites Keloids and hypertrophic scars: pathophysiology, classification, and treatment.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Keloids and hypertrophic scars: pathophysiology, classification, and treatment

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.489905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 542d600e-f4fe-4d0f-ae46-2a19069194ff · outbound

This paper cites The Vancouver Scar Scale : an administration tool and its interrater reliability.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs The Vancouver Scar Scale : an administration tool and its interrater reliability

Reference 3

Resolution: verified exact; doi, observed 2026-07-31T04:20:56.465207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 865cf64e-d753-4e30-a2cc-4246eda8b577 · outbound

This paper cites and Tempelman, Fenike R.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs and Tempelman, Fenike R

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.497667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 297de1e8-aaee-4ffa-bfe4-0ac8f0d80803 · outbound

This paper cites and Ko, Justin and Swetter, Susan M.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs and Ko, Justin and Swetter, Susan M

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.500414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1b6bb3c-dc7b-48ce-ae1f-27a191626b5d · outbound

This paper cites Deep residual learning for image recognition.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Deep residual learning for image recognition

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.503214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9628fcbe-eff9-4f86-9cf2-220089b86baa · outbound

This paper cites EfficientNet : Rethinking model scaling for convolutional neural networks.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs EfficientNet : Rethinking model scaling for convolutional neural networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.506070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a59da247-5ee8-47b8-a1a0-21752312b25f · outbound

This paper cites a rli, Nathanael and Chowdhery, Aakanksha and Mansfield, Philip and Demner-Fushman, Dina and Ag \.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs a rli, Nathanael and Chowdhery, Aakanksha and Mansfield, Philip and Demner-Fushman, Dina and Ag \

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.508535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96072ad4-8a50-46da-bbce-5ae1de30855c · outbound

This paper cites Capabilities of GPT-4 on Medical Challenge Problems.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Capabilities of GPT-4 on Medical Challenge Problems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.511086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 879a4664-5123-41de-983f-a0cb2a403549 · outbound

This paper cites an unresolved cited work.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.514018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23235c3c-7e0d-47f9-a6ba-ec0015e5e5ba · outbound

This paper cites Pre-trained multimodal large language model enhances dermatological diagnosis using.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Pre-trained multimodal large language model enhances dermatological diagnosis using

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.516632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad8f0804-7bd0-4ec6-9b1d-a4fc75f41c62 · outbound

This paper cites Representation learning: A review and new perspectives.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Representation learning: A review and new perspectives

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.519045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1ada682-0cbd-4e41-9d4b-4afe4e8b70e7 · outbound

This paper cites A few useful things to know about machine learning.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs A few useful things to know about machine learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.521704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a19b6b05-738e-4dcd-991a-05a7efe4f943 · outbound

This paper cites Neurosymbolic AI : The 3rd wave.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Neurosymbolic AI : The 3rd wave

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.524109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2905be90-0fd9-445a-9d46-37315eccddd3 · outbound

This paper cites Concept bottleneck models.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Concept bottleneck models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.526645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9443a1f-1da1-4995-a368-37c69934350f · outbound

This paper cites Knowledge-based collaborative deep learning for benign-malignant lung nodule classification on chest CT.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Knowledge-based collaborative deep learning for benign-malignant lung nodule classification on chest CT

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.529004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77085b60-5798-4d7b-88b0-382d6413acce · outbound

This paper cites 2023 , doi=.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs 2023 , doi=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.531525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 534ba05c-024a-4df6-8df5-b4161e305207 · outbound

This paper cites Aesthetic Plastic Surgery , volume=.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Aesthetic Plastic Surgery , volume=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.534020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d81fd442-9f18-4dcc-b5cf-6c45b773072a · outbound

This paper cites Random forests.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Random forests

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.536621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45b09b16-5706-4f81-bfc3-48721506043b · outbound

This paper cites Medical image analysis , volume=.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Medical image analysis , volume=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.539003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db93621-8b88-436f-97de-47e8822cdd71 · outbound

This paper cites 2024 , url=.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs 2024 , url=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.541409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee65977b-9f13-4058-81a6-5630ea1a3994 · outbound

This paper cites A Unified Approach to Interpreting Model Predictions , url =.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs A Unified Approach to Interpreting Model Predictions , url =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.543891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0d0eb3-8c30-4d73-ac11-0a01e8f137d0 · outbound

This paper cites and Naumann, Tristan and Wang, Sheng and Poon, Hoifung , title =.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs and Naumann, Tristan and Wang, Sheng and Poon, Hoifung , title =

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.546422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c655a142-cef9-49fb-9dab-011471b540ef · outbound

This paper cites Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , pages =.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , pages =

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.548793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 779bcb6e-c4fb-40bb-b54b-3e92cd9ac7b3 · outbound

This paper cites DINOv3.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs DINOv3

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.551186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac024226-1c8c-499f-8a08-b1fa29f3186a · outbound

This paper cites Health AI Developer Foundations.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Health AI Developer Foundations

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.554126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 386df938-aa12-42e5-9935-8c05bad4c9ab · outbound

This paper cites MedGemma 1.5 Technical Report.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs MedGemma 1.5 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.557967Z

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Unavailable: canonical work link unavailable.

Observation 66724737-5115-4c76-a24e-a4e2a99f1b88 · outbound

This paper cites Peter and Ge, Zongyuan , title =.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Peter and Ge, Zongyuan , title =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.560942Z

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Unavailable: canonical work link unavailable.

Observation 7f2cb5bc-6e47-4fe1-89a9-b070dde4b28d · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages =.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs Proceedings of the IEEE/CVF International Conference on Computer Vision , pages =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.563393Z

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Observation 23731842-3b04-41c6-be0a-e8996531bc0e · outbound

This paper cites and Hla, Michael and Moor, Michael and Adithan, Subathra and Kwak, Stephen and Topol, Eric J.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs and Hla, Michael and Moor, Michael and Adithan, Subathra and Kwak, Stephen and Topol, Eric J

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.566161Z

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Unavailable: canonical work link unavailable.

Observation a9b0cb9a-cc15-4afb-98a0-05ec3d0df8fd · outbound

This paper cites and Diao, James A.

ScaFE: Data-Efficient Scar Classification with LLM-Generated Clinical Feature Programs and Diao, James A

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T04:17:57.568631Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.