Paper Citation Record · LEDGER

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments

As of 21 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 0 inbound Pith citation observations for arXiv:2412.07743.

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

pith.paper-citation-record.v1
2412.07743 v1

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:35:19.424151Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

11 of 11 outbound references displayed

verified exact2
verified fuzzy0
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c73297f1-8273-49c7-abcd-aecbdc418ef8 · outbound

This paper cites URL: " 'urlintro :=.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.381157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17cdabb7-3e4b-4f4e-ab97-703b94369b13 · outbound

This paper cites write newline.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.386236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b041f098-fbac-41d5-be7b-39b355e6b7ed · outbound

This paper cites an unresolved cited work.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.390948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c4de46-57ac-42de-9fe8-5a85f2cab3fa · outbound

This paper cites Automated clinical coding using off-the-shelf large language models.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Automated clinical coding using off-the-shelf large language models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.394801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84c1e159-62ef-49ed-8a7d-3f9973e0e1b5 · outbound

This paper cites Kolbinger, Hannah Sophie Muti, Zunamys I.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Kolbinger, Hannah Sophie Muti, Zunamys I

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.399348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4d6e49-c5f4-459c-b210-b2c3099657f9 · outbound

This paper cites Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.403333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c191b39b-a88b-43ea-85bf-d0e46aaca03a · outbound

This paper cites an unresolved cited work.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.407527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f2ec1e-dfaf-4c32-93cc-66439913feda · outbound

This paper cites Kellmann, Pauline Lanting, Lude Franke, Esther J.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Kellmann, Pauline Lanting, Lude Franke, Esther J

Reference 8

Resolution: verified exact; doi, observed 2026-08-11T18:35:19.485197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 329f2e9f-4a3b-4da8-8550-13400289de3e · outbound

This paper cites van der Velde, Nynke Smidt, Rolf Sijmons, Hans Hillege, and Morris A.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments van der Velde, Nynke Smidt, Rolf Sijmons, Hans Hillege, and Morris A

Reference 9

Resolution: verified exact; doi, observed 2026-08-11T18:35:19.470855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9bb9bb16-deb4-4dea-8666-96e0703a3378 · outbound

This paper cites Glicksberg, Eyal Zimlichman, Yiftach Barash, Robert Freeman, Alexander W.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Glicksberg, Eyal Zimlichman, Yiftach Barash, Robert Freeman, Alexander W

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T18:35:19.419925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d0ca3df-969a-4198-97c1-d9924366349e · outbound

This paper cites an unresolved cited work.

Zero-Shot ATC Coding with Large Language Models for Clinical Assessments Unresolved cited work

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-08-11T18:35:19.424151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.