Paper Citation Record · LEDGER

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System

As of 10 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2506.16628.

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

pith.paper-citation-record.v1
2506.16628 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:43:17.804898Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

46 of 46 outbound references displayed

verified exact2
verified fuzzy13
unresolved30
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e0a4dc8-8c4b-4c75-a474-afb6ecc87f71 · outbound

This paper cites & Reiss, F.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System & Reiss, F

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:11.385131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14a86c67-b9ef-40d4-9f81-87beafea5d5f · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:11.534820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb5043ad-36f4-4fbc-8c6f-5beaa0b8df7e · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:11.662885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd241d0-4c03-4160-83cf-0025017d1bee · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:11.804749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13967ecf-d9ff-48c3-ab90-ce0d8023873e · outbound

This paper cites & Wang, Y.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System & Wang, Y

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:11.932601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b55cae37-2902-49e7-81ea-a1e97959ae83 · outbound

This paper cites P., Virvou, M.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System P., Virvou, M

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.085063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62571b2b-8a62-477d-83e5-72b293060030 · outbound

This paper cites RuleAlign: Making Large Language Models Better Physicians with Diagnostic Rule Alignment.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System RuleAlign: Making Large Language Models Better Physicians with Diagnostic Rule Alignment

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:43:18.762133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b445bef-a610-4599-966a-b431e758b6c5 · outbound

This paper cites & Kierner, Z.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System & Kierner, Z

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.434963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3827a726-2b65-4a1a-aff3-3bea3eab3a68 · outbound

This paper cites & Beam, A.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System & Beam, A

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.624718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 948c32ed-b38e-48e7-a8a5-a4f0d22a5f33 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Why Do Multi-Agent LLM Systems Fail?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.742792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c3c35b-d956-4380-8ac0-e2936202edce · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.874875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 884099c0-2635-42f6-b839-a90daac5ece5 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:12.997962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30ed3f4c-ae27-418e-8926-f4472f318cb5 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.144749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 505cf1c7-3475-4a89-b8c3-8b2ec70d4f12 · outbound

This paper cites & Hurdle, J.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System & Hurdle, J

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.254912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9ef26b3-8bad-4254-886a-7ef750e497c9 · outbound

This paper cites An efficient pipeline for high-performance information extraction of support clinical natural language processing.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System An efficient pipeline for high-performance information extraction of support clinical natural language processing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.385177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 686a6540-a0db-4152-8334-cd1f05f02146 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.481082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57632ed-2114-429a-9ef4-b734c341f2d7 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.654745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b983edec-8e62-4012-b42e-28af8332cb94 · outbound

This paper cites MoPE: Mixture of Prompt Experts for Parameter-Efficient and Scalable Multimodal Fusion.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System MoPE: Mixture of Prompt Experts for Parameter-Efficient and Scalable Multimodal Fusion

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:43:18.201382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d28663db-702a-41f4-a5d7-7c7dfcd3e228 · outbound

This paper cites Is it valid or not?.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Is it valid or not?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:13.994841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a45991cb-f998-4a1b-9f9f-440b8239daf9 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.144759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e1ede4f-e9c1-41b4-b3e1-f952f87cb075 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.254458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053ce3d1-b39f-4c4d-b442-cefbefcea341 · outbound

This paper cites conclusion.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System conclusion

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.375007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12cff4e5-1d0f-4c69-9c07-86df50b20be6 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.563551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 915eb803-bf0d-4c14-9100-0c50d5e8568c · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.724750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efd6fff9-cac8-48d4-a5c8-95b463d6fc40 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:14.845052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8444be93-f3da-404c-8bcc-1f43e596ff59 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 26

Resolution: parse uncertain; no resolver link, observed 2026-08-06T23:43:14.984755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f39a8da-e66f-4971-a8c2-7c7eb58fa5b9 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:43:15.134754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d65e8cb-cbcc-4f41-8634-3ffd1c2f1d13 · outbound

This paper cites Also, you need to double-check to make sure they keywords themselves are not over- generalized to get massive matches in other notes.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Also, you need to double-check to make sure they keywords themselves are not over- generalized to get massive matches in other notes

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:24.814771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 02e34004-c2d5-4703-9f72-54d7bfc587e6 · outbound

This paper cites 'concerning for,' as these modifiers will be identified in downstream NLP components.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System 'concerning for,' as these modifiers will be identified in downstream NLP components

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:24.214844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bd420f85-68eb-4126-af16-c125dbb1267b · outbound

This paper cites concepts.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System concepts

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:23.944867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb0041e8-c15d-4651-8674-7bb250a1a0a6 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:23.574854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5c19b9b9-d42a-4704-ba46-f435e76bccce · outbound

This paper cites It is more relevant for identifying anatomical findings and conditions rather than surgical interventions.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System It is more relevant for identifying anatomical findings and conditions rather than surgical interventions

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:23.274753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cefa881e-e48b-4d54-8a0f-37392ff217cf · outbound

This paper cites However, it is not specific to surgical site infections (SSIs).

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System However, it is not specific to surgical site infections (SSIs)

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:22.835978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc2c610b-24e0-4430-98e9-1f9f42231b97 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:22.414753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6ba4eaf2-94e2-4d59-80be-8cd66b97c5b1 · outbound

This paper cites It could be related to a non- surgical infection, such as appendicitis.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System It could be related to a non- surgical infection, such as appendicitis

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:22.054751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 204942cf-8fc6-466e-9b33-1f1fc8cf4e42 · outbound

This paper cites They are specific enough to capture relevant information without being overly generalized.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System They are specific enough to capture relevant information without being overly generalized

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:21.735473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 776e725e-759a-41e3-8450-ab0770b058e8 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:21.384935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3747060-9892-4f85-9d78-1a0fb5891618 · outbound

This paper cites concepts.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System concepts

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:21.014828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8149dfba-7079-433e-94e7-b39d7eaf42ca · outbound

This paper cites Also, you need to double check to make sure the keywords themselves are not over generalized to get massive matches in other notes.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Also, you need to double check to make sure the keywords themselves are not over generalized to get massive matches in other notes

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:20.704754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2de2df8e-b8b3-4747-a835-9bb5e84ed3b7 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:24.544840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 46fdcf96-2734-48bc-9601-eb971cfcf49f · outbound

This paper cites 'concerning for', as these modifiers will be identified in downstream NLP components.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System 'concerning for', as these modifiers will be identified in downstream NLP components

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:20.374886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb5180fd-58f3-428d-985c-a92a10356e3c · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:20.104754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b1b80cc9-7663-4d9e-b120-da676834d50e · outbound

This paper cites # Your task: You will be given the clinical note snippet and the analysis from anther clinical informatist:.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System # Your task: You will be given the clinical note snippet and the analysis from anther clinical informatist:

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:19.758404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 706288ce-9c0a-4d97-90ea-86e4ab15e35d · outbound

This paper cites Pay attention to the expanded keywords, make sure none of them is too broad.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Pay attention to the expanded keywords, make sure none of them is too broad

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:19.494758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 541dad05-66c4-4bda-a13c-4028fd7e3029 · outbound

This paper cites an unresolved cited work.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:43:19.215713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9ed48d59-dd5a-42a5-809e-763edd487886 · outbound

This paper cites concepts.

Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System concepts

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:43:19.024863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.