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Paper Citation Record · LEDGER

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support

As of 16 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2509.07706.

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

pith.paper-citation-record.v1
2509.07706 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:52:09.158688Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:38:20.987334Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact6
  • verified fuzzy24
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39881dc6-80d5-40df-bd95-8c172e0ce311 · outbound

This paper cites This can lead to the generation of incorrect or misleading information [7], especially in rapidly changing medical fields.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support This can lead to the generation of incorrect or misleading information [7], especially in rapidly changing medical fields

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.834749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.593020Z digest=sha256:faf48532e968dae6e60e01e7bbe15af6862205d08b81c5c6ca168351fc4605f6

Observation c1880fbe-5139-4512-b2f3-56d6b175f0eb · outbound

This paper cites The 4 lack of transparency can be a significant issue in clinical environments [10].

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support The 4 lack of transparency can be a significant issue in clinical environments [10]

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.704861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.601179Z digest=sha256:119523249db37310f33133421f266ea8adcd8e99ace49d2421deee7724a0ae97

Observation 222f383b-1a17-441b-a201-c9a0925a1e23 · outbound

This paper cites RAG systems provide greater flexibility by combining generative capabilities with retrieval from diverse and specialized datasets.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support RAG systems provide greater flexibility by combining generative capabilities with retrieval from diverse and specialized datasets

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.544761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.644755Z digest=sha256:5c4e4eccbfc05c87e664d2ef7ef8a579c82f926563532312470aae9d0ef27b3e

Observation 7dd055fe-db1c-48c9-9094-7a79909e114e · outbound

This paper cites an unresolved cited work.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-04T21:52:14.454978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.704764Z digest=sha256:ecb5904bed43e2a4eafcd0bd80c6ea1b3cf29eaf293b7e718f317d54426a6f43

Observation 366c0e8b-6c4c-4727-82cf-8d6852c79c1b · outbound

This paper cites an unresolved cited work.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-04T21:52:13.297361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.759750Z digest=sha256:70b5dc61b12d237f92b2491bd4022d7bab33307c9c7334d5fc0c2c36d45f5c46

Observation 0c7a6d55-fe1d-4d8b-be84-52f554328d6a · outbound

This paper cites This ensures that sensitive medical information remains protected while maintaining seamless usability.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support This ensures that sensitive medical information remains protected while maintaining seamless usability

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.174759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.734406Z digest=sha256:0b34eb2f41351cc3ebfbc7222c6a3c5174aad8f93bcfa08c718b58a211bbf5a3

Observation 4e20fcb2-22da-4b11-a07a-077c799c9fea · outbound

This paper cites All recent condition, medication, and observation resources are retrieved individually and then combined into a FHIR bundle for interpretation by the FHIR-RAG-MEDS system.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support All recent condition, medication, and observation resources are retrieved individually and then combined into a FHIR bundle for interpretation by the FHIR-RAG-MEDS system

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.072607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.738493Z digest=sha256:0293d819b89438a1341a77c2048f49aa679cc7540a6c4229831820d65553692e

Observation e127e76b-a5c9-4bcf-914b-fe11cba6b0ec · outbound

This paper cites The system’s query endpoints provide evidence-based clinical suggestions tailored to the patient’s specific medical context.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support The system’s query endpoints provide evidence-based clinical suggestions tailored to the patient’s specific medical context

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.954557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.741782Z digest=sha256:e263962617716dfed1c52fddc7ed841d38be6c2570fd87846327f365e92a127b

Observation dd28a7c9-e982-405f-b9fc-5b8ec5efccd6 · outbound

This paper cites I have a patient with diabetes and hypertension. What should be the initial drug therapy?.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support I have a patient with diabetes and hypertension. What should be the initial drug therapy?

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.834764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.745337Z digest=sha256:16430af08e136ed689f2d813af38fcc74621f987f490da4450d55966806fe39a

Observation 6a666ad7-e3ad-4678-a1ea-e35e4786a38b · outbound

This paper cites Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.907534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.907534Z digest=sha256:d5f92f8e971e4a3aff621313e02d41678ca33b9ea7d7cd8d9c8bc112e8dbae8c

Observation e91e0b07-09c7-42fc-95ec-8149998593e8 · outbound

This paper cites an unresolved cited work.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-04T21:52:13.524757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.752868Z digest=sha256:0a2770e1be29d0e255de6feda15d3bcf11b66e2857aa01eaebbff0cf0d410192

Observation b8dd46ad-d994-4316-9b0c-4353cfbb95d5 · outbound

This paper cites an unresolved cited work.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-04T21:52:13.438211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.756825Z digest=sha256:e1d25d783bc794b1976790d250cd6cfbec42a39d491de5aae2639e9bf3ba6757

Observation 241ea801-235a-46e3-aa78-47beda949e87 · outbound

This paper cites Large Language Models in Healthcare and Medical Domain: A Review,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Large Language Models in Healthcare and Medical Domain: A Review,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.935198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.935198Z digest=sha256:6d83bf00497b17253b4c9e0dd868b38f910fae1aa40c4a722b027dc506e6aabe

Observation b2f3f8e0-fb64-45b0-8024-8816537745c8 · outbound

This paper cites Feedback: {{write a feedback for criteria}} [RESULT] {{an integer number between 1 and 5}}.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Feedback: {{write a feedback for criteria}} [RESULT] {{an integer number between 1 and 5}}

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.144147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.764743Z digest=sha256:cc6df95c3538f9542e4309d4738b0363aa87323fb62479dd6fcca4441f1e5f73

Observation 23ed14ba-3fa0-4b29-a300-ef8f6778805f · outbound

This paper cites Be sure to include [RESULT] in your output.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Be sure to include [RESULT] in your output

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.060774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.774745Z digest=sha256:d32dca9380c4965859064eba446c579fb5e771d57f4939d9f75f0a510fec87dd

Observation f3c57b8d-5458-404e-846f-a3fc4f91d767 · outbound

This paper cites However, the context utilization score of 1.0 highlights its capability to rank relevant information effectively.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support However, the context utilization score of 1.0 highlights its capability to rank relevant information effectively

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.039269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.785605Z digest=sha256:4b390434e8cf29dde792cee57e1186eb3b7d3292b9e84c03c2bb004dd2166410

Observation 85a143bc-f617-4038-8e9c-ed2081825844 · outbound

This paper cites lacking specific actionable insights,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support lacking specific actionable insights,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.959069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.795802Z digest=sha256:e5be95c11ee6b921b0fa2acfa7dc54520007d9ddd05be9fa26f167173b359f5a

Observation f3570ed9-b7fb-4183-86e0-e5e2bc916f1b · outbound

This paper cites MEDITRON-70B: Scaling Medical Pretraining for Large Language Models.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support MEDITRON-70B: Scaling Medical Pretraining for Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.804388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.804388Z digest=sha256:bbcbb7c7884277ad36bc82114df8caf01b2382d0e6b1746f9202552bb50138a1

Observation 96a4471f-fa29-431f-af20-9c620f690a33 · outbound

This paper cites BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.808666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.808666Z digest=sha256:4abe0ec1cdd4f483f4424cbe8cc50a12bc3246e8040d355b60ded4546147015c

Observation faae6b69-2201-4671-8036-b7de46d7e4a6 · outbound

This paper cites Open Source Biomedical Large Language Model,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Open Source Biomedical Large Language Model,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.942799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.812577Z digest=sha256:1b7ab6a2b9ff21ec38c6dd739199d587bad3d39b6ddad7dc22915109f9417461

Observation 6b188bae-d4ec-4e17-9852-c1fad48478cc · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.826548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.826548Z digest=sha256:2a1056fdaa26e87d11eafc232a0551b969e10c18ccebc443aeb388747e934b1f

Observation a34fd489-d55c-415b-8566-2a50b2d89277 · outbound

This paper cites Integrating Retrieval-Augmented Generation with Large Language Models in Nephrology: 28 Advancing Practical Applications,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Integrating Retrieval-Augmented Generation with Large Language Models in Nephrology: 28 Advancing Practical Applications,

Reference 22

Resolution
verified exact
doi, observed 2026-08-04T21:52:11.544740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.831622Z digest=sha256:3ca4881899a1d78f497ee3ea672de34ed11fe79f49b707a68fe232e6773b2fac

Observation ce7c388d-daa6-49c9-9644-53e295636df3 · outbound

This paper cites mxbai- embed-large.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support mxbai- embed-large

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:14.324748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.725783Z digest=sha256:f300950bf5ef9c1f4c6ba65b4251c87f1b2c7c3712915b64c9f909b513d6d6a0

Observation 7f18edad-8d6a-4b22-b411-158b0fbf6422 · outbound

This paper cites Opportunities and challenges for ChatGPT and large language models in biomedicine and health,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Opportunities and challenges for ChatGPT and large language models in biomedicine and health,

Reference 24

Resolution
verified exact
doi, observed 2026-08-04T21:52:11.414751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.850695Z digest=sha256:5b59e2dd56ae0629396f1a38b41c4140a81d99efd940afd300d4193761c47c64

Observation 8d2a66f2-636e-485e-91bb-06e26f35a393 · outbound

This paper cites Survey of Hallucination in Natural Language Generation,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Survey of Hallucination in Natural Language Generation,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.862241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.862241Z digest=sha256:c416341cf8ae17fdad0884b179f75088e9b963ccb5d6be76cc4cb84b21e9a0ee

Observation 616db582-bc2e-4b8a-ab8a-4f484789e8c0 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.885491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.885491Z digest=sha256:8be713724c16f70dfcf5fbd8ba645a5a1e8be980e53931d9b1cfb47118aeef77

Observation 82337a00-e65e-4e07-ad8f-83e555421338 · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.893821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.893821Z digest=sha256:93c65c596c349eb0b0f49b67604a6ee84f3b85e4781032728729f3dace6f9833

Observation 04ccb7f1-c2e7-4c91-9207-37b0f4a3020c · outbound

This paper cites Almanac — Retrieval-Augmented Language Models for Clinical Medicine,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Almanac — Retrieval-Augmented Language Models for Clinical Medicine,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.911822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.911822Z digest=sha256:c10542744cd40dca935afd1c32aa14044cad12068825c8c8730f7c70a997a4dd

Observation ab306ac0-34cd-4940-a782-77872f1a5cfb · outbound

This paper cites Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.925527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.925527Z digest=sha256:9f9c0f2882427d6e202c13d50696bf5f8255618a201c2d9e337f78f0ef8a5047

Observation f7f86a0f-1bc1-4832-a215-d7e6470fe401 · outbound

This paper cites ROUGE: A Package for Automatic Evaluation of summaries,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support ROUGE: A Package for Automatic Evaluation of summaries,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.367156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.109998Z digest=sha256:d20d328effba706ed10c713b0ca8654e1cb0da5792a7f7153638d8f4f3c4532a

Observation 412d013d-c346-4713-93e1-641ad9a56d73 · outbound

This paper cites LLM-as-a- Judge.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support LLM-as-a- Judge

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:13.674754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.748925Z digest=sha256:576fa5a406e381726626c342686e007cdde417a853ee41d87925ca44664196e4

Observation ccfa6909-3efa-401b-b7f1-d6d8a25c23fe · outbound

This paper cites A scoping review of using Large Language Models (LLMs) to investigate Electronic Health Records (EHRs).

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support A scoping review of using Large Language Models (LLMs) to investigate Electronic Health Records (EHRs)

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.942450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.942450Z digest=sha256:96d05b1d365f11006b2bf41701c011bfffcb23a88b0a16feb4fe0c7a03f02886

Observation 99be99f6-f133-40a3-a8f8-d32a87ac4263 · outbound

This paper cites LLM on FHIR -- Demystifying Health Records.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support LLM on FHIR -- Demystifying Health Records

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.951924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.951924Z digest=sha256:233883fc3df2b03c7af401e614a67bd8fec649d19e5b4fec89b00b42b01589e2

Observation a13190bc-c5c9-4f0d-85c3-4b217104caf9 · outbound

This paper cites FHIR-GPT Enhances Health Interoperability with Large Language Models,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support FHIR-GPT Enhances Health Interoperability with Large Language Models,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:08.959101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:08.959101Z digest=sha256:062d75821d03bd81ac00fe473e7864db716d208f94b6bd9317047454af05b7b2

Observation a38e123e-e4d9-445d-83af-86372292a699 · outbound

This paper cites Speaking the Same Language: Leveraging LLMs in Standardizing Clinical Data for AI,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Speaking the Same Language: Leveraging LLMs in Standardizing Clinical Data for AI,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.904125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.964526Z digest=sha256:ac0d580dfb161f416fb18bc83d185a96c758484b964beb339026cc2cb83649fa

Observation 3a618489-bfa5-452d-b75b-5bf236b49747 · outbound

This paper cites Applying generative AI with retrieval augmented generation to summarize and extract key clinical information from electronic health records,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Applying generative AI with retrieval augmented generation to summarize and extract key clinical information from electronic health records,

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T21:52:11.991322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.967951Z digest=sha256:45c503184de207e4063b34c2d3ff1be9ebe89f1a56757d92ec3b17c2cc7f2542

Observation a5816589-34ba-4dd8-bf54-3772c7f7ea66 · outbound

This paper cites Optimization of hepatological clinical guidelines interpretation by large language models: a retrieval augmented generation-based framework,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Optimization of hepatological clinical guidelines interpretation by large language models: a retrieval augmented generation-based framework,

Reference 37

Resolution
verified exact
doi, observed 2026-08-04T21:52:10.010982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.971064Z digest=sha256:a5869d6f426cf72428372a1598d4aa68889900bbb3192f46f16d78d6937645ed

Observation e41ebb6f-4320-4361-a15d-be151faed27f · outbound

This paper cites Retrieval-Augmented Generation–Enabled GPT-4 for Clinical Trial Screening,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Retrieval-Augmented Generation–Enabled GPT-4 for Clinical Trial Screening,

Reference 38

Resolution
verified exact
doi, observed 2026-08-04T21:52:09.935495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.975773Z digest=sha256:5337edc1954bf23f8c39ccf432102f7d5608779a247d6b899dcd9e38e7bd40f6

Observation a003cd49-b20d-4fb8-ab4b-787e28ed1d12 · outbound

This paper cites Benchmarking Retrieval-Augmented Generation for Medicine,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Benchmarking Retrieval-Augmented Generation for Medicine,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.810081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.979452Z digest=sha256:d5f6d05e9dffd945a708de8a2fc412696c6ca49fe977890dd5289bee2a7b3ce0

Observation 5315c95e-a9d3-4469-a86e-16d1bbaeeed7 · outbound

This paper cites CAREPATH Project Website.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support CAREPATH Project Website

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.736941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.982927Z digest=sha256:5f9c549f06eb66c1bc3cc9540085abb3549cd30223beec186d2b5c8a500afd2f

Observation 373ba47f-1b7e-4a60-b6ff-d52caead7b09 · outbound

This paper cites CAREPATH: developing digital integrated care solutions for multimorbid patients with dementia,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support CAREPATH: developing digital integrated care solutions for multimorbid patients with dementia,

Reference 41

Resolution
verified exact
doi, observed 2026-08-04T21:52:09.784751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.986632Z digest=sha256:f4dea5833a96a3dbbf83d634a84fb09d78c5eb2590faac0040b1c62239cd2b7b

Observation 8916d9d3-4b05-4d6d-9e79-8f4066d8d8bd · outbound

This paper cites Protocol for Creating a Single, Holistic and Digitally Implementable Consensus Clinical Guideline for Multiple Multi-morbid Conditions,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Protocol for Creating a Single, Holistic and Digitally Implementable Consensus Clinical Guideline for Multiple Multi-morbid Conditions,

Reference 42

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T21:52:11.921372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.993449Z digest=sha256:0d0aa3558bba429f7f167de8279c725936f4f384ddcd5789465299b6ea520bc7

Observation 4a75e4a0-66de-4965-93ad-e70007f8c063 · outbound

This paper cites Transforming evidence-based clinical guidelines into implementable clinical decision support services: the CAREPATH study for multimorbidity management,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Transforming evidence-based clinical guidelines into implementable clinical decision support services: the CAREPATH study for multimorbidity management,

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T21:52:11.899798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:08.998993Z digest=sha256:40a8ed4712298085f7e9998361d548f304021f0ebdeaaa321177d2b1fc4d72c1

Observation 5c3006da-bb40-472e-84fd-68809c761851 · outbound

This paper cites SMART on FHIR: a standards-based, interoperable apps platform for electronic health records,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support SMART on FHIR: a standards-based, interoperable apps platform for electronic health records,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:09.014746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:09.014746Z digest=sha256:e774388ee75a2ca034bd52a8ea0e1faa0de4cd89260e4f81f58726f9ed1af5b5

Observation 6fbb26f2-c47d-4068-ab52-a60c23a6637c · outbound

This paper cites LangChain Open Source Library,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support LangChain Open Source Library,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.654749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.044095Z digest=sha256:21c9c9071b1da5cc464303b1f932c3e7d2a3b1c361aad60c9b607a8ae5800435

Observation 734456d8-35bd-43dd-9253-41dff106f938 · outbound

This paper cites Chroma Open Source AI Application Database,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Chroma Open Source AI Application Database,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.584749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.051771Z digest=sha256:f1e3ac927a1bd2d0415c9bc48afd74f8b69abe5d02f5c468750556856b913990

Observation 0a099174-5fbc-469b-9f4d-d1a991e796c3 · outbound

This paper cites Llama 3.1 8B LLM,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Llama 3.1 8B LLM,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.509794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.084745Z digest=sha256:1def452474d1c302c3eaf5f0a0f51dddfdf64da405fe090bd30eea8d16bedadf

Observation 6d481d5d-c1e6-4c7d-bbf2-6ae4b6facee6 · outbound

This paper cites METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.229617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.115320Z digest=sha256:2b3c207976556664307b4d7b8668eea6a1c9331894e8320572ad512ec40e309d

Observation e59ba625-6827-4782-ba8f-ead653fdc58a · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support BERTScore: Evaluating Text Generation with BERT

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:09.119563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:09.119563Z digest=sha256:a91a5b898ead4885296d4048ea0347db359c0576c3328c537d58ec47df59981b

Observation 33d027b4-9ff5-47a7-aaee-e36d6e3c2f82 · outbound

This paper cites Papineni, S.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Papineni, S

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:09.128421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:09.128421Z digest=sha256:b6729748638c383c469e84ba63c85be3f10eeffc499c9a1c503ac91b077c6273

Observation ce34ca68-2cd6-4eeb-b591-a9335ee3d0da · outbound

This paper cites Evaluating the Effectiveness of LLM-Evaluators (aka LLM-as-Judge).

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Evaluating the Effectiveness of LLM-Evaluators (aka LLM-as-Judge)

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.074743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.139368Z digest=sha256:3911defb73ff876ab76d5e3795a031eed6d3704a506b179dc433c83d28ecc369

Observation 53653002-d5c0-4ce3-8d90-b996e49ae7ba · outbound

This paper cites Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:09.143146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:09.143146Z digest=sha256:b211b430c62dc57f266c947b413cdc76850cfe2cc9094f26b2d2c3046ddc248e

Observation 798e0e95-8413-455b-8060-66e88b3b937d · outbound

This paper cites RAGAS Evaluation Framework,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support RAGAS Evaluation Framework,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T21:52:12.036540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.146717Z digest=sha256:be1796ebd6bb6ec35bf697d406f0be39e6096a7f2f845530cf436284c432ad88

Observation 3670b839-2493-44ff-a235-1899675765c2 · outbound

This paper cites Artificial intelligence‐ based clinical decision support in modern medical physics: Selection, acceptance, commissioning, and quality assurance,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Artificial intelligence‐ based clinical decision support in modern medical physics: Selection, acceptance, commissioning, and quality assurance,

Reference 54

Resolution
verified exact
doi, observed 2026-08-04T21:52:09.224791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.150086Z digest=sha256:de96b29c4a01e2a188146ab3115a6b6efa75646e02077539f7796bd9318cf29b

Observation 4c633be2-800e-45fd-b712-ba52bfa30347 · outbound

This paper cites Applying artificial intelligence to clinical decision support in mental health: What have we learned?,.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Applying artificial intelligence to clinical decision support in mental health: What have we learned?,

Reference 55

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T21:52:11.798555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-04T21:52:09.153204Z digest=sha256:d44981a891927133b68a96a73247ef64b1e6fdf7300a625cb35a78c42bf6e8bb

Observation d27768e6-cbb6-4fa1-b25f-ee3eb1833c0e · outbound

This paper cites Understanding the Effects of RLHF on LLM Generalisation and Diversity.

FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Understanding the Effects of RLHF on LLM Generalisation and Diversity

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-04T21:52:09.158688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:52:09.158688Z digest=sha256:63a98b6214e015f9880c045c11d70db53e33975c10d69c8d392eaca82f51362b

Pith citing papers

Observation 0c2d7da2-b6d0-4cd3-b422-43ae3a409e6a · inbound

Medi-Gemma: A Hybrid Clinical Decision Support System Integrating Deterministic EMR Analytics and Retrieval-Augmented Generation cites this paper.

Medi-Gemma: A Hybrid Clinical Decision Support System Integrating Deterministic EMR Analytics and Retrieval-Augmented Generation FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-11T11:38:20.987334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T11:38:20.987334Z digest=sha256:d558f17c2bf34e8dddaf74661593b9427471d518aca82e477305d30bd8c4c586