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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 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.593020Z digest=sha256:28500027b0f06b2edd27754e14a127d60a7d695fdf3ef393a9b55db12f642f80

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.601179Z digest=sha256:5b02208cb8cc5e3847175a5866c03932ebe357f34678beb0cb5ff7f71f92f45a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.644755Z digest=sha256:034c3267395f4dcdb02a2f323b122ca5e0f06f9b56f37d1ddd9836ae5646fcfc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.704764Z digest=sha256:0dd61a78e233871348097fa718fd3866c35c56ecbc7b7f2329bf2109c118dc85

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.759750Z digest=sha256:a3dc601bed816a915cd387a04b9781094d980a8b7ee425f0155d766596887b59

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.734406Z digest=sha256:3abb3c21d1d960709b739a87fd0d062e33e7dc216242ffa54d478d7f865c272d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.738493Z digest=sha256:bbac89b80e813d0f3476ce43eee560bbc02e432ebf07030ea0f4f818f8d423a8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.741782Z digest=sha256:c3381febdc7810237cedb1381b253b9ba66bbb4e64223b800d627d46a22a88d3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.745337Z digest=sha256:da90a3571c3f101585922b714534f7b02acc897f3ad42c8dd16e1932509786dc

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:f5b42ceab2f9277bfc749c25c66d65c89b6aece665968ed25b4fbbd2adf773fe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.752868Z digest=sha256:98362e709fa72d1c7ee432a56137a1d9a3275342ec07d65df86c3ada5d2485e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.756825Z digest=sha256:50478c45838f3951ddd884b4031506c84f8c8271785a49fe67a9ab6ea7a3542e

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=sha256:6e11e0db5e23d43b60f061d6156ff56b3b3fb9d1de7fbee288c95018c70d85d3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.764743Z digest=sha256:354fba13376d8cb745b1770e5383352eda82c10dfc69ae1a4fa5b16ac9bc7b98

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.774745Z digest=sha256:012a16583ffceb620ff76c7e18af90383b6ed685feb599a5c751167d15c6822f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.785605Z digest=sha256:843a982b8e746eebb8b68550dced640eb0773a7bad537fba4524e9e6c44f6e3f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.795802Z digest=sha256:1d161ec8232dc5185ebca4163803d8477c13bf0ad98494b992d5314411eacf59

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:c7bd6e5279ff112ace984ae7ef98b1182a5044bd5f1d083076f5ea99d0e638b3

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=sha256:15e753b71419ffbfb417f5a05ceee2fe77a7cebe43eafe313d910bb6cdd970ec

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.812577Z digest=sha256:12f72602f39a0dfca8cad34823e7611d6a5e8ca91140d230a7f2452fe37ed2e8

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=sha256:802b98aec51eae1ec203f42518222d9c0b4d5f68427137536e77f170d699dfa6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.831622Z digest=sha256:5c1da9690cafc0cffd988a7aa9355706b3721470194b05c5ad56f8d37f4509fb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.725783Z digest=sha256:56c05b78cf71e991a06ea2192ef36d4e80cb8bb5be149cb87ed1995888e85c46

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.850695Z digest=sha256:f35f238bdf6de26d6ff8ccf56090323114d5c361a395a4a13b1b9ef95eb96329

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=sha256:69ea2e611c505dd2291b018b29a30ead932b73254e657511ec1a32a134a54f46

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:d1bd3e305a8c394d947acd262bcb5429c3b08f12937af24a93ae8541caf20c1f

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:e50b913761c0d19efe8bef3758b49b07dd0a8a972a2107e7a7c2dd9e4dcda96c

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=sha256:87a9f5f73081f82c28e5993d66208c961732142aae09c3730729a209e5966eb3

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:c6c1007baa0c7654183ec47199e3fd4f51f093275375bccd777d219195d16520

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.109998Z digest=sha256:064df2c47296ee4a312a3e390ea7518fdfdf4e2b9b640a1a81ceee783e19ebe5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.748925Z digest=sha256:31d7a47939273448b175e94dc493006eaa9115f5afcf4f7a5296871a9b58eb24

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=sha256:818a960b85115244c4fdd9e6c1c83ab1f826d0e4fe6d518292d839c870f247ed

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=sha256:8249d9fca7112f1cf68264d88f20df116479cb070d6ebd1b95dcc098dd69480f

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:cef93ea6d924818deb97a8f308d682b762f48ae03fc8df8deaad335002b7b4b1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.964526Z digest=sha256:071351edfe69a24ac2bec3f0566d0a6dcc3f351ae47e9572515648ec9366857d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.967951Z digest=sha256:b6212fe9a46d2c91afec00c4f49fee298fe872f9517ae9ed95cd9a05b86bcb3b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.971064Z digest=sha256:9a35dff637c2cc718943a76c059c34e4a37af496ab72cd0c8583f45a582598f3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.975773Z digest=sha256:bd3f18f7d1532c0fc84b4ad33e3cdea95aad114acf34a5e5015219d690a34d08

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.979452Z digest=sha256:c1c2263fd5684b286b534e1b202d1e21b03847eb749c10dd30fe7ccd49900da5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.982927Z digest=sha256:fb23ee675d06792759da00ac7ac7d1636b635e22c474a8af35c51e421ed41e9f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.986632Z digest=sha256:6b439f3dae462944e1618fdd9ebcc2c6fe63198fe8b8c4ae86936556ae781518

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.993449Z digest=sha256:8cf15efd09218cab145f3c0bcd6268db15103fb502bbb0a47d5ba853dc0e8eb7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:08.998993Z digest=sha256:6715661809169cd01262a83811f1d2d0ed5e85ca6e97b929302916f6e04c4e11

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:b6d05f38e7394ef0e41b4186e081b914023efaaff65deccedeba1292414df695

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.044095Z digest=sha256:0f15f46cfee198ef168656b352dbec38a0d16f8b71278ba44a5fc84cd33ae746

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.051771Z digest=sha256:c4e255f92fa50c603249c93f1cd0d0c66a56228f94ae58f15e598847bde73233

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.084745Z digest=sha256:42b3654d8a688f618637cc85e05c18452b6b3bb3d761768c12d02c66a57ba5ad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.115320Z digest=sha256:c4aa8597d8e814d243831091526b5731f34c8a75783950587674024731a48027

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:c519fc3773e42074519b7134ed51cd2a8b56a57c120781d70040c354237c6299

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=sha256:9bbaa33da8e641c51f312b27330763e328839efe346fbea520f5a939416ab458

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.139368Z digest=sha256:56d33f5e7c1792a213613eb5f42adf681aef2c3b3fa69da0a345476fc9e24d85

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=sha256:19754a015d40c3ebe1abc80632dc6a4fe21cb865f7e81b7cd0f29d9829efa707

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.146717Z digest=sha256:c160ee47aac83f1e3608769a95f61e22659543179f30b6599f9b6931e0ccd4eb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.150086Z digest=sha256:7a61b684b10fac8b9314969542b904cf2d4e45ac54637d1c9b430d81e9e1a954

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T21:52:09.153204Z digest=sha256:ef3e88f364e036bac06741b8c22525788775df747c5771f990ec9d682601d632

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=sha256:4d9731e9d3a37ed0ee4b0b097cc5e974e01ca07500dbe178b98af08002e6f298

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=sha256:9407012f52be6718611ff8c1acf5d0818b72b3b749f8dbcb929369be7aa82fa1