Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:52:09.158688Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:52:09.158688Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:38:20.987334Z
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 39881dc6-80d5-40df-bd95-8c172e0ce311 · outbound
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
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.
Observation c1880fbe-5139-4512-b2f3-56d6b175f0eb · outbound
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
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.
Observation 222f383b-1a17-441b-a201-c9a0925a1e23 · outbound
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
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.
Observation 7dd055fe-db1c-48c9-9094-7a79909e114e · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work
Reference 4
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.
Observation 366c0e8b-6c4c-4727-82cf-8d6852c79c1b · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work
Reference 5
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.
Observation 0c7a6d55-fe1d-4d8b-be84-52f554328d6a · outbound
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
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.
Observation 4e20fcb2-22da-4b11-a07a-077c799c9fea · outbound
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
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.
Observation e127e76b-a5c9-4bcf-914b-fe11cba6b0ec · outbound
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
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.
Observation dd28a7c9-e982-405f-b9fc-5b8ec5efccd6 · outbound
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
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.
Observation 6a666ad7-e3ad-4678-a1ea-e35e4786a38b · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e91e0b07-09c7-42fc-95ec-8149998593e8 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work
Reference 11
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.
Observation b8dd46ad-d994-4316-9b0c-4353cfbb95d5 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Unresolved cited work
Reference 12
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.
Observation 241ea801-235a-46e3-aa78-47beda949e87 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2f3f8e0-fb64-45b0-8024-8816537745c8 · outbound
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
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.
Observation 23ed14ba-3fa0-4b29-a300-ef8f6778805f · outbound
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
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.
Observation f3c57b8d-5458-404e-846f-a3fc4f91d767 · outbound
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
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.
Observation 85a143bc-f617-4038-8e9c-ed2081825844 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support lacking specific actionable insights,
Reference 17
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.
Observation f3570ed9-b7fb-4183-86e0-e5e2bc916f1b · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96a4471f-fa29-431f-af20-9c620f690a33 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faae6b69-2201-4671-8036-b7de46d7e4a6 · outbound
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
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.
Observation 6b188bae-d4ec-4e17-9852-c1fad48478cc · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a34fd489-d55c-415b-8566-2a50b2d89277 · outbound
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
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.
Observation ce7c388d-daa6-49c9-9644-53e295636df3 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support mxbai- embed-large
Reference 23
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.
Observation 7f18edad-8d6a-4b22-b411-158b0fbf6422 · outbound
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
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.
Observation 8d2a66f2-636e-485e-91bb-06e26f35a393 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 616db582-bc2e-4b8a-ab8a-4f484789e8c0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82337a00-e65e-4e07-ad8f-83e555421338 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04ccb7f1-c2e7-4c91-9207-37b0f4a3020c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab306ac0-34cd-4940-a782-77872f1a5cfb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7f86a0f-1bc1-4832-a215-d7e6470fe401 · outbound
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
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.
Observation 412d013d-c346-4713-93e1-641ad9a56d73 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support LLM-as-a- Judge
Reference 31
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.
Observation ccfa6909-3efa-401b-b7f1-d6d8a25c23fe · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99be99f6-f133-40a3-a8f8-d32a87ac4263 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a13190bc-c5c9-4f0d-85c3-4b217104caf9 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a38e123e-e4d9-445d-83af-86372292a699 · outbound
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
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.
Observation 3a618489-bfa5-452d-b75b-5bf236b49747 · outbound
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
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.
Observation a5816589-34ba-4dd8-bf54-3772c7f7ea66 · outbound
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
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.
Observation e41ebb6f-4320-4361-a15d-be151faed27f · outbound
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
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.
Observation a003cd49-b20d-4fb8-ab4b-787e28ed1d12 · outbound
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
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.
Observation 5315c95e-a9d3-4469-a86e-16d1bbaeeed7 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support CAREPATH Project Website
Reference 40
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.
Observation 373ba47f-1b7e-4a60-b6ff-d52caead7b09 · outbound
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
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.
Observation 8916d9d3-4b05-4d6d-9e79-8f4066d8d8bd · outbound
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
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.
Observation 4a75e4a0-66de-4965-93ad-e70007f8c063 · outbound
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
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.
Observation 5c3006da-bb40-472e-84fd-68809c761851 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fbb26f2-c47d-4068-ab52-a60c23a6637c · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support LangChain Open Source Library,
Reference 45
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.
Observation 734456d8-35bd-43dd-9253-41dff106f938 · outbound
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
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.
Observation 0a099174-5fbc-469b-9f4d-d1a991e796c3 · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support Llama 3.1 8B LLM,
Reference 47
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.
Observation 6d481d5d-c1e6-4c7d-bbf2-6ae4b6facee6 · outbound
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
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.
Observation e59ba625-6827-4782-ba8f-ead653fdc58a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33d027b4-9ff5-47a7-aaee-e36d6e3c2f82 · outbound
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce34ca68-2cd6-4eeb-b591-a9335ee3d0da · outbound
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
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.
Observation 53653002-d5c0-4ce3-8d90-b996e49ae7ba · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 798e0e95-8413-455b-8060-66e88b3b937d · outbound
FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support RAGAS Evaluation Framework,
Reference 53
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.
Observation 3670b839-2493-44ff-a235-1899675765c2 · outbound
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
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.
Observation 4c633be2-800e-45fd-b712-ba52bfa30347 · outbound
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
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.
Observation d27768e6-cbb6-4fa1-b25f-ee3eb1833c0e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c2d7da2-b6d0-4cd3-b422-43ae3a409e6a · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.