An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review | Paper Citation Record

Observation 92e638cc-7a53-4d44-bd03-60bbd5ac69e8 · outbound

This paper cites The landscape for rare diseases in 2024.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review The landscape for rare diseases in 2024

Reference 1

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Observation 63770ce2-fd79-40b6-82b0-d623dcb50e43 · outbound

This paper cites 100,000 genomes pilot on rare-disease diagnosis in health care—preliminary report.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review 100,000 genomes pilot on rare-disease diagnosis in health care—preliminary report

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.141694Z

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Observation 70939351-4bec-4db8-8937-0d505a32bbf2 · outbound

This paper cites The diagnostic odyssey: insights from parents of children living with an undiagnosed condition.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review The diagnostic odyssey: insights from parents of children living with an undiagnosed condition

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.172759Z

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Observation a4bc3049-8aab-4143-ad8d-ce6b6acd25c9 · outbound

This paper cites Challenges in the clinical management of rare diseases and center-based multidisciplinary approach to creating solutions.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Challenges in the clinical management of rare diseases and center-based multidisciplinary approach to creating solutions

Reference 4

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This paper cites Embracing the unknown: investigating medical commu- nication around uncertainty and the implications on patient and family well-being.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Embracing the unknown: investigating medical commu- nication around uncertainty and the implications on patient and family well-being

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.185579Z

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This paper cites Patient passports for rare diseases: results of a pilot study.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Patient passports for rare diseases: results of a pilot study

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.232857Z

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Observation 4c04bac3-6795-4f2e-a23e-ad7374f23c15 · outbound

This paper cites Reimagining care of people living with rare diseases with artificial intelligence.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Reimagining care of people living with rare diseases with artificial intelligence

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.228562Z

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Observation 5ff83170-ebb8-481d-bff8-69f594be75d2 · outbound

This paper cites Rare disease research: breaking the privacy barrier.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Rare disease research: breaking the privacy barrier

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.237666Z

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Observation 23a5a44d-3f9a-44c8-9a13-a849e820e54a · outbound

This paper cites Effective provider-patient communication of a rare disease diagnosis: A qualitative study of people diagnosed with schwannomato- sis.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Effective provider-patient communication of a rare disease diagnosis: A qualitative study of people diagnosed with schwannomato- sis

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.238715Z

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Observation 2ed6b37e-a34e-45ec-b657-3ae4b67eb1d4 · outbound

This paper cites Capturing real-world rare disease patient journeys: Are current methodologies sufficient for informed healthcare decisions?.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Capturing real-world rare disease patient journeys: Are current methodologies sufficient for informed healthcare decisions?

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.211813Z

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Observation 573ac806-8bc2-4d44-93b0-4c42f4ec13d6 · outbound

This paper cites A scoping review of health literacy in rare disorders: key issues and research directions.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review A scoping review of health literacy in rare disorders: key issues and research directions

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.157243Z

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Observation 48063835-04a3-48c7-b971-24d03c5d61dd · outbound

This paper cites Global health for rare diseases through primary care.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Global health for rare diseases through primary care

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.258837Z

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Observation 33519777-f830-4a3c-8d27-2c77bdeea0a7 · outbound

This paper cites Large language models for disease diagnosis: A scoping review.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Large language models for disease diagnosis: A scoping review

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.226365Z

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Observation a4f8fc3e-4801-46dc-974c-daddf98485dc · outbound

This paper cites Ramie: retrieval-augmented multi-task information extraction with large language models on dietary supplements.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Ramie: retrieval-augmented multi-task information extraction with large language models on dietary supplements

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.234771Z

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Observation e6d21027-2cf5-4a92-a5e7-e34d9b60dc83 · outbound

This paper cites The paradox of artificial intelligence (ai) and narrative-based medicine: challenges and potential for enhanced patient care.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review The paradox of artificial intelligence (ai) and narrative-based medicine: challenges and potential for enhanced patient care

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.246820Z

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Observation 8461fc63-5ae3-41d1-aaf7-23203e9687fb · outbound

This paper cites Benchmark- ing gpt-5 for biomedical natural language processing.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Benchmark- ing gpt-5 for biomedical natural language processing

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:59:30.009069Z

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This paper cites Medcl-bench: Benchmarking stability-efficiency trade-offs and scaling in biomedical continual learning.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Medcl-bench: Benchmarking stability-efficiency trade-offs and scaling in biomedical continual learning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:59:30.010502Z

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Observation bf988e9d-8faa-4b17-8eba-7596eebb6017 · outbound

This paper cites GPT-4 Technical Report.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review GPT-4 Technical Report

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-14T21:59:29.982644Z

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Observation 904ae0ee-1c16-44c6-8bd9-38da7ee917d8 · outbound

This paper cites “can chatgpt answer patient’s questions?.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review “can chatgpt answer patient’s questions?

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.250130Z

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Observation 90f58965-0f6e-4d6e-a7e9-707efa31679a · outbound

This paper cites An academic evaluation of chatgpt’s ability and accuracy in creating patient education resources for rare cardiovascular diseases.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review An academic evaluation of chatgpt’s ability and accuracy in creating patient education resources for rare cardiovascular diseases

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.230712Z

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Observation 26bd2df4-08a1-47e0-a370-37096302b855 · outbound

This paper cites Artificial intelligence chatbots and narcolepsy: friend or foe for patient information?.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Artificial intelligence chatbots and narcolepsy: friend or foe for patient information?

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.181581Z

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Observation 2cf6f147-5aa5-40e2-ad31-64f0228d954a · outbound

This paper cites Artificial intelligence large language model chatgpt: is it a trustworthy and reliable source of information for sarcoma patients?.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Artificial intelligence large language model chatgpt: is it a trustworthy and reliable source of information for sarcoma patients?

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.167405Z

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Observation 76e8357d-75b0-455e-8f85-8954cedb2ad1 · outbound

This paper cites Assessing the application of large language models in generating dermatologic patient education materials according to reading level: qualitative study.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Assessing the application of large language models in generating dermatologic patient education materials according to reading level: qualitative study

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.263978Z

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Observation a78da2a9-b992-4927-9b19-9b61461c9573 · outbound

This paper cites Automating evaluation of llm-generated responses to patient questions about rare diseases.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Automating evaluation of llm-generated responses to patient questions about rare diseases

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.207694Z

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Observation 31e4a06d-f209-4eb8-a92d-16c7fd8e71cb · outbound

This paper cites Chatgpt, gemini, and grok on familial mediterranean fever: are they trustworthy?.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Chatgpt, gemini, and grok on familial mediterranean fever: are they trustworthy?

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.245915Z

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Observation ac22fb47-e585-4fd9-bf70-db8e8ec85bf5 · outbound

This paper cites Enhancing rare disease education through ai-driven podcast genera- tion.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Enhancing rare disease education through ai-driven podcast genera- tion

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.268473Z

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Observation 506627c3-36ad-499e-835c-b8f36a519ca8 · outbound

This paper cites Evaluating the use of generative artificial intelligence to support genetic counseling for rare diseases.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Evaluating the use of generative artificial intelligence to support genetic counseling for rare diseases

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.254679Z

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Observation 51fbff29-5ad7-4006-a79a-a6674db52c5c · outbound

This paper cites Large language models in rare disease: accuracy in addressing fibromuscular dysplasia questions.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Large language models in rare disease: accuracy in addressing fibromuscular dysplasia questions

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.241843Z

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Observation 3574a627-71fb-4538-a0e4-86f551e6c0a1 · outbound

This paper cites Medbot vs realdoc: efficacy of large language modeling in physician-patient communication for rare diseases.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Medbot vs realdoc: efficacy of large language modeling in physician-patient communication for rare diseases

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.272293Z

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Observation 84713c94-d6fe-4509-bd3f-259b1294f678 · outbound

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An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Unresolved cited work

Reference 30

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Observation ac185b7e-e61d-4ac2-bbf2-61163b2a2770 · outbound

This paper cites Qwen Technical Report.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Qwen Technical Report

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-14T21:59:29.964582Z

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Observation 0f1b6a45-88c7-46cc-b31e-c3f5e8281b9b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-14T21:59:30.004030Z

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Observation 29aaaf31-fc6d-46ab-bdf2-fd3fbc527e14 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Gemma: Open Models Based on Gemini Research and Technology

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-05-14T21:59:29.989562Z

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Observation a3215269-d52b-440a-8ad4-db966e315226 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review LLaMA: Open and Efficient Foundation Language Models

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-14T21:59:29.996489Z

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Observation 61a58e3c-6d71-4cb9-9590-249d47c102fc · outbound

This paper cites Large lan- guage models in patient education: a scoping review of applications in medicine.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Large lan- guage models in patient education: a scoping review of applications in medicine

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.146419Z

Source-reported events for the cited work

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Observation 27566fb7-34d3-4d73-a885-5df4dcf68c8c · outbound

This paper cites The use of large language models in generating patient education materials: a scoping review.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review The use of large language models in generating patient education materials: a scoping review

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.242460Z

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Observation 6f7a945a-fa37-420b-9a0d-71df4d9fd7a3 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Lora: Low-rank adaptation of large language models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.250747Z

Source-reported events for the cited work

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Observation cdb44180-47d1-47de-a047-e150a176fc2d · outbound

This paper cites Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:59:29.971703Z

Source-reported events for the cited work

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Observation 09efd1bb-7420-4ac5-8677-cc5b87430534 · outbound

This paper cites Mmrag: multi-mode retrieval-augmented generation with large language models for biomed- ical in-context learning.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Mmrag: multi-mode retrieval-augmented generation with large language models for biomed- ical in-context learning

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.191878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0747718d-fbb7-464f-b1d0-a1d8fe72c527 · outbound

This paper cites Retrieval-augmented in-context learning for multimodal large language models in disease classification.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Retrieval-augmented in-context learning for multimodal large language models in disease classification

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.194402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 325bd1b6-62f3-4a4a-b373-597bc3a4baab · outbound

This paper cites Cross-cultural adaptation framework for enhancing large language model outputs in multilingual contexts.

An Underexplored Frontier: Large Language Models for Rare Disease Patient Education and Communication -- A scoping review Cross-cultural adaptation framework for enhancing large language model outputs in multilingual contexts

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T21:59:30.254335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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