Paper Citation Record · LEDGER

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 2 inbound Pith citation observations for arXiv:2506.02470.

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

pith.paper-citation-record.v1
2506.02470 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:27:29.580014Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:17:25.223332Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:17:26.152087Z

Reference resolution

25 of 25 outbound references displayed

verified exact2
verified fuzzy18
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d645de98-6313-4672-b52f-b26cbfd0405f · outbound

This paper cites Ai-powered copilot for healthcare sales agents: Enhancing customer engagement and test recommendations.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Ai-powered copilot for healthcare sales agents: Enhancing customer engagement and test recommendations

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.893874Z

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 117f6b71-a3dd-42da-8087-b6bff77a14c1 · outbound

This paper cites https://www.avanade.com/en/services/artificial-intelligence/ai-copilot-hub/health-ai-copilot, 2024.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning https://www.avanade.com/en/services/artificial-intelligence/ai-copilot-hub/health-ai-copilot, 2024

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.882780Z

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 400388ce-37e6-4308-b673-e3eb65509f92 · outbound

This paper cites Investigating the impact of user trust on the adoption and use of chatgpt: survey analysis.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Investigating the impact of user trust on the adoption and use of chatgpt: survey analysis

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.871561Z

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 4850624c-e3f8-43db-9639-71f5e7a85e72 · outbound

This paper cites Factors influencing clinicians' willingness to use an ai-based clinical decision support system.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Factors influencing clinicians' willingness to use an ai-based clinical decision support system

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.860556Z

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 4aedfa18-9e7c-459c-9cdf-d3974e8ee7cc · outbound

This paper cites Electronic health record use issues and diagnostic error: a scoping review and framework.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Electronic health record use issues and diagnostic error: a scoping review and framework

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.849470Z

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 aba8bad5-a20c-4740-aa59-c0a52a2a485d · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:29.476406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55ffeee7-1ee5-44bf-9995-eddf40956678 · outbound

This paper cites Speech-to-text api, 2025.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Speech-to-text api, 2025

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.837833Z

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 0cc90696-47a7-4a5a-835b-6cbbfa5b8645 · outbound

This paper cites Retrieval augmented language model pre-training.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Retrieval augmented language model pre-training

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:29.487933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca192e08-dcbb-4b14-88ea-a26b67998841 · outbound

This paper cites Openai expands healthcare push with color health's cancer copilot.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Openai expands healthcare push with color health's cancer copilot

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.818848Z

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 9fe94382-5ad7-40c7-94f6-45d2e80d67a1 · outbound

This paper cites A survey of smart healthcare for the elderly based on user requirements and supply accessibility.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning A survey of smart healthcare for the elderly based on user requirements and supply accessibility

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.808319Z

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 6cd9872d-1923-420f-a7b6-9052c3862dab · outbound

This paper cites Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.798115Z

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 3825ee1a-674e-469c-bb9c-4985246ae9cc · outbound

This paper cites Burden of serious harms from diagnostic error in the usa.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Burden of serious harms from diagnostic error in the usa

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.787214Z

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 0bd2310b-ec46-4ef4-b7f2-a1884e734968 · outbound

This paper cites Color health's cancer copilot, 2023.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Color health's cancer copilot, 2023

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.776067Z

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 c56a8ae3-878a-44a0-bfa0-425692a90a88 · outbound

This paper cites Fundamentals of evidence based medicine.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Fundamentals of evidence based medicine

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.764113Z

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 9fe4d91e-9a45-4ed9-9042-b5555013ca3b · outbound

This paper cites A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:27:29.657012Z

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 d1e350f5-3899-4c1f-a5e2-20ad1380baa3 · outbound

This paper cites Healthcare Copilot: Eliciting the Power of General LLMs for Medical Consultation.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Healthcare Copilot: Eliciting the Power of General LLMs for Medical Consultation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:29.535380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 119e81bb-b25c-457e-a72f-8a850f461939 · outbound

This paper cites A comprehensive exploration to the machine learning techniques for diabetes identification.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning A comprehensive exploration to the machine learning techniques for diabetes identification

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.751313Z

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 03bfac8f-0aad-4d38-9caa-7272a9f520e4 · outbound

This paper cites Pmc-llama: toward building open-source language models for medicine.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Pmc-llama: toward building open-source language models for medicine

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.738620Z

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 0db3d354-eb18-4662-bb4f-1012945a8cc6 · outbound

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

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:29.555122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe7e47c-89d6-407b-b7fe-22ea8e88d46e · outbound

This paper cites Almanac Copilot: Towards Autonomous Electronic Health Record Navigation.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Almanac Copilot: Towards Autonomous Electronic Health Record Navigation

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:27:29.617921Z

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 1d3a094c-5b83-4026-97e8-02ad581b381b · outbound

This paper cites Rare disease diagnosis using knowledge guided retrieval augmentation for chatgpt.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Rare disease diagnosis using knowledge guided retrieval augmentation for chatgpt

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.725559Z

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 6f9741df-434a-42ff-b1b6-b2ea2c2d6c30 · outbound

This paper cites Hdskg: Harvesting domain specific knowledge graph from content of webpages.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Hdskg: Harvesting domain specific knowledge graph from content of webpages

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.712302Z

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 c735c0a4-a188-4c30-ba44-40658fe4d08e · outbound

This paper cites Brain-inspired search engine assistant based on knowledge graph.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Brain-inspired search engine assistant based on knowledge graph

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.699805Z

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 95c38671-0dc2-4601-846f-a4133bc3f45f · outbound

This paper cites Medrag: Enhancing retrieval-augmented generation with knowledge graph-elicited reasoning for healthcare copilot.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning Medrag: Enhancing retrieval-augmented generation with knowledge graph-elicited reasoning for healthcare copilot

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:27:29.686779Z

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 6fe18504-73aa-4f5d-8123-5843ee49db75 · outbound

This paper cites write newline.

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning write newline

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:29.580014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d52b1a17-8166-44fd-8155-19669e19d759 · inbound

Dr.Copilot: A Multi-Agent Prompt Optimized Assistant for Improving Patient-Doctor Communication in Romanian cites this paper.

Dr.Copilot: A Multi-Agent Prompt Optimized Assistant for Improving Patient-Doctor Communication in Romanian A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:17:26.211658Z

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 093b7990-0e44-48e4-9bef-60cdb1efe25c · inbound

Are Heterogeneous Graph Neural Networks Truly Effective for Node Classification? A Causal Perspective cites this paper.

Are Heterogeneous Graph Neural Networks Truly Effective for Node Classification? A Causal Perspective A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T11:19:41.384696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.