Paper Citation Record · LEDGER

Conversational Medical AI: Ready for Practice

As of 23 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 3 inbound Pith citation observations for arXiv:2411.12808.

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

pith.paper-citation-record.v1
2411.12808 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:15:14.517683Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:45:13.352504Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T17:05:00.385042Z

Reference resolution

37 of 37 outbound references displayed

verified exact13
verified fuzzy3
unresolved18
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 41909eb1-bb49-4441-8195-92156c7c06e2 · outbound

This paper cites The global health workforce stock and distribution in 2020 and 2030: a threat to equity and ’universal’ health coverage? BMJ Global Health , 7(6):e009316, June 2022.

Conversational Medical AI: Ready for Practice The global health workforce stock and distribution in 2020 and 2030: a threat to equity and ’universal’ health coverage? BMJ Global Health , 7(6):e009316, June 2022

Reference 1

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.814178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 547596c8-3556-41a9-a18d-d6e18a7d0b64 · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.798659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 082c3ba7-d95c-4eb0-b911-debe5a0020ac · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.787563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2ec27ed1-3303-4530-8a81-7c370b491931 · outbound

This paper cites Concen- tration and inequality in the geographic distribution of physicians in the european union, 2006-2018.

Conversational Medical AI: Ready for Practice Concen- tration and inequality in the geographic distribution of physicians in the european union, 2006-2018

Reference 4

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.776034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a5cf76bb-53f7-4b19-a0ae-14f302e1a249 · outbound

This paper cites Dealing with the doctor shortage: a qualitative study exploring french general practitioners’ lived experiences, difficulties, and adaptive behaviours.

Conversational Medical AI: Ready for Practice Dealing with the doctor shortage: a qualitative study exploring french general practitioners’ lived experiences, difficulties, and adaptive behaviours

Reference 5

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.759052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 696293f5-d7f6-448c-88a6-f52ee9d9ad1d · outbound

This paper cites Burnout in Primary Care Workforce, page 59–72.

Conversational Medical AI: Ready for Practice Burnout in Primary Care Workforce, page 59–72

Reference 6

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.745012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8692a756-bf16-4217-ac8d-b1dc38461a64 · outbound

This paper cites Machine learning and artificial intelligence in research and healthcare.

Conversational Medical AI: Ready for Practice Machine learning and artificial intelligence in research and healthcare

Reference 7

Resolution: malformed identifier; doi_truncated, observed 2026-08-12T17:15:14.730493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation afe5ce1a-5632-4cbb-9728-0d97faadc12c · outbound

This paper cites Effects of machine learning-based clinical decision support systems on decision-making, care delivery, and patient outcomes: a scoping review.

Conversational Medical AI: Ready for Practice Effects of machine learning-based clinical decision support systems on decision-making, care delivery, and patient outcomes: a scoping review

Reference 8

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.712673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9620f26e-2e1f-4d47-a5a1-2f5197499220 · outbound

This paper cites How machine learning is embedded to support clinician decision making: an analysis of fda-approved medical devices.

Conversational Medical AI: Ready for Practice How machine learning is embedded to support clinician decision making: an analysis of fda-approved medical devices

Reference 9

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.693119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ea72779d-129e-4248-8f7d-60e4fc4ba21d · outbound

This paper cites Towards Conversational Diagnostic AI.

Conversational Medical AI: Ready for Practice Towards Conversational Diagnostic AI

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.382705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0b22bb-c343-47e8-8ae7-db2c190b63bc · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.674909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 06c47617-e24b-49c1-b7b6-cf835b3d4903 · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

Conversational Medical AI: Ready for Practice Towards Expert-Level Medical Question Answering with Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.394680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bf5c130-743f-4953-a905-789448d38fd0 · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.399696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e8ce25-95e2-453a-acfb-d83ca01c98f7 · outbound

This paper cites Navigating Complexity: Orchestrated Problem Solving with Multi-Agent LLMs.

Conversational Medical AI: Ready for Practice Navigating Complexity: Orchestrated Problem Solving with Multi-Agent LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.410527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e8f5a65-1855-4579-a62c-fe3ad4a4a3e0 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Conversational Medical AI: Ready for Practice Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.415019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8961b86e-af62-44a6-b2bb-7743d484afc8 · outbound

This paper cites Small LLMs Are Weak Tool Learners: A Multi-LLM Agent.

Conversational Medical AI: Ready for Practice Small LLMs Are Weak Tool Learners: A Multi-LLM Agent

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.420248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7961b04-f0aa-484b-b8c1-8a9169d367d1 · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T17:15:15.306475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4131cd3a-2ad7-49ee-ae5e-428a702d3393 · outbound

This paper cites Paces - mrcp(uk) part 2 clinical examination.

Conversational Medical AI: Ready for Practice Paces - mrcp(uk) part 2 clinical examination

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:15:15.295704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f83bf7ca-6f6a-40c3-bffe-264eb935f648 · outbound

This paper cites Patient feedback (or feedback from those you provide medical services to).

Conversational Medical AI: Ready for Practice Patient feedback (or feedback from those you provide medical services to)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:15:15.283839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c15da786-cf94-4fc5-9213-5d930b77ea5d · outbound

This paper cites best practice.

Conversational Medical AI: Ready for Practice best practice

Reference 20

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.658954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d252b001-a213-44e5-9ae9-e76ea918b03b · outbound

This paper cites DrBERT: A Robust Pre-trained Model in French for Biomedical and Clinical domains.

Conversational Medical AI: Ready for Practice DrBERT: A Robust Pre-trained Model in French for Biomedical and Clinical domains

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.439768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0acde815-af57-4c4d-b140-db9d5e9abbae · outbound

This paper cites Ayers, Adam Poliak, Mark Dredze, Eric C.

Conversational Medical AI: Ready for Practice Ayers, Adam Poliak, Mark Dredze, Eric C

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.443459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 227c6ce0-aedd-4018-b8d4-cb7b627b5cc6 · outbound

This paper cites Evaluation and mitigation of the limitations of large language models in clinical decision-making.

Conversational Medical AI: Ready for Practice Evaluation and mitigation of the limitations of large language models in clinical decision-making

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.447832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69655ff1-9af3-4aed-862c-7d2549a898ee · outbound

This paper cites Use of an artificial intelligence conversational agent (chatbot) for hip arthroscopy patients following surgery.

Conversational Medical AI: Ready for Practice Use of an artificial intelligence conversational agent (chatbot) for hip arthroscopy patients following surgery

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.452350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5483b602-bc3f-4076-878f-e95516eb53a3 · outbound

This paper cites Talk2care: An llm-based voice assistant for communication between healthcare providers and older adults.

Conversational Medical AI: Ready for Practice Talk2care: An llm-based voice assistant for communication between healthcare providers and older adults

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.458138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfeb5076-faae-4a2c-94f5-6924b5411e0d · outbound

This paper cites Epstein, Hyunhoon Jung, and Young-Ho Kim.

Conversational Medical AI: Ready for Practice Epstein, Hyunhoon Jung, and Young-Ho Kim

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.465035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf9ef450-f7db-4f48-a672-5ba74278dbef · outbound

This paper cites A systematic review on communicating with patients about evidence.

Conversational Medical AI: Ready for Practice A systematic review on communicating with patients about evidence

Reference 27

Resolution: verified exact; raw_fallback, observed 2026-08-12T17:15:15.057892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0cb3b2c6-dd51-44f0-8227-5fb65d735181 · outbound

This paper cites Measuring consumer-perceived humanness of online organizational agents.

Conversational Medical AI: Ready for Practice Measuring consumer-perceived humanness of online organizational agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.475014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 663d1bbf-905d-4b3b-a16d-3b26602f8b81 · outbound

This paper cites Dual humanness and trust in conversational ai: A person-centered approach.

Conversational Medical AI: Ready for Practice Dual humanness and trust in conversational ai: A person-centered approach

Reference 29

Resolution: malformed identifier; no resolver link, observed 2026-08-12T17:15:14.478927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3737f370-821c-4452-b986-0f9e09285e03 · outbound

This paper cites Public perceptions on the appli- cation of artificial intelligence in healthcare: a qualitative meta-synthesis.BMJ Open, 13(1):e066322, January 2023.

Conversational Medical AI: Ready for Practice Public perceptions on the appli- cation of artificial intelligence in healthcare: a qualitative meta-synthesis.BMJ Open, 13(1):e066322, January 2023

Reference 30

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.608275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7578393f-d867-4c1b-b56b-fbe6e51dc091 · outbound

This paper cites Horowitz, Lauren Kahn, Julia Macdonald, and Jacquelyn Schneider.

Conversational Medical AI: Ready for Practice Horowitz, Lauren Kahn, Julia Macdonald, and Jacquelyn Schneider

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.489270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efcf68fc-d7c6-4ae2-8c96-a79e65bba87b · outbound

This paper cites Patients’ perceptions toward human–artificial intelligence interaction in health care: Experimental study.

Conversational Medical AI: Ready for Practice Patients’ perceptions toward human–artificial intelligence interaction in health care: Experimental study

Reference 32

Resolution: malformed identifier; no resolver link, observed 2026-08-12T17:15:14.493291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e51a9a21-6f38-4386-b369-b9f440e76782 · outbound

This paper cites Systematic review of large language models for patient care: Current applications and challenges.

Conversational Medical AI: Ready for Practice Systematic review of large language models for patient care: Current applications and challenges

Reference 33

Resolution: verified exact; doi, observed 2026-08-12T17:15:14.576832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e982685-7ebe-4a62-b6b7-d05cecab2823 · outbound

This paper cites The ethics of chatgpt in medicine and healthcare: a systematic review on large language models (llms).

Conversational Medical AI: Ready for Practice The ethics of chatgpt in medicine and healthcare: a systematic review on large language models (llms)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.502867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf02b1ff-be61-4784-8030-1619ec3556ba · outbound

This paper cites an unresolved cited work.

Conversational Medical AI: Ready for Practice Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.507453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34b74e79-25a6-4246-b6e1-ed1d3d345b0c · outbound

This paper cites Chen, Peilin Zhou, Junling Liu, Yining Hua, Chengfeng Mao, Chenyu You, Xian Wu, Yefeng Zheng, Lei Clifton, Zheng Li, Jiebo Luo, and David A.

Conversational Medical AI: Ready for Practice Chen, Peilin Zhou, Junling Liu, Yining Hua, Chengfeng Mao, Chenyu You, Xian Wu, Yefeng Zheng, Lei Clifton, Zheng Li, Jiebo Luo, and David A

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:15:15.271528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2c1bc53e-b8cb-47dd-9fc2-bc3f43c53298 · outbound

This paper cites A Survey of Large Language Models in Medicine: Progress, Application, and Challenge.

Conversational Medical AI: Ready for Practice A Survey of Large Language Models in Medicine: Progress, Application, and Challenge

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T17:15:14.517683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation df723e5b-238a-43f7-b76f-2aa03d678f74 · inbound

SocialLM: Social Signal Processing of Patient-Provider Communication using LLMs and Contextual Aggregation cites this paper.

SocialLM: Social Signal Processing of Patient-Provider Communication using LLMs and Contextual Aggregation Conversational Medical AI: Ready for Practice

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-22T17:05:00.387907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 36f58cd9-a88e-411c-a9ae-cdac1da92326 · inbound

Advancing Conversational Diagnostic AI with Multimodal Reasoning cites this paper.

Advancing Conversational Diagnostic AI with Multimodal Reasoning Conversational Medical AI: Ready for Practice

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:45:13.352504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc0eb44-b429-477a-8cd3-410bcb26a184 · inbound

AI Agents for Conversational Patient Triage: Preliminary Simulation-Based Evaluation with Real-World EHR Data cites this paper.

AI Agents for Conversational Patient Triage: Preliminary Simulation-Based Evaluation with Real-World EHR Data Conversational Medical AI: Ready for Practice

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T10:54:38.206420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.