Paper Citation Record · LEDGER

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation

As of 16 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 3 inbound Pith citation observations for arXiv:2411.13902.

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

pith.paper-citation-record.v1
2411.13902 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:49:33.677443Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:18:33.053550Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:56:20.565083Z

Reference resolution

41 of 41 outbound references displayed

verified exact8
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3d23e30e-a9e2-4aeb-a020-f38e9f55695d · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.529398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a6a45b-2332-481c-9be4-91f889e63611 · outbound

This paper cites DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultation.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.533378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dfb1274-7f4b-4ecb-adaa-cc60ec9a9010 · outbound

This paper cites HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.537385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a348f38-9fb6-42e6-aab1-da762aa8d8ea · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.541260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2226c221-a737-4a49-8f77-5ce1b3d3fd71 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.545182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e918db1b-d627-4a73-9603-1fc3e359a1bc · outbound

This paper cites AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.548909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2532a834-a982-4f4d-bfb6-5649062e2ecf · outbound

This paper cites OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialogue.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialogue

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.553079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d382c25c-e241-416e-9444-c31d5ccbfc88 · outbound

This paper cites Kung, Morgan Cheatham, Arielle Medenilla, Czarina Sillos, Lorie De Leon, Camille Elepaño, Maria Madriaga, Rimel Aggabao, Giezel Diaz-Candido, James Maningo, and Victor Tseng.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Kung, Morgan Cheatham, Arielle Medenilla, Czarina Sillos, Lorie De Leon, Camille Elepaño, Maria Madriaga, Rimel Aggabao, Giezel Diaz-Candido, James Maningo, and Victor Tseng

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.556856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43580a45-aad8-468f-921c-d441f29615eb · outbound

This paper cites Petrucka.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Petrucka

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.560635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec905472-6b6b-42fe-9f64-ad57427d0dcb · outbound

This paper cites Truong, and Alex Mariakakis.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Truong, and Alex Mariakakis

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.564057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 513ba6af-2982-46ae-ac93-bdd4bdf78f66 · outbound

This paper cites Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.567304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d627768-d5f4-4494-90ca-35d395146a02 · outbound

This paper cites Leveraging Large Language Model as Simulated Patients for Clinical Education.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Leveraging Large Language Model as Simulated Patients for Clinical Education

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.571256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7e1337e-c53e-44ea-837d-afe219a09776 · outbound

This paper cites Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.575050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf8984ee-171b-4dcb-becc-6f816ba0daa7 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.840793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d4cacf41-dbfe-4eb8-84c6-c318b74150fb · outbound

This paper cites Evaluating the Application of ChatGPT in Outpatient Triage Guidance: A Comparative Study.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Evaluating the Application of ChatGPT in Outpatient Triage Guidance: A Comparative Study

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-12T15:49:33.828602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dbe45031-d163-408e-b9d7-96e969934978 · outbound

This paper cites A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.585907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 954e4690-4312-4df9-996d-f592a239176d · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.588814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a001c3df-8e6f-4819-b962-5be52c8954c9 · outbound

This paper cites Miao, Eduardo Rodriguez Almaraz, Madhumita Sushil, Atul J.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Miao, Eduardo Rodriguez Almaraz, Madhumita Sushil, Atul J

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.591523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6164e9f-4df9-4732-bce0-787572960be4 · outbound

This paper cites AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.594276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b510bc51-2946-4e17-845d-67f8669b0344 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:49:34.281515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0c19059c-8751-4bf1-ad84-a3a025250b9a · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:49:34.271247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 57239801-5a77-4508-9f03-5a974568bc7e · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:49:34.261614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6e03a928-1c4c-439b-bd9f-49f49b1c1260 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Capabilities of Gemini Models in Medicine

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.607472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b9def9d-6d08-4209-bc21-a6c90e82615f · outbound

This paper cites AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.611025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b20981e-939a-413c-9a32-8818bae687b8 · outbound

This paper cites Sharkiya.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Sharkiya

Reference 25

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.795201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ae4f76b-6184-4cf4-9a76-155c443d8198 · outbound

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

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Towards Expert-Level Medical Question Answering with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.618439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7d3e5ae-a95f-4d7a-86b0-403e6578bb63 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.783764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation be15c098-6269-4bf0-8a9a-782000e3c360 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 28

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.772184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 35c0ff0e-856c-4462-bada-d0d3639dfb76 · outbound

This paper cites A Survey on Large Language Model based Autonomous Agents.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation A Survey on Large Language Model based Autonomous Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.629344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3435bdef-5f97-4c7e-956f-310bc75ad0e2 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.633110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec17dc41-98fc-48c1-afe0-872cffdaf49d · outbound

This paper cites PATIENT-{\Psi}: Using Large Language Models to Simulate Patients for Training Mental Health Professionals.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation PATIENT-{\Psi}: Using Large Language Models to Simulate Patients for Training Mental Health Professionals

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.636844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9db82c9-6749-4e5d-a432-577b7867d81a · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.640975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df465d51-f0db-4bdf-b33f-8d9110317f73 · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.746672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 712cf01c-4657-4f2f-98b8-db247ece3354 · outbound

This paper cites Qwen2 Technical Report.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Qwen2 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.652042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e568d3b-a82a-41be-84bd-05e18991522f · outbound

This paper cites Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Anthony B.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Anthony B

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.655749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abe49eb9-9866-4d0f-9b35-936bedb24a29 · outbound

This paper cites Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.659485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 720ea738-06c1-4280-9cf4-4263a4e4309a · outbound

This paper cites ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.662603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4eb13f4-a895-46dd-8ad9-fbeb14ddeca2 · outbound

This paper cites Aqulia-Med LLM: Pioneering Full-Process Open-Source Medical Language Models.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Aqulia-Med LLM: Pioneering Full-Process Open-Source Medical Language Models

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-12T15:49:33.899288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a890f04f-da59-4e95-9d6e-9c0221b3478c · outbound

This paper cites an unresolved cited work.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Unresolved cited work

Reference 39

Resolution: verified exact; doi, observed 2026-08-12T15:49:33.710368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f661729a-a8b7-44ff-a01c-fce47f71deab · outbound

This paper cites online" 'onlinestring :=.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation online" 'onlinestring :=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.673284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17c01e25-45f5-4be1-9b1c-bab201fdf57b · outbound

This paper cites write newline.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation write newline

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T15:49:33.677443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9d40de9f-27c1-40b4-9809-100fcfbf4917 · inbound

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents cites this paper.

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation

Reference 209

Resolution: unresolved; no resolver link, observed 2026-08-11T22:18:33.053550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa11f825-0aa5-4115-a0bb-298bf0f02967 · inbound

AI4Research: A Survey of Artificial Intelligence for Scientific Research cites this paper.

AI4Research: A Survey of Artificial Intelligence for Scientific Research PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:45:11.241798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6399fa54-391e-4a4e-b355-821489c294e5 · inbound

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization cites this paper.

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:56:20.567432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.