Paper Citation Record · LEDGER

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation

As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2508.19163.

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

pith.paper-citation-record.v1
2508.19163 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:59:45.805654Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:41:11.304560Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

47 of 47 outbound references displayed

verified exact3
verified fuzzy17
unresolved26
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 128bcadc-f80c-4519-893d-3f8fc577b757 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.273596Z

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 10e94fbb-bb8f-4e4d-a6f2-0a41bc84ea7c · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.266599Z

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 90740bce-c2d5-481d-aa30-5c31df4e5212 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.259177Z

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 27fe7380-cf77-4019-9b18-dca6ceef1a24 · outbound

This paper cites I’ve made a note to go into that. Would you mind if I first ask about your symptom, then come back to that?.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation I’ve made a note to go into that. Would you mind if I first ask about your symptom, then come back to that?

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.070722Z

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 1cfe17dd-be6e-41a1-9c3f-e700a4625794 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 5

Resolution: parse uncertain; raw_fallback, observed 2026-08-05T15:59:46.244481Z

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 4b7af034-77a1-412e-839e-54a1f71e7075 · outbound

This paper cites ISO 14971:2019, July 2020.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation ISO 14971:2019, July 2020

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.236919Z

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 c43882af-2f1d-4fc1-ac74-98ab23dc17a8 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.229629Z

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 602376ca-8da7-4d84-a8b9-9ec10f6745aa · outbound

This paper cites THE DOCTOR, HIS PATIENT, AND THE ILLNESS.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation THE DOCTOR, HIS PATIENT, AND THE ILLNESS

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.221922Z

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 758fb525-e83c-4d4f-9ce5-b09295f360bb · outbound

This paper cites MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:42.939777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5982dfdd-aa3d-434b-bb19-2a9c9a9593ed · outbound

This paper cites Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:59:46.023581Z

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 f81b5b0a-617f-43eb-92b9-0c66766567e8 · outbound

This paper cites A Survey on Evaluation of Large Language Models.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation A Survey on Evaluation of Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:43.290328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 091be783-86f1-421b-b086-0cc728407f73 · outbound

This paper cites Gaulden, Sarah Jorgenson, Gelareh Sadigh, Alla Sikorskii, Simon Lewin, Robert C.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Gaulden, Sarah Jorgenson, Gelareh Sadigh, Alla Sikorskii, Simon Lewin, Robert C

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.213596Z

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 3bd11d8e-4788-41f3-9e69-4e702cb9bf9e · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.205616Z

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 e9a4870a-8357-4c37-895a-bc71707b7ba7 · outbound

This paper cites Gordon, A.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Gordon, A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.198630Z

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 3ff836b1-2481-4c32-ac2e-cba3e130d1af · outbound

This paper cites The Llama 3 Herd of Models.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:43.642246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35d79cb4-3eee-4490-82dd-da52ee74cc5b · outbound

This paper cites Evaluating LLM-based Agents for Multi-Turn Conversations: A Survey, March 2025.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Evaluating LLM-based Agents for Multi-Turn Conversations: A Survey, March 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:43.731813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e859bb81-3674-4a62-8fae-d9e2b3473f30 · outbound

This paper cites Guidance on the Safety Assurance of Autonomous Systems in Complex Environments (SACE), August.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Guidance on the Safety Assurance of Autonomous Systems in Complex Environments (SACE), August

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.191281Z

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 acea4f24-4f11-46dc-8e10-3235ae9220b3 · outbound

This paper cites General Principles of Software Validation, February 2020.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation General Principles of Software Validation, February 2020

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.183759Z

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 b7988d34-e5d3-4326-8819-a10ed535bf5a · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.175363Z

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 ea5aacd1-1347-4aed-b1ef-3ae25cd10a35 · outbound

This paper cites Safety Analysis of Autonomous Railway Systems: An Introduction to the SACRED Methodology.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Safety Analysis of Autonomous Railway Systems: An Introduction to the SACRED Methodology

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:59:45.905150Z

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 115cd1d9-500e-4924-b66a-88ca0c286be3 · outbound

This paper cites The Role of Explainability in Assuring Safety of Machine Learning in Healthcare.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation The Role of Explainability in Assuring Safety of Machine Learning in Healthcare

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:59:45.892842Z

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 6d758c56-d0d0-4bd2-af55-deee694141f5 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:44.304525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e41c199-dca2-4f98-b347-9748c54b479d · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.167912Z

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 eb7299db-56fd-4cfb-afcf-924744948856 · outbound

This paper cites Tran, Daniel I.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Tran, Daniel I

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.159803Z

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 a5ae66d9-fb5f-40a2-b542-56fa851cfc6b · outbound

This paper cites Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:44.585345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58bdb379-95d2-470c-9f0d-174f9390f4a4 · outbound

This paper cites MEDIQ: Question-Asking LLMs for Adaptive and Reliable Clinical Reasoning.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation MEDIQ: Question-Asking LLMs for Adaptive and Reliable Clinical Reasoning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.151709Z

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 794a81bd-07e6-4358-9d08-41dc04cc6f43 · outbound

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

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Leveraging Large Language Model as Simulated Patients for Clinical Education

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:44.750633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba480714-eeef-4313-9c60-a783554c5545 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.144103Z

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 ad724192-fdcc-44b5-bdf4-f727a6feae22 · outbound

This paper cites Accelerated adoption of maritime autonomous vessels by simulating the interplay of stakeholder decisions and learning.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Accelerated adoption of maritime autonomous vessels by simulating the interplay of stakeholder decisions and learning

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.136847Z

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 40b618c9-c229-488e-9a3e-4f915ae60362 · outbound

This paper cites GPT-4o System Card.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation GPT-4o System Card

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:45.075836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6767601b-b67f-4ee2-9c47-9fb9d060628f · outbound

This paper cites Towards Conversational AI for Disease Management.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Towards Conversational AI for Disease Management

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:45.192994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84cc839d-03c4-4209-ac1a-a3663cf00299 · outbound

This paper cites Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:45.315060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab379802-b77b-4681-a910-9bbe0dbbf209 · outbound

This paper cites Large language models approach expert-level clinical knowledge and reasoning in ophthalmology: A head-to-head cross-sectional study.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Large language models approach expert-level clinical knowledge and reasoning in ophthalmology: A head-to-head cross-sectional study

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.129845Z

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 e9207baf-43c9-4faf-818b-5b5216e7f108 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.122095Z

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 2181ddca-acd6-49e8-b4ed-86737a35728d · outbound

This paper cites Towards Conversational Diagnostic AI.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Towards Conversational Diagnostic AI

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:45.599421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35423ebe-729a-49db-94fc-39bd1fff517e · outbound

This paper cites Synthetic data for development of AI as a medical device (AIaMDs) - Regulatory Considerations, June 2025.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Synthetic data for development of AI as a medical device (AIaMDs) - Regulatory Considerations, June 2025

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.114929Z

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 0d12909a-47e9-461c-80e4-eb117c34bea2 · outbound

This paper cites ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:45.775908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6407b1c5-9a32-477d-922e-de31b99e7dbe · outbound

This paper cites realistic.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation realistic

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.106946Z

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 f8e9726c-ab7d-47d3-9a80-a2c24a6e49e9 · outbound

This paper cites short and to the point.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation short and to the point

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.099948Z

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 325ef28f-575f-443e-8120-37e9542b5295 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.092562Z

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 e402baca-6c70-465d-acc3-44cc1854fec9 · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.085588Z

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 f052946b-f690-4b9c-a70b-f5e2ca187a5e · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.077853Z

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 75880473-5447-411e-8537-e5e796ffb61e · outbound

This paper cites an unresolved cited work.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:59:46.062987Z

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 13533594-96af-466f-9b58-ee7b56c9348a · outbound

This paper cites yes", "that’s right.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation yes", "that’s right

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.055092Z

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 d1818ef1-92ec-472b-b157-40d7ddeb686e · outbound

This paper cites I’m" instead of.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation I’m" instead of

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:59:46.047479Z

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 b536ec91-ff47-4ef9-bd06-06f4fb742519 · outbound

This paper cites Guidance on the Safety Assurance of Autonomous Systems in Complex Environments (SACE).

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation Guidance on the Safety Assurance of Autonomous Systems in Complex Environments (SACE)

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:43.834164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf6aefa-9d57-4470-ac2f-6003bc66a097 · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:42.702560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3bb697f1-338a-474b-8f68-1962da389817 · inbound

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid cites this paper.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation

Reference 34

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Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies cites this paper.

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation

Reference 98

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