Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:59:45.805654Z
Paper Citation Record · LEDGER
MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation
As of 18 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T19:41:11.304560Z
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.
Observation e9a4870a-8357-4c37-895a-bc71707b7ba7 · outbound
This paper cites 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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.
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
- Resolution
- verified exact
- local_arxiv, observed 2026-08-03T00:18:48.716034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 97bdfa92-0997-4275-a444-a32ee276534c · inbound
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T19:41:11.304560Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.