A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid | Paper Citation Record

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This paper cites Abbo, Qi Zhang, Martin Zelder, and Elbert S.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Abbo, Qi Zhang, Martin Zelder, and Elbert S

Reference 1

Resolution: verified exact; doi, observed 2026-08-03T00:18:49.993837Z

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This paper cites Sylvia, and Andrew A.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Sylvia, and Andrew A

Reference 2

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid All of Us

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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This paper cites Modeling Challenging Patient Interactions: LLMs for Medical Communication Training.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Modeling Challenging Patient Interactions: LLMs for Medical Communication Training

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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This paper cites Cevasco, Rachel E.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Cevasco, Rachel E

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 11

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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Reference 21

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Nelson, Charles Stromeyer Iv, Darlene King, Jina Suh, Li Zhou, and John Torous

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Petrucka

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

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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

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Graham, Carrie D

Reference 42

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Paasche -Orlow and Michael S

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Pennebaker, Matthias R

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Jim Zheng, and Kirk Roberts

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Street, Gregory Makoul, Neeraj K

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Tausczik and James W

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Sara Mahdavi, Christop her Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S

Reference 62

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Chiu, Jiayin Zhi, Shaun M

Reference 64

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This paper cites Chi, Quoc V.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Chi, Quoc V

Reference 65

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Wolf and Stacy Cooper Bailey

Reference 67

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Pfeffer, Jason Fries, and Nigam H

Reference 68

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Wynia and Chandra Y

Reference 69

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Reference 70

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Measuring Recommender System Effects with Simulated Users

Reference 71

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Observation aa51aa48-f77b-49bc-b1a7-cddcaab0761a · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Ravi, Peter Brune, Fanyu Kong, Dave Anderson, George Lee, Arie Meir, Farhana Bandukwala, Elli Kanal, Sercan Ö Arık, and Tomas Pfister

Reference 72

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Observation 4ed0e93f-66df-47b5-b78d-099d1c427c42 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Danielle S

Reference 73

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Observation 19823b02-3735-431e-a34e-f0a5d25691ee · outbound

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Reference 74

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid LLMaAA: Making Large Language Models as Active Annotators

Reference 75

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Reference 76

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Observation dcf2de33-25cf-461e-a05a-d34c2c5c9b36 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI Interactions

Reference 77

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid malexandersalazar/xlm -roberta-base-cls-depression · Hugging Face

Reference 78

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Observation 67efaf1f-631c-44b9-8aa6-c5654ff1bfd4 · outbound

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Reference 79

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Observation 314c7b92-cd61-43d1-83fb-67b34e72585a · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid These indices are crucial for traceability and annotation, allowing evaluators or downstream models to link simulated responses back to precise clinical data points

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.371149Z

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Observation 02e0e571-f85e-4545-ad82-07b389a9c83d · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid This ensures that the same underlying medical information can appear differently across patients (e.g., formal vs

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.509941Z

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Observation 814a2cd4-4572-4d0d-9cb8-bf5dcd6b8dc8 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid By enforcing behavioral constraints, the simulator produces psychologically credible dialogue patterns ranging from cooperative to avoidant or argumentative behaviors

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.695657Z

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Reference 84

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Observation e578ecbd-7433-40c0-9be7-9c2c770ee53a · outbound

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Reference 85

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Observation a5c22ae3-3080-49af-b62a-2350d9340194 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid relevant_medical_history

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.077015Z

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Observation 6422974d-8ef1-4e7b-a63f-cf446cacc3c6 · outbound

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Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.173052Z

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Observation 9992fc02-b04c-4b80-8cc9-0a54a6e74c50 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Tone: Hesitant, uncertain, conversational

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.387504Z

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Observation 94048512-2014-466b-9326-13964f4b28bd · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid relevant_medical_history

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.542521Z

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Observation f2dfdf98-f11f-45a7-9c3c-17ccbea08621 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Excluding values ≪ 1 also avoids strongly anticorrelated additions that can create unstable compensations in downstream predictions [20]

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.637431Z

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Observation feb4e9d3-c01c-4e4d-8d01-b44faa81669e · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid \\ Top_500 predictors

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.786734Z

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Observation c1065ee3-179f-4ab0-9682-c535cabbd169 · outbound

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Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:40.949480Z

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Observation c6bedb4e-e701-4ee4-8fd2-6f4cb702547e · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 93

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Reference 94

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Observation dfe4be7e-093c-449c-9be5-4309d64da2d9 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 95

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Observation a15fd6a9-b5cb-4c33-bcd2-6a53ef4d25f0 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid # Step‑2: Demographics Seed

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:41.443363Z

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Observation 0f2098fe-79d2-49cb-badf-4156d035292a · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:41.615229Z

Source-reported events for the cited work

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Observation 256a44b8-8376-487d-82c8-a9c8b03c867d · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:41.757307Z

Source-reported events for the cited work

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Observation 1b51590e-25f0-48cb-a7e1-fc6e5cb5aeb2 · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 99

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Observation 05bb7a1e-77af-4c27-b254-709c6e663f4a · outbound

This paper cites an unresolved cited work.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:42.147323Z

Source-reported events for the cited work

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Observation d870f54a-39b2-4ea8-96c1-20a9bdf8823b · outbound

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A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid # Step‑4: Controlled Diversity Expansion

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:42.278687Z

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Coverage vector

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Outbound references

Pith citing papers