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

Observation e1c2015e-c5d3-440f-9c7e-918af6818969 · outbound

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48c07283-1613-4920-96ef-7d40e322b028 · outbound

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

Resolution: verified exact; doi, observed 2026-08-03T00:18:49.756528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 94a0455d-5c8c-4e8e-9392-2203fc4108d0 · outbound

This paper cites All of Us.

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

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.022272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b303c5-ab8d-47cc-863d-658b376e4b75 · 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 4

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.206819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c676e6-e53b-412c-a38a-23c3d011557d · 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 5

Resolution: verified exact; doi, observed 2026-08-03T00:18:49.576317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 73cf926a-c5f4-406b-8b20-890a7e3f4994 · 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 6

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.397625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82b1ec9-cbee-4c17-9de8-afdc4bf7f498 · 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 7

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.452746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82e3a167-8cfe-4295-8e76-aed79de019b3 · outbound

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

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.525174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a81f6231-7682-4157-9feb-50ed56ba3dad · 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 9

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.588747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db9f5df-6109-45a0-a5e0-30b642726fcf · outbound

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

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:30.743457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcca539d-fda2-428f-be7a-f1f220eb89de · 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 11

Resolution: verified exact; doi, observed 2026-08-03T00:18:49.362915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8dc38a05-ebd5-4409-93d1-2131c94cda63 · 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 12

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.012595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e11f82b6-592a-458e-b24e-a1944b2a717e · 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 13

Resolution: malformed identifier; no resolver link, observed 2026-08-03T00:13:31.135103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae5a8fa6-bcf1-48c6-b9ac-878bf40e7237 · 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 14

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.240820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e913b1-8a2f-4b84-8c15-974e32f5f822 · 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 15

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.337440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052f9bbd-29bf-4d49-b59c-2f10d782948c · 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 16

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.404805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8481cfa6-c27d-42f6-b885-2078cc39d884 · 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 17

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.496619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0137a8ec-b019-441b-bd20-c8f30a51ee36 · 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 18

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.611549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62fe0f1-b104-4b72-935c-a93ed0da8726 · 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 19

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.741275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f64919-c9cf-4b24-adbb-66a74f9ffe43 · 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 20

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:31.869474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5396fcf4-c1b8-4fa5-80cb-c3cd0ad0f620 · 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 21

Resolution: malformed identifier; doi_truncated, observed 2026-08-03T00:18:49.113998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 866cae44-0145-4709-904f-dda753d560e5 · outbound

This paper cites Nelson, Charles Stromeyer Iv, Darlene King, Jina Suh, Li Zhou, and John Torous.

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

Reference 22

Resolution: malformed identifier; no resolver link, observed 2026-08-03T00:13:32.099002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89747796-1bb1-4415-b6eb-20a2bdfabbc3 · 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 23

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.225398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e50a544-d4cb-4c7b-b0d0-3420d8534164 · 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 24

Resolution: verified exact; doi, observed 2026-08-03T00:18:48.932616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3ad9c7e2-7ac1-438c-9410-53c18226a8e4 · 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 25

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.427406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634e67eb-d036-4e72-8aeb-24366aad02f2 · outbound

This paper cites Petrucka.

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

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.578515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c729178c-5e86-4c0d-bdb8-652cb172b086 · 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 27

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.703518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96c7f32-99da-49fa-93f2-370a15225d44 · 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 28

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.812276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6850f53-39d9-453b-8dca-9dba3198e319 · 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 29

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.865896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cdf90bb-12b5-4bd7-a3b9-02cae6dd5d74 · 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 30

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:32.981792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422fe658-8eb2-4635-80db-8268836c5e42 · 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 31

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.108717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4694d766-3202-4a2d-bfeb-61b6df19adcc · 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 32

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.187652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54fbcc43-d735-4b14-9074-a41e968a39e4 · outbound

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

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

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.323913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation.

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 2026-08-07T06:34:17.273281+00:00.

Observation eb5c5fc6-ba11-4cb3-8c07-5a36c56792a1 · outbound

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

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

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.581567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 972cfd03-de65-47aa-b6d5-4a9a89d02585 · 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 36

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.721200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4d5101d-c500-4b7a-9c68-97622793bb8c · 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 37

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.833283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5242e926-9c33-4cd3-96c7-39f2a2fa5021 · 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 38

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:33.989650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0cbaa3-00ee-4220-b1a7-d167e5440ac2 · 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 39

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:34.130746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96a54e0a-b8a6-4951-8771-3faf8eba11ce · 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 40

Resolution: malformed identifier; no resolver link, observed 2026-08-03T00:13:34.248435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84916fca-aa1b-4e0a-96d3-8564e107185e · 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 41

Resolution: verified exact; doi, observed 2026-08-03T00:18:48.484889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f1e0b2aa-0f3e-425c-9d51-342842ec9659 · outbound

This paper cites Graham, Carrie D.

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

Reference 42

Resolution: verified exact; doi, observed 2026-08-03T00:18:48.109847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d6a161f3-6691-4617-bacc-8a2803128d6d · 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 43

Resolution: verified exact; doi, observed 2026-08-03T00:18:47.748964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 00f36089-bdac-42ef-ae68-ace4cd813004 · outbound

This paper cites Paasche -Orlow and Michael S.

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

Reference 44

Resolution: verified exact; doi, observed 2026-08-03T00:18:47.374672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a343e984-fd56-44d9-a67b-d7b2adb398c6 · 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 45

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:34.932820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf53c295-fbd7-4527-8168-424b8f1e1ee4 · outbound

This paper cites Pennebaker, Matthias R.

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

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.025390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8043d9d-c798-4840-bfb0-eac6af59eacb · 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 47

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.167210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2a931a1-a469-4218-b48f-aeb7f30f6f81 · 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 48

Resolution: verified exact; arxiv_id, observed 2026-08-03T00:18:47.114258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 212359ae-a6a9-4a2b-b7cc-7fa98e402521 · 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 49

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.396147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f662acaf-0419-499a-98ed-ff0e346bc78c · 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 50

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.508258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a786117-0525-40b2-83ae-4125ae6bb9df · 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 51

Resolution: malformed identifier; no resolver link, observed 2026-08-03T00:13:35.612347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce78226-a255-4922-9687-9d53e548ad28 · 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 52

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.724438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ccdb775-9244-4b04-88c5-ca0a4ae341fa · outbound

This paper cites Jim Zheng, and Kirk Roberts.

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

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:35.933701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0742a116-1ac5-4620-9235-f4ed7a820cf6 · 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 54

Resolution: verified exact; doi, observed 2026-08-03T00:18:46.913806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20f03803-6461-4587-b7c6-ef366a1ef0dd · 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 55

Resolution: verified exact; doi, observed 2026-08-03T00:18:46.746972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2979f879-6f49-439b-9a50-f0fd071d9cd6 · outbound

This paper cites Street, Gregory Makoul, Neeraj K.

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

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:36.301185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce07d702-0fc6-4a06-93bb-6c2949fdcccc · 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 57

Resolution: malformed identifier; doi_truncated, observed 2026-08-03T00:18:46.504628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c5999244-f34e-46eb-b730-9344956c7d6d · 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 58

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:36.558569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e03e8c-277e-4206-a1f3-df23582f5352 · outbound

This paper cites Tausczik and James W.

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

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:36.683771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79c68f28-b999-4a2c-8e6c-51488b3ee25a · 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 60

Resolution: verified exact; doi, observed 2026-08-03T00:18:46.328387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 281ee4fd-9404-4c5d-a056-b7d1f919f428 · 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 61

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.012977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24809e0e-7465-4f18-93b8-0f801346dabb · outbound

This paper cites Sara Mahdavi, Christop her Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S.

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

Resolution: malformed identifier; no resolver link, observed 2026-08-03T00:13:37.090665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10bb8ed5-6ab2-4141-990a-9be5d1cbef9a · 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 63

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.205859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 304f8068-0dc8-49e9-bc17-8d28cf7b9cbb · outbound

This paper cites Chiu, Jiayin Zhi, Shaun M.

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

Reference 64

Resolution: verified exact; doi, observed 2026-08-03T00:18:46.102047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 831b71bd-077f-44a6-8452-40b9e30c68df · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.445998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6389af0-84eb-446d-8d50-3cdc6889e259 · 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 66

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.528763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c09904c-e137-4d22-ac0e-ae4edb40db12 · outbound

This paper cites Wolf and Stacy Cooper Bailey.

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

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.659415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c8af818-dbd0-4208-9b87-9126456d9333 · outbound

This paper cites Pfeffer, Jason Fries, and Nigam H.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.819104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f6a057d-8887-4a56-baa4-7122f2e8a460 · outbound

This paper cites Wynia and Chandra Y.

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

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:37.931626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b4a7fd-63ba-49ec-bebc-f2a96244c058 · 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 70

Resolution: malformed identifier; doi_truncated, observed 2026-08-03T00:18:45.893272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 269a8c13-6609-49a5-9e49-b386fe3927a8 · outbound

This paper cites Measuring Recommender System Effects with Simulated Users.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.221396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Ravi, Peter Brune, Fanyu Kong, Dave Anderson, George Lee, Arie Meir, Farhana Bandukwala, Elli Kanal, Sercan Ö Arık, and Tomas Pfister.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.339939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Danielle S.

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

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.436798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19823b02-3735-431e-a34e-f0a5d25691ee · 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 74

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.532316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1205d0b6-b9fd-4ef7-a98b-1659c3422aae · outbound

This paper cites LLMaAA: Making Large Language Models as Active Annotators.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.699173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10899fc5-916f-48a1-a468-8f72e639121f · 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 76

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.833944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI Interactions.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:38.948160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2721304c-60a3-4b4c-99fc-e4a858c8c18a · outbound

This paper cites malexandersalazar/xlm -roberta-base-cls-depression · Hugging Face.

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

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.093677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67efaf1f-631c-44b9-8aa6-c5654ff1bfd4 · 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 79

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.297645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites These indices are crucial for traceability and annotation, allowing evaluators or downstream models to link simulated responses back to precise clinical data points.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites This ensures that the same underlying medical information can appear differently across patients (e.g., formal vs.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites By enforcing behavioral constraints, the simulator produces psychologically credible dialogue patterns ranging from cooperative to avoidant or argumentative behaviors.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cef6fa1-717e-40fe-978f-7b2e89e39455 · 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 84

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.761533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e578ecbd-7433-40c0-9be7-9c2c770ee53a · 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 85

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:39.914477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites relevant_medical_history.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6422974d-8ef1-4e7b-a63f-cf446cacc3c6 · 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 87

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Tone: Hesitant, uncertain, conversational.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites relevant_medical_history.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Excluding values ≪ 1 also avoids strongly anticorrelated additions that can create unstable compensations in downstream predictions [20].

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites \\ Top_500 predictors.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1065ee3-179f-4ab0-9682-c535cabbd169 · 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 92

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6bedb4e-e701-4ee4-8fd2-6f4cb702547e · 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 93

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:41.044245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7db483c-cfab-4d75-8985-7f913798c3c5 · 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 94

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:41.116838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfe4be7e-093c-449c-9be5-4309d64da2d9 · 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 95

Resolution: parse uncertain; no resolver link, observed 2026-08-03T00:13:41.316167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites # Step‑2: Demographics Seed.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f2098fe-79d2-49cb-badf-4156d035292a · 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 97

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256a44b8-8376-487d-82c8-a9c8b03c867d · 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 98

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b51590e-25f0-48cb-a7e1-fc6e5cb5aeb2 · 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 99

Resolution: parse uncertain; no resolver link, observed 2026-08-03T00:13:41.970665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Unavailable: canonical work link unavailable.

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

This paper cites # Step‑4: Controlled Diversity Expansion.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers