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Paper Citation Record · LEDGER

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers

As of 19 August 2026, this Paper Citation Record lists 100 of 176 outbound references and 2 inbound Pith citation observations for arXiv:2504.18412.

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

pith.paper-citation-record.v1
2504.18412 v1

Coverage vector

measured 100 of 176 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:21:35.360133Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T18:44:28.259986Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

100 of 176 outbound references displayed

  • verified exact12
  • verified fuzzy0
  • unresolved87
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

2
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation b57c8fb8-609b-44fc-bc18-bdb3565e630e · outbound

This paper cites Tarasoff v.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Tarasoff v

Reference 1

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.886868Z digest=sha256:33222d09750a4e992a9519c0ae1aaf334f2baf54ac3b8450875de5522adeefe6

Observation cc3bc5d6-0a02-461c-a681-48b5c4f9b3a4 · outbound

This paper cites Robinson.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Robinson

Reference 2

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source=pdf_text observed=2026-08-16T10:21:34.891940Z digest=sha256:d9ed7709b6730e6795137f5add9bc72963be1dde78c51da64fa1630853ada042

Observation 67fe112b-087b-4519-afe6-0ad014015ee0 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-16T10:21:34.896757Z digest=sha256:d6aa6e0d458027c76dbb3efbd09d52d1f64af784e31fc2812d4c823b897798c0

Observation a07deb5e-4d19-4ebc-84c0-2e8801c7f810 · outbound

This paper cites Creating Trustworthy LLMs: Dealing with Hallucinations in Healthcare AI.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Creating Trustworthy LLMs: Dealing with Hallucinations in Healthcare AI

Reference 4

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source=pdf_text observed=2026-08-16T10:21:34.906365Z digest=sha256:12c2cbf6ef4731bbc82149b12bcf0ea2f87547b07fb6b7d9d8dddf0b4013dc6c

Observation 938ca49b-cacb-45ef-a036-e45ffe962775 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-16T10:21:34.911480Z digest=sha256:7798294bbcb4aab62907c45d3a42dee9f02523f13040f54b2d47363b401b9ea0

Observation 63be5bd9-544d-45d9-b119-9ac3dcecaee4 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-16T10:21:34.916498Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.916498Z digest=sha256:ed0b0e3bd4f2b475dd9ddc7a9923f11ff03522e31899317743df481584a87bde

Observation 7eba08b1-9c0e-4e07-9f50-40b9464a5d3d · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 7

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.921336Z digest=sha256:e89a712b5cb7e9c68c0c03a9837c937fb70f08d10e8297aba55d7e9b89dbd37b

Observation 88c2bdc8-6f55-4987-910b-02ca2eaf924e · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-16T10:21:34.925750Z digest=sha256:af5f3411da2652b79b3dd01b10a3e866d6e7c7b4cbb11f8f09ca76e04988fede

Observation a398aca6-4814-4253-98dd-c3dfc6e4cb75 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.929888Z digest=sha256:d7eb288b2d490ab52fdff7377c47d76438b1e8da93f40c1f887d1cfba8213bff

Observation 06964afd-8e9c-4beb-b0ab-0e6c0a38a8bf · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-16T10:21:34.934158Z digest=sha256:c01238a72596fc24da72ec39991e0886c473e38d1e77fcef1a26b93f9508d127

Observation 2462e252-27ba-415d-92de-5335083a9f9c · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-16T10:21:34.938502Z digest=sha256:6406272994f02015c26c020379c3310875eb86044396993a24017c606f470d6a

Observation 7680e8f9-a919-4097-9986-680cb7275df4 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-16T10:21:34.942839Z digest=sha256:e067edae810e468786e8d6be37e4b610c7efd0b8b9bcc525172cb61c2859aeb1

Observation 5f7479dd-863d-42a7-bf68-f4233a7b972e · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-16T10:21:34.947153Z

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source=pdf_text observed=2026-08-16T10:21:34.947153Z digest=sha256:1fb81f07806c3464851c4c5ba2f68c4021e97747d08570c50436cfd267d72c80

Observation 65ee2f18-cf22-4946-a505-0cef1e97aea7 · outbound

This paper cites Does Refusal Training in LLMs Generalize to the Past Tense?.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Does Refusal Training in LLMs Generalize to the Past Tense?

Reference 14

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source=pdf_text observed=2026-08-16T10:21:34.951458Z digest=sha256:b27cdca29de44ed06c2d680339db417920adfa20a7e5d937962d9f10b0489546

Observation a676c7fb-487d-46f5-a9a0-fd8b0f4c8078 · outbound

This paper cites Beauchamp.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Beauchamp

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.956103Z digest=sha256:11b8cf7970f0e0c08f23730afa1b0a0a527156aaf28c54eeb6548932aee85323

Observation b86ff360-399c-490c-941c-2a3cdb5baeda · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-16T10:21:34.960412Z digest=sha256:e34d42f1c0c462d4db5f24ecbba369f594423aebba075a69446d6bda40bfe4ea

Observation f648ea0f-cda2-4126-b438-bb12dc4a232e · outbound

This paper cites Bellack, Kim T.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Bellack, Kim T

Reference 17

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source=pdf_text observed=2026-08-16T10:21:34.965157Z digest=sha256:c590e2891e6d7c8c2dc4f3c71b6a432db26967bca5da2c5be41ee7fc43f1b8bc

Observation b885f08a-2c81-467a-8574-6f4d98810045 · outbound

This paper cites Bishop, Matthew J.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Bishop, Matthew J

Reference 18

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no resolver link, observed 2026-08-16T10:21:34.969059Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.969059Z digest=sha256:4af949ffbded290b97bc1f7121d2ba64c843df7719b9eaf068f418aa02118f93

Observation 2a745d6f-28eb-464b-929f-fc1e63bab477 · outbound

This paper cites Intelligent Clinical Documentation: Harnessing Generative AI for Patient-Centric Clinical Note Generation.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Intelligent Clinical Documentation: Harnessing Generative AI for Patient-Centric Clinical Note Generation

Reference 19

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no resolver link, observed 2026-08-16T10:21:34.976440Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.976440Z digest=sha256:d599d13f2d27d75ee25734095c62a956950a545d36e3216596b6d03aff541c77

Observation b1e8132b-6a0e-43a5-8f8d-830c9acfdebd · outbound

This paper cites The Foundation Model Transparency Index.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers The Foundation Model Transparency Index

Reference 20

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source=pdf_text observed=2026-08-16T10:21:34.980386Z digest=sha256:0404fa14e12b3707a857b1cdeb612a59f4f69c94d360159c4d74444cf504fe1c

Observation de8418a9-c08b-42cb-bd80-ea9ca764de5f · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-16T10:21:34.984515Z digest=sha256:ab3620d5104076ff8629840edf12beb2eec76e92b24e7882b5dc333729852732

Observation 6e51dfff-34c6-4224-b7d6-d3c943dc2d62 · outbound

This paper cites Dyer, Anna Gładka, and Neo Christopher Chung.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Dyer, Anna Gładka, and Neo Christopher Chung

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.988157Z digest=sha256:465972333e5e9d7019ada6e4e95f6aa29cfc53d53060226f5d9d95a80e57636f

Observation 2733672c-966e-4766-87f3-a1e582864b65 · outbound

This paper cites Brown and Jodi Halpern.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Brown and Jodi Halpern

Reference 23

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no resolver link, observed 2026-08-16T10:21:34.996093Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.996093Z digest=sha256:8018b744df17cb3c34e29381fed9f8e15c0d6d5c043e6c7c6ae450f65b60bf40

Observation a35446a2-f54c-4413-824f-7bca1a991b0c · outbound

This paper cites The Turing Trap: The Promise & Peril of Human-Like Artificial Intelligence.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers The Turing Trap: The Promise & Peril of Human-Like Artificial Intelligence

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.000120Z digest=sha256:1a30cdbf507a125164ba83eac578c24c445833bb271f85484c2fe545dc11e393

Observation 979fd11f-0619-4aa7-a9cd-1cceeec6356b · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.004873Z digest=sha256:83e2066adf28d3498366da2ad43bc258ec0441773eb295ab78d853794b1563d3

Observation 1845cf59-36b9-4264-9767-9a6e2566c59b · outbound

This paper cites Quantifying Memorization Across Neural Language Models.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Quantifying Memorization Across Neural Language Models

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.009339Z digest=sha256:9e2f0750fd95e23665c7f663a33cea008b75efca549a27450601c04f2db3a6a2

Observation a3e49190-eade-4867-bb34-dba4cc9afe77 · outbound

This paper cites Feuston, and Jayhyun Chang.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Feuston, and Jayhyun Chang

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.014099Z digest=sha256:6ee0a9207da120bb28dee88ddb4d58f018bd5c07f9830762348313c1ec3374e9

Observation e31316b7-e495-4db9-902e-df5ab5939092 · outbound

This paper cites A Computational Framework for Behavioral Assessment of LLM Therapists.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 28

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source=pdf_text observed=2026-08-16T10:21:35.018663Z digest=sha256:39664d6251979efb255da54d1dac07c8e7f18eafe4737bce4ce912aa4e46a5a1

Observation d77a3933-8871-4327-8e0d-eac8a76fbe47 · outbound

This paper cites Evaluating the Efficacy of Interactive Language Therapy Based on LLM for High-Functioning Autistic Adolescent Psychological Counseling.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Evaluating the Efficacy of Interactive Language Therapy Based on LLM for High-Functioning Autistic Adolescent Psychological Counseling

Reference 29

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source=pdf_text observed=2026-08-16T10:21:35.023652Z digest=sha256:0155d826feb0a5b4138d9be485b06c382634b4e98c5b4edc33a4c909033aaafc

Observation fd1105d3-32c8-4f4c-a8fe-b92b5e91e5eb · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-16T10:21:35.028402Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.028402Z digest=sha256:cd929a7083e203525977b6ae8c52bbdc2d839e72eac78f552e67355253a6fbcf

Observation 7c74381c-cc97-4403-b10d-a6c80103e276 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 31

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verified exact
doi, observed 2026-08-16T10:21:36.586284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.032840Z digest=sha256:d10176100faef69d59316db02cdb549dcfad1022512fc98ba02fa823a51093bf

Observation 7cf3c7d7-26fe-47f6-bd99-d34f2fdf7eee · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-16T10:21:35.037275Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.037275Z digest=sha256:0cf63d70c13e4a27d738a0715ff0f9341101b76f6f189e26975ab2b564f0cf57

Observation 0809ac7e-5bcc-4268-b57a-635a641dc2af · outbound

This paper cites Cross, Michael A.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Cross, Michael A

Reference 33

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no resolver link, observed 2026-08-16T10:21:35.041568Z

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source=pdf_text observed=2026-08-16T10:21:35.041568Z digest=sha256:f5cb33827786f66da204a96ce0ee945e26c547a3481ccf5070cb55053c84ebae

Observation f6f06026-81f5-46ab-94a1-dcd1c74681db · outbound

This paper cites Jung, Nicola Dell, Deborah Estrin, and James A.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Jung, Nicola Dell, Deborah Estrin, and James A

Reference 34

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no resolver link, observed 2026-08-16T10:21:35.045807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.045807Z digest=sha256:6463b768680f889fd7e0eb7b9b834089796e5ed95f51e0ce29931af2c6fa5af0

Observation e83269c6-079c-44db-a571-c1b098c53f0b · outbound

This paper cites Cunningham.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Cunningham

Reference 35

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no resolver link, observed 2026-08-16T10:21:35.050172Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.050172Z digest=sha256:36ef12b076e7a37d09482e10020722232cee9b35c73ce636502f0695b32ff3fb

Observation 6bd6d768-9d9b-4c62-b821-817412fac35f · outbound

This paper cites Mariano, Paul Wicks, and Athena Robinson.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Mariano, Paul Wicks, and Athena Robinson

Reference 36

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no resolver link, observed 2026-08-16T10:21:35.054747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.054747Z digest=sha256:9bb3c9d471d8e70843b70925209931d2a5d6e9728df6fd2c50759e853f60eb5c

Observation 45d6273a-2333-4fae-b1b4-2d59aa573dd9 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-16T10:21:35.059382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.059382Z digest=sha256:ed43dc63349dbb4adf827a72613f2170dfb572ab48f042812fb7a1170bcd17ff

Observation 7c660e90-cf25-4759-bba3-eae1d286b99b · outbound

This paper cites Benefits and Harms of Large Language Models in Digital Mental Health.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Benefits and Harms of Large Language Models in Digital Mental Health

Reference 38

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.063591Z digest=sha256:e11a1fba9e66b9a83a48d85cd52c4840cc02ad2ad4cec1bd94ad0c617c664d74

Observation f49a5562-7bd5-43fa-a057-7060045e0113 · outbound

This paper cites Glenn Cohen.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Glenn Cohen

Reference 39

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source=pdf_text observed=2026-08-16T10:21:35.068169Z digest=sha256:c644cb311368a83b0abbdd26dba064b9b07c54372f2f3fbd027d2a4b66acb6f4

Observation 9efcab6e-b333-4ae1-b87b-30848e14bc4f · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 40

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unresolved
no resolver link, observed 2026-08-16T10:21:35.072670Z

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Observation 42a46c40-2681-4ebe-9919-98834660acfd · outbound

This paper cites Yeager, Christopher J.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Yeager, Christopher J

Reference 41

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Observation b6d01f07-f421-4135-a7ff-3924ece6843a · outbound

This paper cites Dennis and Lily E.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Dennis and Lily E

Reference 42

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Observation f3f582e6-4193-4f9b-a8f2-127fec827619 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 43

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Observation b250242c-644e-45bb-babb-53527e55f27f · outbound

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Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 44

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Observation bac0cfdf-c1cc-42da-8f9c-dc62bdf81e64 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-16T10:21:35.094469Z digest=sha256:84ef0c4741a13f6277341d62a7258e6dc3cad3895e1bd81ae2e86bbea6c4e381

Observation 141f8912-edb0-4dd3-a034-65f1a65dd5c8 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-16T10:21:35.098629Z digest=sha256:d8daf9cdf6e7177f8f14f8db09af90f368b2f847fb1aa2344c635763db4c81c6

Observation 446592f9-42ae-4a63-9b6d-0c259d197ed4 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-16T10:21:35.102480Z digest=sha256:4b067494bde139705ef7a5a26ae1947c47631ae6908a7d3f4ecb3f699b6b5a93

Observation 9ce1e62d-c7b0-487f-b84c-89ea98da7927 · outbound

This paper cites Duncan, Scott D.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Duncan, Scott D

Reference 48

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Observation 9beff812-3fcb-4725-a9da-1f2f1dc0a1b5 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-16T10:21:35.117963Z digest=sha256:f2c827091d6f61e3cb6803044806fa91968d8319e09522fc41a046b148a8315e

Observation 575ac14d-c3de-4e36-9c43-503ff198684f · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-16T10:21:35.121792Z digest=sha256:e9779e1655808b050db281c93eedba26a5180c21e3d9a0f3286b80dc97421fe2

Observation 8fc34e62-f817-43e2-aea4-fb6ae24d95db · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-16T10:21:35.125442Z digest=sha256:591e48547cb9152f4105fb085f03d5e52e0bd6d84f2427386d67ed92f2269a86

Observation 5d3d8820-ef3b-4f44-8043-012c9cdeb8f8 · outbound

This paper cites Ferguson, Charlie M.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Ferguson, Charlie M

Reference 52

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source=pdf_text observed=2026-08-16T10:21:35.129025Z digest=sha256:a77bdd8fe553282e2c8fd3cb1ba5ac7a8f585841d148f436b32ad5d5f71a2dfb

Observation b58e7050-f013-44a1-8236-faad814bd6cf · outbound

This paper cites Foa, Elna Yadin, and Tracey K.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Foa, Elna Yadin, and Tracey K

Reference 53

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source=pdf_text observed=2026-08-16T10:21:35.132518Z digest=sha256:a0be8c4bbc064fb26f537e015f30f8513f17e712c6ff87a6ce479f3e6bddf5a2

Observation e6896935-fcbb-4b7c-8ed2-b15af5fe40d6 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-16T10:21:35.136207Z digest=sha256:765111bb2ddd9beae869e9fc3c12fcbdd023b7ddf5fd8cb4aa12abdd8e4ea65c

Observation 92532bc0-980d-4e3f-9ca1-68400d35e595 · outbound

This paper cites Understanding Social Reasoning in Language Models with Language Models.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Understanding Social Reasoning in Language Models with Language Models

Reference 55

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source=pdf_text observed=2026-08-16T10:21:35.141756Z digest=sha256:980d56c11d7c78e763cbad52bca7a038ac029e62739062624c5e80e6435fe275

Observation 6cf81ffa-872e-4441-9c26-e7202e196a4f · outbound

This paper cites Gara, Shula Minsky, Steven M.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Gara, Shula Minsky, Steven M

Reference 56

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source=pdf_text observed=2026-08-16T10:21:35.146533Z digest=sha256:7a4e0248188b74ef412156cb1c56a9cc1eb6c0a5e970601e80f27b2e69aa044d

Observation 381f1dc0-091f-4380-a205-c955223c67de · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-16T10:21:35.150782Z digest=sha256:9465075f157748b73fa96473c9ae7789e813da37f513e14dbdac838d8958c812

Observation 83e068ea-b6a9-452e-bba9-c53dcf29c7cf · outbound

This paper cites Gladstein.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Gladstein

Reference 58

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source=pdf_text observed=2026-08-16T10:21:35.155503Z digest=sha256:ae5443b0bf2778c9f8d671e2e8ca6e1837d8f90c7bc77362446e8ab2b57dff6c

Observation fd440112-b80e-494a-bdfc-edbebd3dcdf9 · outbound

This paper cites Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation

Reference 59

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source=pdf_text observed=2026-08-16T10:21:35.159909Z digest=sha256:b6bbab95ba7c05206b51da3875fdf76490f7cfbdca3a1fc1f88a1beddc9f9c0e

Observation cd2cbf7b-f214-4f99-831f-fc08d137b7f9 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-16T10:21:35.164714Z digest=sha256:fccaad65d26ec701f98d1af458315df224e88d44b4f41730658830933c0f9651

Observation 2dd09af5-6716-4c9a-aa1d-2e37f0df1d27 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-16T10:21:35.169271Z digest=sha256:437ebf8bbdc4183c96159fff349e77565799485bd5c3b312b750a86566385636

Observation 10a27bf9-4b80-47bc-957b-08f740d35790 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 62

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.173520Z digest=sha256:3de23652a0a6e743de33399f45a5ef32b5237256dc20d0d234b9d63a4dddc547

Observation 4a55ceb8-6016-4320-a3a0-d359fe928adf · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-16T10:21:35.177859Z digest=sha256:45a0b126de1279826e882a0b7d659a28d6d3e4c7ba7718a7b00b3eb1455c8493

Observation 46614de2-438a-4b24-80a9-a466cafb0627 · outbound

This paper cites Gabe Hatch, Zachary T.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Gabe Hatch, Zachary T

Reference 64

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correction dated 2025-08-29. Source: crossref record 10.1371/journal.pmen.0000426->10.1371/journal.pmen.0000145:correction, observed 2026-07-11T02:58:58.325552+00:00. This notice travels one citation hop only.

source=pdf_text observed=2026-08-16T10:21:35.182151Z digest=sha256:269ced291ee3a11192d664901fccfe7a0dc50cff58f16240f81f6f5dc698b668

Observation b1aeb82d-903b-4fdd-885b-107a55ed2916 · outbound

This paper cites Ong, Mac Clapper, Michela Jones, Dora Dem- szky, Diyi Yang, Johannes Eichstaedt, Christopher J.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Ong, Mac Clapper, Michela Jones, Dora Dem- szky, Diyi Yang, Johannes Eichstaedt, Christopher J

Reference 65

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source=pdf_text observed=2026-08-16T10:21:35.186726Z digest=sha256:20dccb60af38b03b22b60d2488e635f3d8969487236e215f5fd02a159d61cb8b

Observation 2166bf60-9663-4886-b18c-ccfc655f4dbd · outbound

This paper cites Heinz, Daniel M.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Heinz, Daniel M

Reference 66

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source=pdf_text observed=2026-08-16T10:21:35.191527Z digest=sha256:6ba805c6a86b900f3f9221077c57845ec7265e8926e72d4092b2354b7f9ce239

Observation 45249f84-84d1-4ede-a0a3-5beba506a89e · outbound

This paper cites Can Large Language Models Identify Authorship?.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Can Large Language Models Identify Authorship?

Reference 67

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source=pdf_text observed=2026-08-16T10:21:35.196035Z digest=sha256:95a49eae8a205a922372657a03050b1240c90f2c72f7c9e13e8816d97354ad2c

Observation 88772f8c-e3b6-40e8-a744-23d01bf01699 · outbound

This paper cites Hull and Kush Mahan.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Hull and Kush Mahan

Reference 68

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.200449Z digest=sha256:bb5941394ae7b0d3c7f81657c403ac91c3501e379fd7642cc3b92fb0d2171f43

Observation eb9caa9b-10b8-4e79-bc9d-6ac69d5be927 · outbound

This paper cites Therapy as an NLP Task: Psychologists' Comparison of LLMs and Human Peers in CBT.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Therapy as an NLP Task: Psychologists' Comparison of LLMs and Human Peers in CBT

Reference 69

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source=pdf_text observed=2026-08-16T10:21:35.204735Z digest=sha256:89e56737a56d593512f97cd2ff920520df982dbfc68b00c1e0209a5861a7f19a

Observation f1738278-a543-4453-8126-6b865d012526 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-16T10:21:35.209438Z digest=sha256:316c6cb27e9b809bda5e169f0c64c65e1e4e6a27983d90e6f233f54d3c03df16

Observation d13dcf18-62b8-4b2d-b5c2-e3ecfd530c09 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 71

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source=pdf_text observed=2026-08-16T10:21:35.213551Z digest=sha256:deeb09ef38ad0e667926c8b78a0e40ef35e97c76a95771aaad4004d0e51ac3b7

Observation e27d3c13-e953-4941-8c42-e561b01bf7cf · outbound

This paper cites Response Generation for Cognitive Behavioral Therapy with Large Language Models: Comparative Study with Socratic Questioning.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Response Generation for Cognitive Behavioral Therapy with Large Language Models: Comparative Study with Socratic Questioning

Reference 72

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local_arxiv, observed 2026-08-16T10:21:36.284787Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.217952Z digest=sha256:2d71ed6d040c935302433641184eb5e604f655f64fbcbc7f615ca1f7a40bb608

Observation 9f1f5e2c-5372-427b-8ea6-452d3fb9a405 · outbound

This paper cites Deane, and Kevin R.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Deane, and Kevin R

Reference 73

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source=pdf_text observed=2026-08-16T10:21:35.222640Z digest=sha256:d0b502832667723c02465571f538017a1b5b10cebb7bde9649a42328b9b928a5

Observation 81cfc7a5-98d7-417b-aa35-b3d94e05b08f · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 74

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.226663Z digest=sha256:387e5bcff70d97e472399f7ebe98174c1a19d2fe58b69cbadc5e3d1524ad922e

Observation 56fc6543-3021-439b-b301-a30f6beaf52b · outbound

This paper cites Kian, Mingyu Zong, Katrin Fischer, Abhyuday Singh, Anna-Maria Velentza, Pau Sang, Shriya Upadhyay, Anika Gupta, Misha A.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Kian, Mingyu Zong, Katrin Fischer, Abhyuday Singh, Anna-Maria Velentza, Pau Sang, Shriya Upadhyay, Anika Gupta, Misha A

Reference 75

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.230347Z digest=sha256:d7fff12ea9fc44c1406d405cf61c915cc8dea723b382e5cd3ea330880823bb7d

Observation b0104da4-13a9-4282-bfb0-81672b66ab95 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-16T10:21:35.238184Z digest=sha256:b037fc3885d0db5f6319d668d9b47a2c503c046dab89ff12e1a78519e754a132

Observation 319b43c9-3b6d-49a9-842c-ed01cc5b16cb · outbound

This paper cites Acceptable Use Policies for Foundation Models.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Acceptable Use Policies for Foundation Models

Reference 77

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local_arxiv, observed 2026-08-16T10:21:37.228415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.245894Z digest=sha256:7ae198bf5f6240b7d80e284c23f5152f9b0e8f8c35e92a2d1368d713e5b80314

Observation 2c10fc8c-17be-4084-b220-d009ba40d3f3 · outbound

This paper cites Krupnick, Stuart M.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Krupnick, Stuart M

Reference 78

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doi, observed 2026-08-16T10:21:36.217891Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.250496Z digest=sha256:c83eae2819a93acc253455d21c451057a4002f48cf2ede9a09e848211d3ee302

Observation 8655b6b1-e09b-4aab-bf03-df4b6391ba3e · outbound

This paper cites Alkhalifa, and Amal Alshardan.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Alkhalifa, and Amal Alshardan

Reference 79

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.254878Z digest=sha256:8c65e4d69a2fce6e5d8cb5fc1b6c9481d7fb991af6c4d8807b85844d57ad858c

Observation 5f87ad9f-2300-4558-b27d-acd65359371f · outbound

This paper cites Exploring The Design of Prompts For Applying GPT-3 based Chatbots: A Mental Wellbeing Case Study on Mechanical Turk.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Exploring The Design of Prompts For Applying GPT-3 based Chatbots: A Mental Wellbeing Case Study on Mechanical Turk

Reference 80

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local_arxiv, observed 2026-08-16T10:21:36.202814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.263536Z digest=sha256:874fafb258147af514c0772f14d793d694d782a04b3b6e0e41e8207b53eceac9

Observation 871752b8-dfab-494d-aa88-1950e06e4855 · outbound

This paper cites Can an LLM-Powered Socially Assistive Robot Effectively and Safely Deliver Cognitive Behavioral Therapy? A Study With University Students.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Can an LLM-Powered Socially Assistive Robot Effectively and Safely Deliver Cognitive Behavioral Therapy? A Study With University Students

Reference 81

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source=pdf_text observed=2026-08-16T10:21:35.234122Z digest=sha256:7bd193e915bdd9628e03c5b846e356129b1668e1d385d620cfa8fdcd12c4689e

Observation 5bf59139-ebd2-4041-89b4-da07102aa98c · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 82

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source=pdf_text observed=2026-08-16T10:21:35.272966Z digest=sha256:65a6bdc43b3c9bec9240e71a7392478e71b1c2f8ce4776633361267e3c46e1cb

Observation 0bbb9329-19fb-4d59-8853-41c78a6df4ed · outbound

This paper cites Enhancing Psychotherapy Counseling: A Data Augmentation Pipeline Leveraging Large Language Models for Counseling Conversations.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Enhancing Psychotherapy Counseling: A Data Augmentation Pipeline Leveraging Large Language Models for Counseling Conversations

Reference 83

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source=pdf_text observed=2026-08-16T10:21:35.241850Z digest=sha256:d7aa786887561a13af04d6cc6f7e56ccb43201a4a30c7d00581b0ddf3e436ea6

Observation 4eece3f4-d5da-4e6b-b31b-435f4bfc7da4 · outbound

This paper cites 2017.Cognitive Behavioral Therapy for Psychosis (CBTp) An Introduc- tory Manual for Clinicians.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers 2017.Cognitive Behavioral Therapy for Psychosis (CBTp) An Introduc- tory Manual for Clinicians

Reference 84

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.286360Z digest=sha256:65986bcf39c02393d5a38b020a0f3b30b0f2b04144fcc09a5ba1a7ba232716ae

Observation 39b9ef95-5219-4f8e-ac81-35862feb6362 · outbound

This paper cites The opportunities and risks of large language models in mental health.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers The opportunities and risks of large language models in mental health

Reference 85

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local_arxiv, observed 2026-08-16T10:21:36.152926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.290699Z digest=sha256:11ba032198dea1e6ba59a1b0ee3b398e4d6951f5ccc8167ab8ad225c3fe2d7cb

Observation 78a43fe5-9470-44ca-8f51-33e29003d36d · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 86

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source=pdf_text observed=2026-08-16T10:21:35.295616Z digest=sha256:266a63ef019a0a651ffea94f786f031768f37d18590890f3f0f422aaeb140ff8

Observation 45e27b21-752e-4b84-890d-b97569e736df · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 87

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source=pdf_text observed=2026-08-16T10:21:35.259429Z digest=sha256:72b0ba5e37aa04cb559ecafd2a92f514cc67c5279179a4d97a40607a0112cb34

Observation b0955c83-4841-4a20-b31d-a8434087d094 · outbound

This paper cites Kraut, and David C.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Kraut, and David C

Reference 88

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source=pdf_text observed=2026-08-16T10:21:35.308687Z digest=sha256:f5daf2831a715724cd02c5f8987e8fc5c7fa339278eb053442a869d7cd36b36c

Observation 68d755b9-9511-45e7-850b-5a4b7ed40cd9 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 89

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no resolver link, observed 2026-08-16T10:21:35.268359Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.268359Z digest=sha256:ad32be57f6a87c3aeb8d2ddd56a347958fcc9620649f3e81b6e590b67b2e1d45

Observation fcc0b1cc-e8d5-46be-b05b-5fbb2776dbf2 · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 90

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no resolver link, observed 2026-08-16T10:21:35.326235Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T10:21:35.326235Z digest=sha256:73200ead73e201cb90615b899af6b28065d114f63aaf0f13e936a3aba9677c8e

Observation 1bf29d40-e1c7-48cc-8582-33829711f6f9 · outbound

This paper cites Psy-LLM: Scaling up Global Mental Health Psychological Services with AI-based Large Language Models.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Psy-LLM: Scaling up Global Mental Health Psychological Services with AI-based Large Language Models

Reference 91

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T10:21:35.277412Z digest=sha256:72330203cda8e15c367ee00ade24670a9bce4142c60793ff4e6e75d4784c4bba

Observation 25621353-ab8b-4e7e-b9f3-55c7528eebd3 · outbound

This paper cites Kunstman, Aaron Lulla, Monika Drummond Roots, Manu Sharma, Aryan Shrivastava, Nina Vasan, and Colleen Waickman.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Kunstman, Aaron Lulla, Monika Drummond Roots, Manu Sharma, Aryan Shrivastava, Nina Vasan, and Colleen Waickman

Reference 92

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raw_fallback, observed 2026-08-16T10:21:37.144660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T10:21:35.281943Z digest=sha256:0215eabdbb46478f68a55a90b94ad541b7c409f48d03f9fc92aa5889eb2fd782

Observation d7a8a57f-577a-4bd5-8da6-462cf6212b90 · outbound

This paper cites an unresolved cited work.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Unresolved cited work

Reference 93

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source=pdf_text observed=2026-08-16T10:21:35.339979Z digest=sha256:ad33b9d873a31ab0b4799a70ed5edb52de90723ea83f32d90c4c9d9095f7b087

Observation 22372dbf-6fcb-4539-89a0-8738e42dd05d · outbound

This paper cites A Philosophical Introduction to Language Models -- Part I: Continuity With Classic Debates.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers A Philosophical Introduction to Language Models -- Part I: Continuity With Classic Debates

Reference 95

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source=pdf_text observed=2026-08-16T10:21:35.348475Z digest=sha256:a791f29f5d572b3eb36d690dd038aef6c777bb45bba84c9dc92012dfd395b182

Observation a4aaf5f8-ae57-40c7-89a8-2060bc3dfbb5 · outbound

This paper cites In Proceedings of the 12th IEEE International Conference on Affective Computing and Intelligent Interaction (ACII).

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers In Proceedings of the 12th IEEE International Conference on Affective Computing and Intelligent Interaction (ACII)

Reference 96

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source=pdf_text observed=2026-08-16T10:21:35.299816Z digest=sha256:8d741e09d6827029cf27bba3811bcdc61f78ba0380205b3c1b15034b06036064

Observation f89daf39-789b-44ae-a0f8-9e997f7cca31 · outbound

This paper cites MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders

Reference 97

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.304134Z digest=sha256:b440ada08cb7a79ce2d27dbf8fa78f17cf878ecc034d9c7492a6f8ec46c145f1

Observation 7c10a418-b1e1-472a-a6b8-096612090505 · outbound

This paper cites Are Large Language Models Consistent over Value-laden Questions?.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Are Large Language Models Consistent over Value-laden Questions?

Reference 98

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.360133Z digest=sha256:a585267cfd58257ef44cd5bb30eec907c92def5e661e4b441086c79b90099f74

Observation b1a71649-3704-46e3-a4b2-db2940e101e6 · outbound

This paper cites npj Digital Medicine 6, 1 (Dec.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers npj Digital Medicine 6, 1 (Dec

Reference 99

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.312924Z digest=sha256:6ea191473530c5c2cc4dfcc0272f1023f5ea91293b67ce7b849cff66cff32b85

Observation 6bbf86ce-f23c-433e-8706-701275d03423 · outbound

This paper cites Liu, Donghao Li, He Cao, Tianhe Ren, Zeyi Liao, and Jiamin Wu.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Liu, Donghao Li, He Cao, Tianhe Ren, Zeyi Liao, and Jiamin Wu

Reference 100

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no resolver link, observed 2026-08-16T10:21:35.317324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.317324Z digest=sha256:3cd0b8654ef02c62eb9df3d647ae6263ae17116d8cde947d1988ea5556e6b76f

Observation 9f90b528-6c7d-4a5f-b026-0d95db0a84b6 · outbound

This paper cites ChatCounselor: A Large Language Models for Mental Health Support.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers ChatCounselor: A Large Language Models for Mental Health Support

Reference 101

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no resolver link, observed 2026-08-16T10:21:35.321548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.321548Z digest=sha256:c5a941af5a504f0f40b8e901b5767369c611a2321949d2fefc035e27f463927b

Pith citing papers

Observation c6a08926-ca1b-4c3a-9916-896e0e311046 · inbound

Mind Companion: An Embodied Conversational Agent for Process-Based Psychotherapy cites this paper.

Mind Companion: An Embodied Conversational Agent for Process-Based Psychotherapy Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-03T22:59:03.266034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-26T23:07:48.991096Z digest=sha256:c3a51937b5b023a4eec03d9a2a5fe0b1021241b9f92d177a2feac415cc24003c

Observation 11701448-e9a4-4ef7-b2f0-2d8c430d2731 · inbound

Alignment Plausibility: A New Standard for Assuring AI in Healthcare cites this paper.

Alignment Plausibility: A New Standard for Assuring AI in Healthcare Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers

Reference 34

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local_arxiv, observed 2026-07-10T18:47:31.482952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-10T18:44:28.259986Z digest=sha256:ce132daa2f0aed8d191ee411daf44fa689c87bc9c651a23d2e97ca14404beed3