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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=sha256:70d84b05ab6f784658f659bd7e6c4f6c3f6ea44332c9fefb936a661294973dae

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=sha256:1852771f547506f4b0d863a6c441b63ecfe1ed7117e2cf750765ebaf1935a197

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:e10960fb257a42735bdcdb06ff4fce5166000c805a995ba236024b7934254cdd

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:b00b132cde6a86722b59fdbdf6732a67a42f36eebc679adadf788f1959ef2e06

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=sha256:18bd8040bffd5ccee02b508b82f769adcb1e45902f4868f8538af6a8600d7bd8

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:de9785ff31d51b0a735eea173ca80ce866bee4e8a29f2e1be65b390c73a79f7c

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=sha256:013e0a2c75b84414c23a887e5f4aca53c5bde233fc8314f831786b7da7732850

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.925750Z digest=sha256:58676cbc953293eeeb1a4a08c2e91f5abf6b5b39687e152ecf59d64638f85bae

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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source=pdf_text observed=2026-08-16T10:21:34.929888Z digest=sha256:916233cb1257859527ce11964f0df563057595838273badba6ea65e10d935b28

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=sha256:0529ce31ef7e745e48d964e2e80191d808c558f82853195ea5bd5e8a2c323bc3

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.938502Z digest=sha256:02501c517f69217be717ba68788d9a113489619e86486493d0b7f3883916aecb

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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no resolver link, observed 2026-08-16T10:21:34.942839Z

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source=pdf_text observed=2026-08-16T10:21:34.942839Z digest=sha256:6345881df631fe47eb471b6601e51ebefe4eee2483c3db86eb50a7f1eee13502

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:34.947153Z digest=sha256:183e78b79ace070878b624a722cddf396990784f7cf6e2e9d9cec79a4c5f068c

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=sha256:1ac2e25cc78b0bc8951ea6f39d00529c8ce52d13feda534aec156035b013e6cc

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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source=pdf_text observed=2026-08-16T10:21:34.956103Z digest=sha256:62c8ba9d58c9d5240fb279c1e4128f4ec55d9635a5d16da24cb72fa202d22302

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=sha256:2b88cdc1384e6027ac3a6131c44a227db532233f8bcac6f8bb6d4bccdfdfd763

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:b00ddd23caa18b2623df3e2b199748bbfceff6a38e3b4f002ed7726cbfb0af43

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:d897ea55d8e519f0be0cc20b31ee00d580718a27c2ae081834017b0301e80036

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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source=pdf_text observed=2026-08-16T10:21:34.976440Z digest=sha256:b24b34f7faee939eb86d4cde34249295466de49cf70c1131b550f123b038a7ab

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=sha256:0f448d34636c61b914285c77651b632c7dc3914ae893e01b8d597c285a1456ba

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=sha256:2012de5f39033f11610131b9b20f1818f66fab72e6ef3f8056090e88d6512f94

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=sha256:7ede7723c4b0481331c88e6cb82adcf20fe20186a8207434ee7461841c996157

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:a6a9de268b4cf27a25c1ea67a8ead821b103a69c09f1000b8922bf80aaa096ac

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=sha256:22f35ae0fed25f5b2fc48905622641291e35ea403ebdf062b6cac76cd9544742

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:ede0dc4259ec4d1fff41279a3e301332ba4d4447419bf2b7e2a4dd4dc90d7550

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=sha256:91ef5682eca4146fe569dfb3e67dd31bce3d482116e7a19f0b14e21819e9dbc5

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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source=pdf_text observed=2026-08-16T10:21:35.014099Z digest=sha256:870bb61f8d52759ddf06a9b8b74c2a23618dfa3939837e488c70dd38f9c49ab5

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.018663Z digest=sha256:9e8db9da486236a1d9fe3c3b408ad58f048e7d914fe146a422c4cc8e8ce87463

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=sha256:30866d08eb04c5275716c9bad35cd72becc537a6a28f19fa50ba5ae1dd5c9f95

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.028402Z digest=sha256:c7004b6b5e1755ed3bbe82c2273c56f58bc739525f3a1098e2b849af28d40f06

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=sha256:928a27bdac0dc4a6feea2de5c7c076f86d0fac28a367b496792d0b2f2d9555de

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=sha256:75c41c143b1f7491b34135e95d5568b9bae48c2c63a6bb79b084e7eccbb51ace

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:e3b728d8407c37500adf405a586a059b0f203bfc27d5e29a11decbfe964991fe

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.045807Z digest=sha256:50a02c4571cdf3a93d5f21d9b967cecd8d99c902a61915529fb4f4bb4e59fa1f

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=sha256:0c476b00ec6a90aa8b9ef09f8a7dedd7233350a69a11f45a6a2380dba5ba67f6

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:d662ce1e7f2963d234299b0c113b19b516f947e2d0ec87dcd7b87b772ec31302

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.059382Z digest=sha256:0828543b63c5167f6a0633473ea2f4dfa2f2b9c06929f9b2570e5cab3e271ed4

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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source=pdf_text observed=2026-08-16T10:21:35.063591Z digest=sha256:4f3040bd757d877f190dde9da4dc4bb0e6f70f4f83c4726e4755e0400f615c4b

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:db57cde8b3a451bdd5ada94b0c70a9feeb8f17cbdf57dcb829e92b5d54e68d16

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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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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source=pdf_text observed=2026-08-16T10:21:35.081164Z digest=sha256:617aaa76f1b74ebd275d30cda8b67c8edb97ccebd0880c54d11941f0dfd02fdc

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

This paper cites an unresolved cited work.

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

Reference 44

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source=pdf_text observed=2026-08-16T10:21:35.090404Z digest=sha256:8863682e562018fcd741cfd0c8134c070f3fc569edca37b5b73a04e2b8fa6cc7

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=sha256:42cd90c70e140e9c82ae323896ae46619540b7833bfd08c86112ef717804305e

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

source=pdf_text observed=2026-08-16T10:21:35.098629Z digest=sha256:5f8ba46b96ab4b9ed6f9020937a683601b2e48f5cb5052c79ff1ae6b1d4cc72b

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=sha256:65063e8a1be8ab741e74806d30bba7355a71bbf449c42563b653fef32b4da8e2

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=sha256:8827a3c5ac06f45fe78b0c860fd3ff9b537ab5d4360856aaa2fbde8e9e12dbbc

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=sha256:93971e29f24df9db80f7a13cc30674b5419b75e00cd16fbbcac98dd2909b76b3

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:b0e436e7b221296e63e76ce86d9e4ca629824eab9e3e51e0cb0783ff7b6aecc7

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:b76698fc4325938c8b028692e69dcb586411a965ca87f02161aa8dde5f260cee

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=sha256:6ce8df1971eedbbae8b64093008651086b12eb9191d8f9763da01054c2ce1fd1

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=sha256:62e09cfe7e12fda731250f71b161ec626f07327de6c34d93c76d380df4dd4bcf

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=sha256:1a66e9496f6489291491f886bec6147186e4635f1ffcb4dc8deb1f5e661119d3

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:ec64da40a8f818c75e76bb86eed5226cc43f887f43444a0570562d258d60dc35

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=sha256:785d4134df763c45605215a38fa901012a87c2ae9262bd2d9d1196d99114bd6b

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=sha256:94e7a1af4c0e87658ffc2257970b4cc95e779ca81ac5ebc2c060800280fcc7cf

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=sha256:707663393492a570ff9e486db6e3dd1474d71c8c7ac70caa29930a127626759b

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=sha256:970cd5c5204954ed4f3236ea8896ebaf0807d3646f83c6e2c2f5e9b4075fac03

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=sha256:2eb4a460724ab9aa369957d1fb5897edc52d2dae8c815c8db1861b091dc743bd

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=sha256:4e7c73001c6c31386c0fd13a0d962d1bacb78c1b06a68e4baccaa1bf0e3f9f94

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=sha256:627efcbb9f8db2e1ccab8f4744373f78b085f4223d2934f9b08a1749886a5fc9

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=sha256:05ef5b0b11cdc2d468565b9a806b695383ba6e1b447f13e8b5565ec5ead4e7b1

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:df5b280215920fcbf9db624e379fa96b56f45efefdeefba353d383361dc1e56b

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=sha256:3dcac9542965a7a4730353c0f5e2ee634200abeeae7819c65608971135301779

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:d35134dde9edcc548eb9f95ada628ca989a14b13c6e257c04d57aff5c430ab59

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:d3fba1db95fe9b4f91f2e8830688aa2742e3f65a5d167a937f96a026ef42d43c

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=sha256:14b9c8e22ff40c35dbab1ce1e94c1e1e4c55795ca8fcdd2f61ec994b8c104a75

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=sha256:17da41f8eb81468e28f0cb58e932fb0d906a5b9a085eb8015c935d8c7deafea8

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=sha256:21c0f9e6b5539b58fca3223a2299197af27fdca658fae5ad5ef6fe053983de07

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:fa1f1bc47f2afe9cd7e63ca11eb35d5531aa14de174932bdeaec0d61cbab17a1

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=sha256:455ff9950d0e8c17850f816e0859fbd9b8e330f0a0e281cba6257f9811a64306

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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doi, observed 2026-08-16T10:21:36.263783Z

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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=sha256:119df38192cdc90a033ad75c0b16864f7c7b00cc378e30a317d3bce196c67095

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=sha256:40192a9fbba528febaf8052af0ad14565599fe63e2d2abb3bf775820d12dd803

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=sha256:87e9b0582ac578fd39ff375e4b350ade5b8b32801b306f149409171a15a374b7

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

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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=2026-08-16T10:21:35.245894Z digest=sha256:d44cb9ed6d85b9f9a6f1091b1bf06a1f44b06dcf4067eb5d898e9f67ac1b22de

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=sha256:222719c245c746ff98d25c7af483a6a07cd98785308b59889af2e2ae062a33d3

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:d35b76a02807726d70558a2428ee32e1fffd520ce28acb1d2be8f5d6b1f91d00

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=sha256:498eeaa51494426359152fa30cb6102c93c75b0a7aa870f78bb57a42427151e3

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:de4d0ebc6425ef0ade6293cb8a408a44abe10ce45363669cd016697bb4b47e07

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:afa6aa705ce101cf3d6ad4c5855f1424b363202f59dc635becab1fcae638ce2b

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=sha256:8f78bcbcb02f7c3d74168344a9665624b27d418b191072330b508c6efc539670

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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source=pdf_text observed=2026-08-16T10:21:35.286360Z digest=sha256:b4cbcfb7fbf6be9e60b49805da3f10d5ac245e91077915dc68cf3204311c4d0c

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=sha256:68bd68d2c8118d52315d944cba4594800f94036a31714d20e983164bc151a30a

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=sha256:4b510827c3d1edd6b2c7801d087c09755f7d10a5b6f7310719b64c5edddb4ab0

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:c72d54985bd5627648161c1e3923b9078f4d8fc62d221fc78e8559d714cea080

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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no resolver link, observed 2026-08-16T10:21:35.308687Z

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source=pdf_text observed=2026-08-16T10:21:35.308687Z digest=sha256:1759f1f8f0e9970873ecbcd1aa783b995c6d961c36d170723f3f6c9b5c8034e2

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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source=pdf_text observed=2026-08-16T10:21:35.268359Z digest=sha256:614a5b258df84130cc20e4d14419b55c7342d01d947449e64575e89d476c9a65

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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source=pdf_text observed=2026-08-16T10:21:35.326235Z digest=sha256:62b580642839e31f56c51401aeab113e44a6434a9f95aebc754066f1adbb79a2

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=pdf_text observed=2026-08-16T10:21:35.277412Z digest=sha256:8eb843a9c91e1f46f2d1e24a16d70f333f8fb86c5e041eb2044dba98f6bdef42

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:b4b3efe46aa7fc2b2f1aba4da1af0572871f71c437d698136d6e48cbd2c304a3

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=sha256:2c1832920eb5acbc36f2b6a660c6ed4aac1df6982add1f8744f396ed4e1253fa

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=sha256:22563dc0772680b9e37bfd6213a290500a9949025557e258a7820c2258373820

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:bccc680eff13c91f4739e37ade02ccbda13b0a1e27235521c232065896aefeb5

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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source=pdf_text observed=2026-08-16T10:21:35.304134Z digest=sha256:35030d53ecbb2c12c1dad9ef09c4a94ac6d173171b4a1582c749f15f3c2191a9

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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source=pdf_text observed=2026-08-16T10:21:35.360133Z digest=sha256:46c439d80a1ad24f48a3fd02bf92478d87587c5f7c5ef935b9c1ad2285ef6a56

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=sha256:46b690af41d60b1cb62770df5bd74bd1000747d2db238ea7449827f1c66412a0

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:d0daccfd48673e597aa894f03b7f26bdc0a59a6076098d674fd3f9406f6d75f1

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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source=pdf_text observed=2026-08-16T10:21:35.321548Z digest=sha256:7cb98ff727c5741f6e456df33ee263b6ad35fa037e5205c1f49e185c11301382

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

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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:b2c4641a7563a405fc0bd2691b1355440c54dcd9936da82c199897ba9a94e958

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:fb6d8772ac01a964af1435a8b12a034505b2ba1acb2f5c0f99a7d41c4b9058e0