Paper Citation Record · LEDGER

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations

As of 22 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2501.10370.

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

pith.paper-citation-record.v1
2501.10370 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:21:21.176189Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T12:36:05.547383Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T12:40:00.380440Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy9
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3ba0e8e2-ff9e-4e00-a98d-ad13de2dd83d · outbound

This paper cites Large Language Models in Mental Health Care: a Scoping Review.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Large Language Models in Mental Health Care: a Scoping Review

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:21.104284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da8891e8-d730-43f9-b499-9fb927d3fbf9 · outbound

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

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Benefits and Harms of Large Language Models in Digital Mental Health

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:21.114755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c3898b-e675-459c-8c8f-83cc7f39eef4 · outbound

This paper cites Bias in medical AI: Implications for clinical decision-making.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Bias in medical AI: Implications for clinical decision-making

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.596038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ba5be8c8-fda6-4ed3-a629-3064e5c4e75d · outbound

This paper cites Bias in artificial intelligence algorithms and recommendations for mitigation.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Bias in artificial intelligence algorithms and recommendations for mitigation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.582390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b05acf1e-f59b-478d-9494-fb864b983c48 · outbound

This paper cites Ethical considerations in artificial intelligence interventions for mental health and well-being: Ensuring responsible implementation and impact.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Ethical considerations in artificial intelligence interventions for mental health and well-being: Ensuring responsible implementation and impact

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.568895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e871697e-6cc4-4347-ae76-8991a181173e · outbound

This paper cites Ethical considerations in the use of artificial intelligence in mental health.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Ethical considerations in the use of artificial intelligence in mental health

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.555419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3827f350-af1c-43d9-8dcf-e241aca9d942 · outbound

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

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations The opportunities and risks of large language models in mental health

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.541622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0d3bb314-bffb-4c96-870e-a14e42abb640 · outbound

This paper cites The ethics of AI applications for mental health care.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations The ethics of AI applications for mental health care

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:21.142008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e57971a9-a185-419b-8f5d-8cde8afe1e60 · outbound

This paper cites an unresolved cited work.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:21:21.363018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25d45b96-7990-4976-b5b8-40268cb58674 · outbound

This paper cites Understanding the Therapeutic Relationship between Counselors and Clients in Online Text-based Counseling using LLMs.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Understanding the Therapeutic Relationship between Counselors and Clients in Online Text-based Counseling using LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:21.150135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37d5595b-4df9-4931-9109-1276bb54cc99 · outbound

This paper cites Clinician voices on ethics of LLM integration in healthcare: a thematic analysis of ethical concerns and implications.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Clinician voices on ethics of LLM integration in healthcare: a thematic analysis of ethical concerns and implications

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.345729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 060027a8-96d6-48d0-9213-85ed8718886f · outbound

This paper cites Can large language models replace therapists? Evaluating performance at simple cognitive behavioral therapy tasks.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Can large language models replace therapists? Evaluating performance at simple cognitive behavioral therapy tasks

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.328356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43390e9a-2880-46e3-9abd-721aee8ce99b · outbound

This paper cites (2024, September 20).

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations (2024, September 20)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.312375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 684f1393-429c-46c7-8d30-c38315e9f8a4 · outbound

This paper cites Integrating large language models in mental health practice: a qualitative descriptive study based on expert interviews.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Integrating large language models in mental health practice: a qualitative descriptive study based on expert interviews

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:21:21.296137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a486bad1-1c1f-4463-96be-f11e7cab8792 · outbound

This paper cites Are Large Language Models Possible to Conduct Cognitive Behavioral Therapy?.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Are Large Language Models Possible to Conduct Cognitive Behavioral Therapy?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T16:21:21.171465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa79970d-57d7-4187-8cc4-7369f1916452 · outbound

This paper cites an unresolved cited work.

Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:21:21.278978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 67faaf00-7d29-49db-bef1-87f6a48f4aef · inbound

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing cites this paper.

From Pre-trained Models to Large Language Models: A Comprehensive Survey of AI-Driven Psychological Computing Harnessing Large Language Models for Mental Health: Opportunities, Challenges, and Ethical Considerations

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:40:00.382432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.