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Paper Citation Record · LEDGER

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches

As of 20 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 2 inbound Pith citation observations for arXiv:2601.08878.

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

pith.paper-citation-record.v1
2601.08878 v2

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:06:51.194547Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T19:30:06.544743Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved62
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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 3465f210-8bef-4ecd-b10c-8c92ffe1992b · outbound

This paper cites The Lancet Global Health11(8), e1162–e1164 (Aug 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches The Lancet Global Health11(8), e1162–e1164 (Aug 2023)

Reference 1

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Observation 7b1dd916-12d8-4b07-9b70-d74db3db3df2 · outbound

This paper cites ICERI2024 Pro- ceedings pp.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches ICERI2024 Pro- ceedings pp

Reference 2

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Observation 5fafce6d-7d45-4fad-af93-bc8dc6794165 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 3

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Observation a46d0fb6-e482-4058-834d-7e96772c61b6 · outbound

This paper cites Journal of Medical Internet Research26, e53986 (Nov 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research26, e53986 (Nov 2024)

Reference 4

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Observation 3fba361b-ea00-44bf-8f4a-fd0456ef82cf · outbound

This paper cites Current Treatment Options in Psychiatry12(1), 5 (Dec 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Current Treatment Options in Psychiatry12(1), 5 (Dec 2024)

Reference 5

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Observation d2e4cf11-921b-4331-881b-199a0b70dac3 · outbound

This paper cites BMC Public Health 23(1), 984 (May 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches BMC Public Health 23(1), 984 (May 2023)

Reference 6

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Observation 9d1a8d1e-c080-490b-a919-87957ca6dc6c · outbound

This paper cites Journal of Medical Internet Research23(3), e24387 (Mar 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research23(3), e24387 (Mar 2021)

Reference 7

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Observation 6708ddd1-0515-4b38-926c-923964721d25 · outbound

This paper cites Digital Health9, 20552076231183542 (Jun 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Digital Health9, 20552076231183542 (Jun 2023)

Reference 8

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Observation f490a3df-c682-4b16-bbf0-864bdb5ae79e · outbound

This paper cites Artificial Intelligence3, 199–221 (Jan 1972).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Artificial Intelligence3, 199–221 (Jan 1972)

Reference 9

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Observation 07a8ed29-7525-4754-ab45-ed9e8e108844 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 10

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Observation b1ea19ba-dfca-4c6e-83bc-8e94d87c9d43 · outbound

This paper cites JMIR Mental Health4(2), e19 (Jun 2017).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health4(2), e19 (Jun 2017)

Reference 11

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Observation e45d56ef-84d9-49a4-97ba-12a235be8b53 · outbound

This paper cites Harvard Data Science Review (Jun 2019).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Harvard Data Science Review (Jun 2019)

Reference 12

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Observation a9b3e94c-20bb-4d29-be56-83a5722d1a78 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 13

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Observation c2cac51f-229a-451e-8d55-ab580924b65f · outbound

This paper cites JMIR Mental Health5(4), e64 (Dec 2018).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health5(4), e64 (Dec 2018)

Reference 14

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Observation 6ebf316e-9132-472b-910d-5c7128d2427b · outbound

This paper cites In: 2024 IEEE International Conference on Artificial Intelligence Testing (AITest).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: 2024 IEEE International Conference on Artificial Intelligence Testing (AITest)

Reference 15

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Observation e30aa537-c397-46da-98bb-a185ece9e68a · outbound

This paper cites Nature Medicine28(6), 1240–1248 (Jun 2022) 16 P.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Nature Medicine28(6), 1240–1248 (Jun 2022) 16 P

Reference 16

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Observation bd8bd866-6165-46d2-8363-6fe2c796f489 · outbound

This paper cites JMIR Mental Health11(1), e54781 (May 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health11(1), e54781 (May 2024)

Reference 17

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Observation 4475ce67-4bef-49c4-936e-8d56e77a5f07 · outbound

This paper cites NEJM AI2(4), AIoa2400802 (Mar 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches NEJM AI2(4), AIoa2400802 (Mar 2025)

Reference 18

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Observation d253a034-de8d-4ff7-a32c-56e6b092dd72 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 19

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Observation 9d641cda-5086-42ac-a17a-7eaf3945a562 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 20

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Observation 7be54e3f-ecdc-422f-9d78-1d72829e7aec · outbound

This paper cites Journal of Medical Internet Research27(1), e69284 (May 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research27(1), e69284 (May 2025)

Reference 21

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Observation 817207e2-64f1-4f83-bb0e-e03b94606c1f · outbound

This paper cites Nature Machine Intelligence1(9), 389–399 (Sep 2019).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Nature Machine Intelligence1(9), 389–399 (Sep 2019)

Reference 22

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Observation 79e80d77-0db3-450d-ace9-8b77828b4e0b · outbound

This paper cites JMIR Medical Informatics13, e63538 (Jan 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Medical Informatics13, e63538 (Jan 2025)

Reference 23

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Observation 509cfbed-7707-457d-bc6f-8ded9ec17934 · outbound

This paper cites JMIR Formative Research8, e47960 (Mar 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Formative Research8, e47960 (Mar 2024)

Reference 24

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Observation dd96884a-a503-4874-a783-f721ba373596 · outbound

This paper cites Bulletin of the World Health Organization100(10), 583 (Oct 2022).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Bulletin of the World Health Organization100(10), 583 (Oct 2022)

Reference 25

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Observation b8d5c2c6-b060-44b3-bb2f-63b1ebccd13a · outbound

This paper cites Frontiers in Digital Health5, 1278186 (Nov 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Frontiers in Digital Health5, 1278186 (Nov 2023)

Reference 26

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Observation c6cf1425-b3d9-480c-9088-45d775b142a9 · outbound

This paper cites Zeitschrift für Weiterbildungsforschung47(1), 99–121 (Apr 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Zeitschrift für Weiterbildungsforschung47(1), 99–121 (Apr 2024)

Reference 27

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Observation 17766bc0-06a8-43f4-9cc5-8c083528f7f4 · outbound

This paper cites In: Proceedings of the CHI Conference on Human Factors in Computing Systems.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: Proceedings of the CHI Conference on Human Factors in Computing Systems

Reference 28

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Observation cccf4148-bcaa-479e-86ab-5f9b0bab5d30 · outbound

This paper cites Information & Management61(5), 103969 (Jul 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Information & Management61(5), 103969 (Jul 2024)

Reference 29

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Observation 82064ff9-7db5-47e9-a4d0-748dd115c294 · outbound

This paper cites Nature Reviews Psychology 1(2), 87–100 (Feb 2022).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Nature Reviews Psychology 1(2), 87–100 (Feb 2022)

Reference 30

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Observation 0885b737-76f7-464c-95b2-6dd7ff27e6eb · outbound

This paper cites Journal of Medical Internet Research25, e47551 (Nov 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research25, e47551 (Nov 2023)

Reference 31

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Observation 297140e1-bcf5-44c9-8312-5fcc3ad42522 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 32

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Observation d7c316e6-304d-4cb0-8835-f8f7bc986c1a · outbound

This paper cites npj Mental Health Research3(1), 4 (Jan 2024) AI Systems in Text-Based Online Counselling 17.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches npj Mental Health Research3(1), 4 (Jan 2024) AI Systems in Text-Based Online Counselling 17

Reference 33

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Observation 6851d297-846f-4ddc-a481-e064f6210850 · outbound

This paper cites JMIR Mental Health12(1), e60432 (Feb 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health12(1), e60432 (Feb 2025)

Reference 34

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Observation 21f7978a-54a9-437d-904e-3d73b30f60b6 · outbound

This paper cites Journal of Medical Internet Research23(6), e26771 (Jun 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research23(6), e26771 (Jun 2021)

Reference 35

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Observation 6b272fc8-ab53-4bac-bcf6-4f09e5c6d8fb · outbound

This paper cites JMIR Mental Health7(1), e15564 (Jan 2020).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health7(1), e15564 (Jan 2020)

Reference 36

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Observation 8e358480-c914-465f-8aa7-ba02dcbdc9d2 · outbound

This paper cites Healthcare13(10), 1205 (May 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Healthcare13(10), 1205 (May 2025)

Reference 37

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Observation 1b795428-1faf-4505-8682-110001564304 · outbound

This paper cites Patterns2(10), 100347 (Oct 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Patterns2(10), 100347 (Oct 2021)

Reference 38

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source=pdf_text observed=2026-08-03T11:06:51.133256Z digest=sha256:bdf1f16063f06e1c2a38eb3161193f5c9bbd10b0da350de8a54e07e71b827c19

Observation 2535083b-7f97-4c67-ab68-dedb13aa48d8 · outbound

This paper cites Journal of Medicine, Surgery, and Public Health3, 100099 (Aug 2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medicine, Surgery, and Public Health3, 100099 (Aug 2024)

Reference 39

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source=pdf_text observed=2026-08-03T11:06:51.135750Z digest=sha256:7909a979e7ac7a18b9deca6ab858923d1bd03619757137493c29981ba41fbfa7

Observation 961817ed-bd22-4305-a698-d8dd0c751328 · outbound

This paper cites Journal of Medical Internet Research25, e43051 (Jul 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Medical Internet Research25, e43051 (Jul 2023)

Reference 40

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source=pdf_text observed=2026-08-03T11:06:51.138181Z digest=sha256:20ce9e76edc19e3bd66b80336e5b76937fc9e99c592bad3be808ac7f68c5c3ea

Observation 1d1f93d0-c4f2-401f-93aa-e89a380a565d · outbound

This paper cites The Journal of Clinical and Mental Health Counseling (Dec 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches The Journal of Clinical and Mental Health Counseling (Dec 2021)

Reference 41

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source=pdf_text observed=2026-08-03T11:06:51.140718Z digest=sha256:4eafa8c7bd8a283e49be3d55b64f4dadc548e87933c1aa0776dae2a3a7cc1002

Observation c4088f37-9b78-46b1-9027-b7d296bccebe · outbound

This paper cites Applied Artificial Intelligence39(1), 2463722 (Dec 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Applied Artificial Intelligence39(1), 2463722 (Dec 2025)

Reference 42

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source=pdf_text observed=2026-08-03T11:06:51.143179Z digest=sha256:b11e19cee0d52b45740a8c4c3faca39f0d119fed81c08f440e63c543d7e27fec

Observation 4b85f1c4-cc1b-467e-93e7-af9c24e242d8 · outbound

This paper cites Psychotherapy: Theory, Research, Practice, Training40(1-2), 94–102 (2003).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Psychotherapy: Theory, Research, Practice, Training40(1-2), 94–102 (2003)

Reference 43

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source=pdf_text observed=2026-08-03T11:06:51.145731Z digest=sha256:3dd87687b98f8b9c0c63a5f63b2e1275ccf69215a6956d24c8eb8694a731e4cb

Observation ac0e5350-996c-4bd6-b89b-63fc837b66f8 · outbound

This paper cites Journal of Clinical Psychology69(9), 994–1011 (Sep 2013).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Journal of Clinical Psychology69(9), 994–1011 (Sep 2013)

Reference 44

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source=pdf_text observed=2026-08-03T11:06:51.148152Z digest=sha256:6d56c95bb0d8fa44d7b82adcb199679f4e8ab85c36a2d33fa9ea2b38af61d2e5

Observation c98a558d-11c4-47c1-a38d-338bfe5e0340 · outbound

This paper cites JMIR AI2, e44358 (Dec 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR AI2, e44358 (Dec 2023)

Reference 45

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source=pdf_text observed=2026-08-03T11:06:51.150749Z digest=sha256:a593dbb5109b7a6bcde9ad88209859759595460ef977e35806ebf1b4f977654c

Observation dce4f19d-8e61-4ba1-9d86-723a35dd1ebf · outbound

This paper cites In: Proceedings of the 16th International Conference on Computer Supported Education.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: Proceedings of the 16th International Conference on Computer Supported Education

Reference 46

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source=pdf_text observed=2026-08-03T11:06:51.153532Z digest=sha256:a85e4014467c8a4f326bdfa82fd107bb4c1d4086e28dec22e1ab793d7880cd95

Observation e008b6ae-2847-4426-a503-9e3a06148020 · outbound

This paper cites In: Annals of Computer Science and Information Systems.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: Annals of Computer Science and Information Systems

Reference 47

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source=pdf_text observed=2026-08-03T11:06:51.156245Z digest=sha256:7e4443d8a01c2bf9c2f0b0ccf9e7eb896ea1b63a075294d4fd862d40164929be

Observation 7d70e72b-83c7-4cae-867e-bca669aa3c0e · outbound

This paper cites Social Sciences13(7), 381 (Jul 2024) 18 P.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Social Sciences13(7), 381 (Jul 2024) 18 P

Reference 48

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source=pdf_text observed=2026-08-03T11:06:51.158739Z digest=sha256:3d491ed35afd0f1f3e2bdead81fd88ea6d78204d828019ec8b36199d8f13479a

Observation b2b4c40a-3a2e-4ba3-8c8a-a337405efa48 · outbound

This paper cites Nature Machine Intelligence5(1), 46–57 (Jan 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Nature Machine Intelligence5(1), 46–57 (Jan 2023)

Reference 49

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Observation d4e3ad61-1528-4cff-965f-3ade8005604d · outbound

This paper cites Ithappenedtobetheperfectthing.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Ithappenedtobetheperfectthing

Reference 50

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source=pdf_text observed=2026-08-03T11:06:51.164214Z digest=sha256:c528782952b2e11cd475dd4123a7c7601368483243bdae22ed0ebcd63ead280d

Observation b5976839-05dd-43a9-87d4-22db3b0ed99d · outbound

This paper cites BMC Psychology13(1), 175 (Feb 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches BMC Psychology13(1), 175 (Feb 2025)

Reference 51

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source=pdf_text observed=2026-08-03T11:06:51.166742Z digest=sha256:44d3466702f99c1b077024c7c03f3f9f60437584e79251092ce04933a19a3700

Observation 0a3ae0c1-d88e-4732-8a3a-3710a2e3cd03 · outbound

This paper cites In: Frontiers of Artificial Intelligence, Ethics, and Multidisciplinary Applications.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: Frontiers of Artificial Intelligence, Ethics, and Multidisciplinary Applications

Reference 52

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Observation f34ddf3a-4d20-4528-8910-c98de70d4dde · outbound

This paper cites Frontiers in Digital Health6, 1280235 (2024).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Frontiers in Digital Health6, 1280235 (2024)

Reference 53

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Observation 06c390c4-d88b-465b-8eda-0f066e323b80 · outbound

This paper cites World Psychiatry24(2), 156–174 (Jun 2025).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches World Psychiatry24(2), 156–174 (Jun 2025)

Reference 54

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Observation f2805ebe-d719-4550-b908-6aa92bad78a7 · outbound

This paper cites JMIR Mental Health5(4), e11715 (Nov 2018).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches JMIR Mental Health5(4), e11715 (Nov 2018)

Reference 55

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Observation d9a9e53a-7c70-4ce8-bae7-c18a8ce6bd0f · outbound

This paper cites Frontiers in Digital Health3, 689736 (Aug 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Frontiers in Digital Health3, 689736 (Aug 2021)

Reference 56

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Observation c9cc3dbb-7fe5-458a-9028-37765fd165a5 · outbound

This paper cites an unresolved cited work.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-03T11:06:51.181937Z digest=sha256:57ff6db525acd8e6f7283fc37638048506bbe3d59a5061a63f330d828607e521

Observation ceda876d-d899-4b33-a8a5-c2d1565c753b · outbound

This paper cites Communications of the ACM9(1), 36–45 (Jan 1966).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches Communications of the ACM9(1), 36–45 (Jan 1966)

Reference 58

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source=pdf_text observed=2026-08-03T11:06:51.184471Z digest=sha256:d54353040b31b3c9aafecce21bc8e88eaeeb85030a59ad2e38ea36cef203f349

Observation 31057cf4-c0d0-4e69-8f50-03770c3039af · outbound

This paper cites SSM - Mental Health4, 100231 (Dec 2023).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches SSM - Mental Health4, 100231 (Dec 2023)

Reference 59

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Observation 02c6a099-2da4-4d6c-8d7a-215a7fe61ad3 · outbound

This paper cites World Health Organization (Jun 2021).

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches World Health Organization (Jun 2021)

Reference 60

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Observation a5443646-8ae7-4bd6-873e-17b6d5d1512a · outbound

This paper cites WHO Guidance.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches WHO Guidance

Reference 61

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source=pdf_text observed=2026-08-03T11:06:51.191728Z digest=sha256:69abfcd4afb8356c82d038b418e13bbd664f3f13e7c7ddcbcb132ddfd1750b90

Observation 7450e13b-d640-45f4-8102-305da9abc257 · outbound

This paper cites In: Online Counseling, pp.

AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches In: Online Counseling, pp

Reference 62

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source=pdf_text observed=2026-08-03T11:06:51.194547Z digest=sha256:cb4501dd8eeb55214aafce5bad3eb4c9ac1be10ac7f9ee1b2324f117748689db

Pith citing papers

Observation 899bdc7b-4080-4f95-bc1d-65ab976b92ac · inbound

Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations cites this paper.

Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches

Reference 111

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arxiv_id, observed 2026-07-28T02:22:26.265452Z

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source=arxiv_source observed=2026-05-10T04:04:52.235611Z digest=sha256:e265ba404f8b19ed8d8f586f9164ffd5942ba0556c2919e4670348ea62e7b343

Observation 2bad52b0-e671-409e-a7bb-5954a332c6f6 · inbound

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health cites this paper.

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches

Reference 29

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source=arxiv_source observed=2026-07-31T19:30:06.544743Z digest=sha256:5d82f5bda829aa005fd72e21e9bef59f39d54b53a8ea341066942eecd3c972ac