Paper Citation Record · LEDGER

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews

As of 19 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2502.00067.

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

pith.paper-citation-record.v1
2502.00067 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T22:23:45.435784Z

measured 28 of 28 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T20:35:29.338034Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T20:36:50.251329Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy23
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47d0e315-dbfb-4fd5-8ea3-221458ab6559 · outbound

This paper cites Health chatbots for fighting covid-19: a scoping review.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Health chatbots for fighting covid-19: a scoping review

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:46.166417Z

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.

Observation 466dca23-4b0c-477f-bfbd-cfc6b1f6b0de · outbound

This paper cites 6 privacy principles of the gdpr.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews 6 privacy principles of the gdpr

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:46.153736Z

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.

Observation ae3e9f74-24cb-4c73-9767-2c0939e7be28 · outbound

This paper cites Using thematic analysis in psychology.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Using thematic analysis in psychology

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T22:23:45.002982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f4b1d5-bf53-4fdb-a7ab-5edf8d8e8221 · outbound

This paper cites A machine learning approach with human-ai collaboration for automated classification of patient safety event reports: Algo- rithm development and validation study.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews A machine learning approach with human-ai collaboration for automated classification of patient safety event reports: Algo- rithm development and validation study

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:46.091965Z

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.

Observation 1a75d0e2-07bb-4a21-a57e-5a19a0935171 · outbound

This paper cites Exploring the far side of mobile health: Information security and privacy of mobile health apps on ios and android.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Exploring the far side of mobile health: Information security and privacy of mobile health apps on ios and android

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:46.039114Z

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.

Observation 1dc6dbee-373b-44e7-848a-6c8f3469b16e · outbound

This paper cites Artificial Intelligence for Chatbots in Mental Health: Opportunities and Challenges, pages 115–128.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Artificial Intelligence for Chatbots in Mental Health: Opportunities and Challenges, pages 115–128

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.983308Z

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.

Observation 1811ab1d-fa6f-4716-8943-96412d94966e · outbound

This paper cites Analysing app reviews for software engineering: a system- atic literature review.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Analysing app reviews for software engineering: a system- atic literature review

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.929662Z

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.

Observation 0e0d224a-954e-45a8-8646-23261707dc01 · outbound

This paper cites an unresolved cited work.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T22:23:45.902520Z

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.

Observation dd423a3f-bb29-43f0-9a5e-7a5617833ccd · outbound

This paper cites Medical mayhem: How poor data labeling is sabotaging ai in healthcar.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Medical mayhem: How poor data labeling is sabotaging ai in healthcar

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.891373Z

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.

Observation abdc5b57-3627-46eb-8343-54d7923267e1 · outbound

This paper cites Roles, users, bene- fits and limitations of chatbots in healthcare: A rapid review (preprint).

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Roles, users, bene- fits and limitations of chatbots in healthcare: A rapid review (preprint)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.880496Z

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.

Observation 5bfe7430-8956-408d-838a-99bb1cf81c87 · outbound

This paper cites What’s up with privacy? user preferences and privacy concerns in intelligent personal assistants.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews What’s up with privacy? user preferences and privacy concerns in intelligent personal assistants

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.869817Z

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.

Observation 4283fd3a-64b7-43f0-8505-cae83ba1f68b · outbound

This paper cites Hipaa penalties: Understanding the consequences of non-compliance, Sep 2024.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Hipaa penalties: Understanding the consequences of non-compliance, Sep 2024

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.859007Z

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.

Observation 5e0e9456-8a53-41c5-8739-d116d66cfc29 · outbound

This paper cites Patient perspectives on the use of artificial intelligence in health care: A scoping review.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Patient perspectives on the use of artificial intelligence in health care: A scoping review

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.849095Z

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.

Observation e4178fcf-f37a-41d5-a489-5676581ff1ba · outbound

This paper cites Defining” broken”: User experiences and remediation tactics when {Ad-Blocking} or {Tracking-Protection} tools break a {Website’s} user experience.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Defining” broken”: User experiences and remediation tactics when {Ad-Blocking} or {Tracking-Protection} tools break a {Website’s} user experience

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.838125Z

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.

Observation cf163a65-afae-4d1b-b2a2-df7f3f794268 · outbound

This paper cites Security and privacy analysis of mobile health applications: Th1e9 alarming state of practice.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Security and privacy analysis of mobile health applications: Th1e9 alarming state of practice

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.827503Z

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.

Observation 28d5d1a0-ca53-443a-add2-1060247ecf2f · outbound

This paper cites Data privacy concerns in health and wellnes2s1 apps: Balancing innovation and security, 2022.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Data privacy concerns in health and wellnes2s1 apps: Balancing innovation and security, 2022

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.816933Z

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.

Observation 5934ebea-2c1d-440c-943e-f3f34a1b7cf6 · outbound

This paper cites From user insights to ac- tionable metrics: A user-focused evaluation of privacy-preserving browser extensions.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews From user insights to ac- tionable metrics: A user-focused evaluation of privacy-preserving browser extensions

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.805345Z

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.

Observation 91113848-e887-47bd-86e2-d5d66887ab74 · outbound

This paper cites Investigating gdpr fines in the light of data flows.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Investigating gdpr fines in the light of data flows

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.793626Z

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.

Observation 97cab7a7-6945-4c6f-9774-c3898efbd3e0 · outbound

This paper cites google play scraper, 2024.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews google play scraper, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.754069Z

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.

Observation 01c6c99b-a6f7-444e-81ce-09a667aebc87 · outbound

This paper cites Mobile os market share — statista, Oct 2023.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Mobile os market share — statista, Oct 2023

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.590647Z

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.

Observation ab4e0a38-9655-4f3b-baeb-e0d09c352030 · outbound

This paper cites Understanding privacy and security postures of healthcare chatbots, 2022.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Understanding privacy and security postures of healthcare chatbots, 2022

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.542154Z

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.

Observation 21f06a07-362a-4a22-bcae-d4a735dc5db9 · outbound

This paper cites Extracting useful software development information from mobile application reviews: A survey of intelligent mining techniques and tools.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Extracting useful software development information from mobile application reviews: A survey of intelligent mining techniques and tools

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.529784Z

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.

Observation 8e403aae-1d13-4bcd-b73b-bf95852b6dc3 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Gemini: A Family of Highly Capable Multimodal Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T22:23:45.419959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0e5853-1e70-4f89-9a63-929cef53826c · outbound

This paper cites Tzelios, C.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Tzelios, C

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.517094Z

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.

Observation 9a4b7b2f-6ed9-49e5-9022-f113d5be987b · outbound

This paper cites What is gdpr, the eu’s new data protection law?, 2024.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews What is gdpr, the eu’s new data protection law?, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.505001Z

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.

Observation 54388662-971c-4593-8fe2-96dd961a3b67 · outbound

This paper cites Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T22:23:45.431405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 012230f2-3dea-41d8-9525-6cce0d8df50e · outbound

This paper cites concern_labels_confidence_tuple.

Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews concern_labels_confidence_tuple

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T22:23:45.492331Z

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.

Pith citing papers

Observation a7408a69-4079-42ad-8eb2-4efaa90f97ef · inbound

CASE: An Agentic AI Framework for Enhancing Scam Intelligence in Digital Payments cites this paper.

CASE: An Agentic AI Framework for Enhancing Scam Intelligence in Digital Payments Decoding User Concerns in AI Health Chatbots: An Exploration of Security and Privacy in App Reviews

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:36:50.254456Z

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.