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Paper Citation Record · LEDGER

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs

As of 7 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2606.08483.

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

pith.paper-citation-record.v1
2606.08483 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T18:42:30.319505Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

14 of 14 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c1f34bdb-9f18-4090-8e16-34f31bea3bfa · outbound

This paper cites Sycophancy in GPT-4o: What happened and what we’re doing about it.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Sycophancy in GPT-4o: What happened and what we’re doing about it

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:beed06cc6cca3f64ca9af5f954fcea5944bb3fde3746167f4fb06e2e327fcc32

Observation 7ee9a9b1-212f-4028-9216-cbff57aea838 · outbound

This paper cites Arora, Jason Wei, R.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Arora, Jason Wei, R

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:35cc0256b18571f4adb6ce44097a6d76a0c49346f41644681d35a978b0825dc0

Observation e576d666-c420-4704-89cd-6b09dcc4300b · outbound

This paper cites Sycophantic AI decreases prosocial intentions and promotes dependence , volume =.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Sycophantic AI decreases prosocial intentions and promotes dependence , volume =

Reference 3

Resolution
verified exact
doi, observed 2026-06-27T18:51:08.155286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:5d7de3348dabb35ca86d04505c4298fd7100c1e5c312efa184e1916c97303530

Observation b4bf92c0-a9eb-46a0-9e31-033254ee5552 · outbound

This paper cites Martin and Keith J.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Martin and Keith J

Reference 4

Resolution
verified exact
doi, observed 2026-06-27T18:51:08.157501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:6ff156423b9667206e0dbec72d3dcd3e9170944a955ea3599695dd21fa276d3f

Observation 9093ed1f-2703-4356-930a-fbe38a15ce8b · outbound

This paper cites an unresolved cited work.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Unresolved cited work

Reference 5

Resolution
verified exact
doi, observed 2026-06-27T18:51:08.162026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:f42250ab847b55ade4d1dd49d94e6121fd64ac6a90e90d9b676e2a4949d76043

Observation a0302316-3a7f-465e-948b-97587502f36e · outbound

This paper cites an unresolved cited work.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:1551558609ba45e4cee01e8a9fe60bd4a24735ad8ed9dfea4c56637a0037c855

Observation 86a42c94-31c3-461c-9ac6-774e10f6ef0d · outbound

This paper cites Bompelli, Y.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Bompelli, Y

Reference 7

Resolution
verified exact
doi, observed 2026-06-27T18:51:08.166925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:e3cd892f484ac88f63ead71477efe19a144bba93f80856583a4d296b29c324ba

Observation 4ad5d58d-55f8-4a6d-a82c-d943718db6fb · outbound

This paper cites an unresolved cited work.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Unresolved cited work

Reference 8

Resolution
verified exact
doi, observed 2026-06-27T18:51:08.165059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:6a369b33de9e4c59d75f3efa777b52bbef73bf28fa98d9766248fd8b64e445eb

Observation 719b8618-f55b-4656-803c-b910a9d64dcc · outbound

This paper cites Tu, and E.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Tu, and E

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-27T18:51:08.160291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:d403b33e7b3caa4532742a3ceb72070349ce3bd49a629a89eb72bd4bc872857c

Observation 39b98fc1-2fef-4907-b624-4aafd854290e · outbound

This paper cites Brown, A.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Brown, A

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:6ed5204876757084d1817f0fc7f774f15d9c5240f458666350c63d78bed1901b

Observation e7fda422-dc50-43ba-8fba-13f27cfa1072 · outbound

This paper cites an unresolved cited work.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:3cf58f9afe8361772082c24ab6546f1a94d86e139f07c4db863d1880807a6224

Observation b6810b31-0382-4f78-b729-08267ea0a4b2 · outbound

This paper cites System card: Claude Sonnet 4.5 [September 2025].

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs System card: Claude Sonnet 4.5 [September 2025]

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:465519736965ef440991df09368105372cf31e3a124fc321de0d55eb8dbef72b

Observation 010c653a-21a0-43c0-9666-c91c1eb310b8 · outbound

This paper cites 21 CFR part 822 — postmarket surveillance.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs 21 CFR part 822 — postmarket surveillance

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:762969996ba8af30e49fb41fdc31e2a7db3cf3c448f33931ee8342733b8ba4ed

Observation b4ab191a-0b34-4fac-8d13-96499765cd6b · outbound

This paper cites MDR chapter 7: Post-market surveillance, vigilance and market surveil- lance.

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs MDR chapter 7: Post-market surveillance, vigilance and market surveil- lance

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-27T18:42:30.319505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T18:42:30.319505Z digest=sha256:0fed71349455bb3807573af839ecb9019586d2a7579de8fb8aa20aa61e3cc7cd

Pith citing papers

No inbound Pith citation observations are available.