Paper Citation Record · LEDGER

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment

As of 21 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2412.00760.

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

pith.paper-citation-record.v1
2412.00760 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:05:54.679300Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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 exact0
verified fuzzy5
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 76198a23-c3b0-4ea7-9e44-e8f3a86e3349 · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.906765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b74146df-918b-4d0a-804c-764af7683f88 · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.893241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6fa5d2cf-e767-4d46-a487-ad8a4a7ac3fd · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.879476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1cb435b7-ee1d-4d94-a9dd-acc2c7118e5d · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.865591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 45b55be5-2298-4db4-bffd-c66894e0d475 · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.850081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 18da1ce8-6acb-41b1-9237-e2a8a2d8a022 · outbound

This paper cites For example: - If the trainer suggests tightening a suture, the trainee immediately pulls the suture thread more tightly.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment For example: - If the trainer suggests tightening a suture, the trainee immediately pulls the suture thread more tightly

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:05:54.820227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fed5c9e5-c0df-4c65-91ab-401213fd1f88 · outbound

This paper cites Examples include: - ”Okay, I see” - ”Uh-huh, got it” - ”Understood” - ”Yes, I’ll do that”.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Examples include: - ”Okay, I see” - ”Uh-huh, got it” - ”Understood” - ”Yes, I’ll do that”

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:05:54.835952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4b527010-1297-4294-ab82-978a0c0d9b78 · outbound

This paper cites For example: - If the trainer suggests tightening a suture, the trainee immediately pulls the suture thread more tightly.

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:05:54.804998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ec4e5d81-f42a-45e3-8506-b0773486d94b · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.760870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f9bf06ea-7750-44a8-8091-e387abdd1111 · outbound

This paper cites Examples include: - ”Stay in the correct plane, between the 2 fascial layers.” - ”Avoid the blood vessels here.”.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Examples include: - ”Stay in the correct plane, between the 2 fascial layers.” - ”Avoid the blood vessels here.”

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:05:54.790719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 50960ebf-e6b4-479f-a43e-5c31517edf0c · outbound

This paper cites Examples include: - ”You need to suture this area first.” - ”You can switch to the left side now.”.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Examples include: - ”You need to suture this area first.” - ”You can switch to the left side now.”

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:05:54.776262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f3f152ce-a490-4440-bd1b-b8fac8099a8c · outbound

This paper cites an unresolved cited work.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T05:05:54.745820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ecf385b-1284-4b76-a9f2-7bc717dfe681 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 152

Resolution: unresolved; no resolver link, observed 2026-08-12T05:05:54.605204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af8a28a-e13b-436b-938f-66130b1cf70a · outbound

This paper cites Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools.

Automating Feedback Analysis in Surgical Training: Detection, Categorization, and Assessment Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools

Reference 267

Resolution: unresolved; no resolver link, observed 2026-08-12T05:05:54.611596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.