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Paper Citation Record · LEDGER

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025

As of 11 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 0 inbound Pith citation observations for arXiv:2605.22200.

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

pith.paper-citation-record.v1
2605.22200 v1

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 81 of 81 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

81 of 81 outbound references displayed

  • verified exact34
  • verified fuzzy24
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0af0a9db-f4cc-41cb-8101-faf5f7947192 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 1

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unresolved
raw_fallback, observed 2026-05-22T08:04:44.315141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 246b81d0-d33e-4742-8ade-be354f4da62a · outbound

This paper cites The American Journal of Surgery 202, 469– 480.e6.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 The American Journal of Surgery 202, 469– 480.e6

Reference 2

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verified exact
doi, observed 2026-05-22T08:01:15.408612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ebd4ea21988fd6b32090187ff996ab88bab0475833e0294154541229e1ff8e36

Observation 1fa18d65-95a4-4911-a017-e4c686cc7c06 · outbound

This paper cites Keep your eye on the best: Contrastive regression transformer for skill assessmentinroboticsurgery.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Keep your eye on the best: Contrastive regression transformer for skill assessmentinroboticsurgery

Reference 3

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verified exact
arxiv_id, observed 2026-05-22T08:01:15.356677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 910f4eed-b50b-4f31-bb17-d55ecd97f0ed · outbound

This paper cites Deep neural network architecture for automated soft surgical skills evaluation using ob- jective structured assessment of technical skills criteria.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Deep neural network architecture for automated soft surgical skills evaluation using ob- jective structured assessment of technical skills criteria

Reference 4

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verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.287272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:896ae3c4a169f77151082f99f52fe4a049ad09c46921198c135037548c4931db

Observation 93e52e18-b7d5-4d9c-b113-c8401511100b · outbound

This paper cites 1007/s11548-022-02827-5.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 1007/s11548-022-02827-5

Reference 5

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verified exact
doi, observed 2026-05-22T08:01:15.452477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:364bccf9e2430e348aa276d3981c09882fdbd9745a3876b89e458e683982ed44

Observation 2f114ec5-08e8-4318-ad2d-418cd06b951b · outbound

This paper cites Is space-time attention all you need for video understanding?, in: Meila, M., Zhang, T.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Is space-time attention all you need for video understanding?, in: Meila, M., Zhang, T

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.276778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:05472c3f01b679455187008ef73f28b584de1eb599df924d43dc31607c14a3cc

Observation 93e385e1-9014-47d5-b6d8-85f687fff4fb · outbound

This paper cites Surgical skill and complication rates after bariatric surgery.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Surgical skill and complication rates after bariatric surgery

Reference 7

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verified exact
doi, observed 2026-05-22T08:01:15.417620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:68b2ac8c82000b2387b18ae25c5f9f3c00b65b9dc4c5c2285437a054a792ff39

Observation 39f6ca1b-1637-415c-81ca-d49f28d36e0a · outbound

This paper cites URL:https://www.sciencedirect.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 URL:https://www.sciencedirect

Reference 8

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metadata mismatch
arxiv_id, observed 2026-05-22T08:01:15.831584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:26407e7d3dedc115550536c308e4fa6087ce34f23e8efae3ce794bf33e58c2e6

Observation dfcc45b8-3570-47b0-b49f-f2da8e33d31a · outbound

This paper cites Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset

Reference 9

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local_arxiv, observed 2026-05-22T08:01:15.431773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:7b3370fd764437624fe491911aebccf12805fb070c58d8a213d3b9ac06c8dec4

Observation 4ba532de-ef3b-4d0c-8669-4dd33d0d2d16 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 10

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raw_fallback, observed 2026-05-22T08:04:44.324028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ec15cc11652e4616e688e5071e0a9b6a6af774a37a2dcde3e77dc265b694f120

Observation 1604647a-c8d9-441d-a892-7c485e9990a3 · outbound

This paper cites Chen and C.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Chen and C

Reference 11

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metadata mismatch
arxiv_id, observed 2026-05-22T08:01:15.405721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ff51305d6418b89c3bb207433f5a2289927e28ee4c8fc4d4d97478d11094ac39

Observation 5dc7a6e3-2c05-4ca4-a125-392b31c7675e · outbound

This paper cites Cspnext:Anewefficienttokenhybridbackbone.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Cspnext:Anewefficienttokenhybridbackbone

Reference 12

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verified exact
doi, observed 2026-05-22T08:01:15.424334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:75a6d925300bd52c1cb546eac4d1edafa343e9d4beb23b9455034f5958aee5ed

Observation 0f7df13f-504b-42e3-94c4-c2074a7dc2b9 · outbound

This paper cites A ConvNet for the 2020s.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 A ConvNet for the 2020s

Reference 13

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arxiv_id, observed 2026-05-22T08:01:15.440348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:79e334ba9e4fdc55b813081a944e3b059eb78354a8f7a7459c576b23d00e8ca7

Observation 5549fe48-150a-4b74-8728-e470ed67a581 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 14

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arxiv_id, observed 2026-05-22T08:01:15.449350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:36a3e3fe24245f84bda8b833f4f2fd0e506d601c909d72bb7d4c554ba908ebee

Observation 9dbc9036-e56e-4227-bc46-e7c051d4dc85 · outbound

This paper cites In: Moschitti, A., Pang, B., Daelemans, W.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 In: Moschitti, A., Pang, B., Daelemans, W

Reference 15

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doi, observed 2026-05-22T08:01:15.382925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7e9c60f5cfb792944e56ab0bf44e7b51f264f75b390e12ab8166d3a126c54cb3

Observation 814c1c2f-b7e4-4ecc-89c6-04e332e81e50 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 16

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raw_fallback, observed 2026-05-22T08:04:44.279583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:d44e54861b49e4b6d8e77822fa06c69535f75b32307e69a818495c4a88235ebf

Observation eb58e5ea-d042-4067-9a53-700579ed1af4 · outbound

This paper cites Low-fidelity bench models for basic surgical skills trainingduringundergraduatemedicaleducation.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Low-fidelity bench models for basic surgical skills trainingduringundergraduatemedicaleducation

Reference 17

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raw_fallback, observed 2026-05-22T08:04:44.256658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e28c5699aa61148fdc603aa82683a5fdbea5fae51ee85d9c3e199faf5b01c8ee

Observation b443ccd3-d265-4d21-899f-645a24a1696a · outbound

This paper cites An Introduction to the Bootstrap.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 An Introduction to the Bootstrap

Reference 18

Resolution
verified exact
doi, observed 2026-05-22T08:01:15.369931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e5a55eb286eea74f6402587f453c83c142ad02a4bc349ed71fd11333737ea321

Observation 4bd4e9c7-4ef7-4636-bb60-50ce70d54e81 · outbound

This paper cites The impact of simulation-based training in medical education: A review.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 The impact of simulation-based training in medical education: A review

Reference 19

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doi, observed 2026-05-22T08:01:15.343585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:a8b5f433b45a14d64d70e6c51503eb88dfaf7c210d52aecf999fccd66f5efbf7

Observation 8bd02f9d-f764-43d3-ae8a-15dd16bbc45c · outbound

This paper cites Two-framemotionestimationbasedonpolyno- mial expansion, in: Bigun, J., Gustavsson, T.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Two-framemotionestimationbasedonpolyno- mial expansion, in: Bigun, J., Gustavsson, T

Reference 20

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raw_fallback, observed 2026-05-22T08:04:44.253766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ee637332-81f3-4809-b39f-e081bb9ca2b5 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 21

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raw_fallback, observed 2026-05-22T08:04:44.292903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:63e542b6e45ef084fe529cc1b8e5321708a2f3a95067202c3174cad3e976a87c

Observation 8c639b10-bf4d-480b-b6f3-c320343e166d · outbound

This paper cites Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics , 1248–1253doi:10.1109/SMC52423.2021.9658766.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics , 1248–1253doi:10.1109/SMC52423.2021.9658766

Reference 22

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arxiv_id, observed 2026-05-22T08:01:15.421771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:13c7ecee3cb720f2609cde5353d6d6b73ffffa048a2adaca1c9e79818dde491a

Observation a2eb3be8-48f8-41eb-af6c-329a36029840 · outbound

This paper cites X3D: Expanding Architectures for Efficient Video Recognition.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 X3D: Expanding Architectures for Efficient Video Recognition

Reference 23

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arxiv_id, observed 2026-05-22T08:01:15.399714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:414c8fc7bb7bb19194de646080671ed4b2d8787ef8a89b45b25e2f59a487bd66

Observation 5ec32245-29a0-456d-a02e-f888993f71af · outbound

This paper cites A benchmark for video-based laparoscopic skill analysis and assessment.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 A benchmark for video-based laparoscopic skill analysis and assessment

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:01:15.817402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b9b6d2069acdbb0feaafd5a50d36411df587e0a42c37c0cc454af595e0417f8e

Observation c20d9ff4-9eed-412e-9855-e2dcf9b59477 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 25

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raw_fallback, observed 2026-05-22T08:04:44.298694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 582e45ad-f3cd-438b-bf99-42a9c0d369cf · outbound

This paper cites Video-based surgical skill assessment using 3d convolutional neural networks.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Video-based surgical skill assessment using 3d convolutional neural networks

Reference 26

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verified exact
doi, observed 2026-05-22T08:01:15.375701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ca96f103-3982-41b9-87bd-314ef0f6b417 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 27

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raw_fallback, observed 2026-05-22T08:04:44.243490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6b7352cb6e49f9676f8cd1690a56d375fcfe476f080d91e3a4df9c7b4ea25710

Observation aa17e0cc-1214-450c-9d85-a8339ba8346d · outbound

This paper cites URL:https://www.auajournals.org/doi/ 10.1016/j.juro.2011.09.032, doi:10.1016/J.JURO.2011.09.032.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 URL:https://www.auajournals.org/doi/ 10.1016/j.juro.2011.09.032, doi:10.1016/J.JURO.2011.09.032

Reference 28

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verified exact
doi, observed 2026-05-22T08:01:15.411168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:652aa0ccf6652d9feb1b99710437e41eb907810a375aae856f87619d30832917

Observation fbb19795-7c82-4eb7-a3d5-52e7402c690d · outbound

This paper cites Video- based fully automatic assessment of open surgery suturing skills.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Video- based fully automatic assessment of open surgery suturing skills

Reference 29

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verified exact
doi, observed 2026-05-22T08:01:15.372984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:9fd8670547f11bfb21146745600e643cc73b70fcd9c54e97ba62e28b0569e5a5

Observation 37d1b892-bb47-4f26-bb31-da0751881d8f · outbound

This paper cites Automated skills assessment in open surgery: A scoping review.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Automated skills assessment in open surgery: A scoping review

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-05-22T08:01:15.826361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:bee1601a2e7a39f9e321b1f58d0ecd18d07824d17072242d9c987f83403ce6dd

Observation b357e205-7e9e-4ab5-8aa4-908fd4192c6c · outbound

This paper cites Maskr-cnn.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Maskr-cnn

Reference 31

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raw_fallback, observed 2026-05-22T08:04:44.262985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:706013b4f92395bba741ebdb57ab1047ca009b93785b78c0e7ff95b34b9177bd

Observation d96f4db1-8c84-41b9-8393-42358996b7cb · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 32

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raw_fallback, observed 2026-05-22T08:04:44.278210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:67059a9843aba23eaae11116fa6b66bc8551faeb97cf264c289d24899639d9fa

Observation 68a0d8e4-0653-455e-8496-24de4062fab2 · outbound

This paper cites Deep residual learning for image recognition.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Deep residual learning for image recognition

Reference 33

Resolution
verified exact
doi, observed 2026-05-22T08:01:15.386462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T21:08:10.493713+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:10756da881a1465cda1f392e57b2708fb128dd9b1c8bee2fae3bce0f7a388422

Observation b83aa75a-0a31-46d9-b575-ea9a6419d55f · outbound

This paper cites Aixsuture: vision-based assessment of open suturing skills.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Aixsuture: vision-based assessment of open suturing skills

Reference 34

Resolution
verified exact
doi, observed 2026-05-22T08:01:15.360018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:9e7b5089414e16a9c2d2cc2693dfc1c98960e6ab32f81a6f1ca159d71cd579ed

Observation 6a6df870-1b69-4ccf-b93e-0cac4c7e41bc · outbound

This paper cites RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose

Reference 35

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arxiv_id, observed 2026-05-22T08:01:15.822182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:2b9edc4540219a7da7eddac2391138f5891527e3e0a568b04d61e3f7566787d8

Observation 5f83c432-f8ff-415f-b0cb-f8233e70430e · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 36

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raw_fallback, observed 2026-05-22T08:04:44.310117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:5c9841c1672b95ba10a952a629c7a59df643f6155d9dedd4e170d7bc589ea7fb

Observation 830af002-eeda-46ca-b1f9-26d6e72d0277 · outbound

This paper cites A vision transformer for decoding surgeon activity from surgical videos.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 A vision transformer for decoding surgeon activity from surgical videos

Reference 37

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doi, observed 2026-05-22T08:01:15.364111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:90768d3666e8357de52ed2ab9eabf02acf1e0aad66b0d90927168e63da89a2a9

Observation 4a95cd11-36ec-489e-9f31-5cac8086bcfb · outbound

This paper cites Machine learn- ing for technical skill assessment in surgery: a systematic re- view.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Machine learn- ing for technical skill assessment in surgery: a systematic re- view

Reference 38

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doi, observed 2026-05-22T08:01:15.379238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:1c6cbff052e7b74a3d5185a65fed708eaea15e1148abb2c4656a3c6c2872aeaa

Observation 3d4d84ab-5db7-42ac-af4d-f2445bf769b1 · outbound

This paper cites Automation of surgical skill assessment using a three-stage machine learning algorithm.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Automation of surgical skill assessment using a three-stage machine learning algorithm

Reference 39

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raw_fallback, observed 2026-05-22T08:04:44.294534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:11753d0e694ec6d4eeb94bc8d795d2c5a6fca1de323b933d866d3457186f3505

Observation 552dc719-e71a-4f81-a9e7-126386a8b3ed · outbound

This paper cites Automatic assessment of per- formanceintheflstrainerusingcomputervision.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Automatic assessment of per- formanceintheflstrainerusingcomputervision

Reference 40

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doi, observed 2026-05-22T08:01:15.367144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7f41157b98fe096243b9644884f133549bde652d6b28eca412fac7f4c5ef4ff6

Observation 80e95fd5-2350-459f-afd2-ab5f0ae2c46c · outbound

This paper cites Automated methods of technical skill as- sessment in surgery: A systematic review.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Automated methods of technical skill as- sessment in surgery: A systematic review

Reference 41

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raw_fallback, observed 2026-05-22T08:04:44.339206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:5e00946a1f17b5e0185f17f38d1b857d5b9e82a0e11a621aa1e9d8fc2211a4a1

Observation 627399be-5e6a-4114-bc68-4188891c6adc · outbound

This paper cites Hrnext: High-resolution context network for crowd pose estimation.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Hrnext: High-resolution context network for crowd pose estimation

Reference 42

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arxiv_id, observed 2026-05-22T08:01:15.394708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:087030442a6210e52f6b3680ad2b7869aaace1d9acca87f2de9d5980d6fd24ee

Observation e2fe7a2e-1408-4b8d-a344-e414a34495b2 · outbound

This paper cites Mvitv2: Improved multiscale vision transformers for classification and detection.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Mvitv2: Improved multiscale vision transformers for classification and detection

Reference 43

Resolution
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raw_fallback, observed 2026-05-22T08:04:44.291902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:47b5dbd865035d0c0250297027381e231be589e59a749bae8eb736985ec33d18

Observation 81c6e068-55ef-4503-b701-1c13cee8c2eb · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 44

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raw_fallback, observed 2026-05-22T08:04:44.238132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b1675e485bbd4d23e50d07b2f61c4b2ac09863b681ef96736dda590d4fa42c91

Observation d58229d0-50cf-4b6c-aa22-a2317d07a444 · outbound

This paper cites 11976–11986.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 11976–11986

Reference 45

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raw_fallback, observed 2026-05-22T08:04:44.240604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7ed30bf044238bc6552c6b4cdc6cf425415555789f1757e5fd7d9e26701b966b

Observation d60e927e-6001-4fb9-a7d7-824470679fcc · outbound

This paper cites Hota:Ahigherordermetricforevaluatingmulti- object tracking.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Hota:Ahigherordermetricforevaluatingmulti- object tracking

Reference 46

Resolution
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raw_fallback, observed 2026-05-22T08:04:44.226920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:bfbecc971137c341a0ea76f697b06890bcfe22e816635ce44c072865c3c81798

Observation b7c4b99b-8c99-40c5-adac-65c6f1138e58 · outbound

This paper cites RTMDet: An Empirical Study of Designing Real-Time Object Detectors.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 RTMDet: An Empirical Study of Designing Real-Time Object Detectors

Reference 47

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arxiv_id, observed 2026-05-22T08:01:15.804873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:5106ac2bb67a8a5ade938e011000013b459a669b57ee91a80b5503eca43a9cc4

Observation bdc656e9-c4bb-4595-9285-5d65e2382c3d · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 48

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unresolved
raw_fallback, observed 2026-05-22T08:04:44.256419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:dcb1687469e3fa5007bd01b5b909b07373fc6cecb5df51582b61776027d59bb2

Observation cd0a92a4-d39a-452d-939d-de94f9a40d1e · outbound

This paper cites Nature Communications 9.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Nature Communications 9

Reference 49

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raw_fallback, observed 2026-05-22T08:04:44.238535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6e8bb7cae71c2e16abc12a28ae049cab9c247dc8a0598680350fadb75c5ea049

Observation 1135bc74-ef08-4b8b-827d-24657dd086ef · outbound

This paper cites Metrics reloaded: Recommendations for image analysis validation.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Metrics reloaded: Recommendations for image analysis validation

Reference 50

Resolution
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arxiv_id, observed 2026-05-22T08:01:15.809125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6630a56b6677b130ed161d25a56701b153b93ad6d7f54ecc2090e5b6b0cb1d18

Observation 1524364a-de94-4abb-8652-462e9167e4de · outbound

This paper cites Bias:Transparentreportingofbiomedicalimageanalysis challenges.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Bias:Transparentreportingofbiomedicalimageanalysis challenges

Reference 51

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arxiv_id, observed 2026-05-22T08:01:15.347828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:99b3374c7b8412105df4557c7429ebb15af805443c950801130fbb782b96dedd

Observation 31ad725c-db2c-482f-a85f-cfbbfba0ead1 · outbound

This paper cites Objective structured assessment of technicalskill(osats)forsurgicalresidents.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Objective structured assessment of technicalskill(osats)forsurgicalresidents

Reference 52

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raw_fallback, observed 2026-05-22T08:04:44.230032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:22dae5efe4bda05eced7218b40451c938da6adeba4f8744a4ff170e254354acf

Observation fcfd0408-e326-4b6f-916c-846500eabe8c · outbound

This paper cites Forming inferences about some intraclass correlation coefficients.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Forming inferences about some intraclass correlation coefficients

Reference 53

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doi, observed 2026-05-22T08:01:15.435031Z

Source-reported events for the cited work

correction dated 2005-09-22. Source: crossref record 10.1037/1082-989x.1.4.390->10.1037/1082-989x.1.1.30:correction, observed 2026-07-11T03:05:35.888332+00:00. This notice travels one citation hop only.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e89d374d6bd68d2510deff23963704863e621b863bf36259a94f09cc3675c91a

Observation 570dd12f-dbdf-418e-8eff-29bef5825472 · outbound

This paper cites Ranking surgical skills using an attention-enhanced siamese network with piecewise aggre- gated kinematic data.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Ranking surgical skills using an attention-enhanced siamese network with piecewise aggre- gated kinematic data

Reference 54

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doi, observed 2026-05-22T08:01:15.414254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:d7f2d4412219d625e5868fc84a19af8945bf152c2bd2e8bc3ed1844c6fe17650

Observation c31ba28e-4c9d-4a1c-8a15-0312ce2c7e66 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 55

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raw_fallback, observed 2026-05-22T08:04:44.312403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:921dac9ee7cee741eda006abcf879593a79e5f68a38e7c1f8706f794285b2f4a

Observation cb790ab2-be56-425d-a325-a6bfd3cb0553 · outbound

This paper cites RoHan: Robust Hand Detection in Operation Room.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 RoHan: Robust Hand Detection in Operation Room

Reference 56

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arxiv_id, observed 2026-05-22T08:01:15.800873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:72d657add02d6cef7da23d2fea9bbf99fc4b8e421c483f77a1026b0048d4aacf

Observation 1ec33b4b-28cf-4dff-baa2-e7af8fb17cdc · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 57

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raw_fallback, observed 2026-05-22T08:04:44.332856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:40c99ecb12e4d20073b08bd7cfcb9a48f45d5f6708da585fc3d50fbb2dd6e3b8

Observation 8ccb35c5-4316-417d-b63b-f445d810acfd · outbound

This paper cites Surgical Endoscopy URL:https://link.springer.com/10.1007/s00464-023-10335-z, doi:10.1007/S00464-023-10335-Z.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Surgical Endoscopy URL:https://link.springer.com/10.1007/s00464-023-10335-z, doi:10.1007/S00464-023-10335-Z

Reference 58

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doi, observed 2026-05-22T08:01:15.463550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:38730e91981313845c9253f93a3c6570e47c53eeef482378633eb63bd0510e4c

Observation 5f2183e8-dad1-4ae5-af2a-fedbf3ab6e15 · outbound

This paper cites Spatial entropy as an inductive bias for vision transformers.MachineLearning113,6945–6975.URL:https://doi.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Spatial entropy as an inductive bias for vision transformers.MachineLearning113,6945–6975.URL:https://doi

Reference 59

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doi, observed 2026-05-22T08:01:15.389996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:2a64cec049eebe3b480a4d98c8e71c98ab85c0ce9e1f38c9b7a5933095cd1735

Observation 4304fa24-778a-45ac-9654-fa3209a0299e · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 60

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doi, observed 2026-05-22T08:01:15.426987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e6cef190dbe1e7e7ed554ac96d07d0356934f29f92c28df82534d20e6ab465a4

Observation bef65657-de85-41df-a1e3-a76cfd3f5f04 · outbound

This paper cites Effect of head-mounted displays on students’ acquisition of surgical suturing techniques compared to an e-learning and tutor-led course: A ran- domized controlled trial.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Effect of head-mounted displays on students’ acquisition of surgical suturing techniques compared to an e-learning and tutor-led course: A ran- domized controlled trial

Reference 61

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raw_fallback, observed 2026-05-22T08:04:44.336293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:07eec476946bad984e5472ed53514188d5a50e89fc59ca573d482aa6ec0f7436

Observation baac61a2-a9a3-4651-8207-6fa53e42434c · outbound

This paper cites Icc4irr: A shinyapplicationtoestimateinterraterreliabilityusingintraclasscor- relation coefficients.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Icc4irr: A shinyapplicationtoestimateinterraterreliabilityusingintraclasscor- relation coefficients

Reference 62

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raw_fallback, observed 2026-05-22T08:04:44.329712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:09883d9b36d9d8d0207f0bd191cf3f9cfdd2aabd2d452f721a77ff5d43481813

Observation 7764ac04-a5f6-47ad-9a8d-a7ec96e8d29c · outbound

This paper cites SAM 2: Segment anything in images and videos, in: The Thirteenth International Conference on Learning Representations.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 SAM 2: Segment anything in images and videos, in: The Thirteenth International Conference on Learning Representations

Reference 63

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raw_fallback, observed 2026-05-22T08:04:44.318272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:bebc875b5acda568f583ddea4993e92419db7901aa6e8cc675235afdd0b152f9

Observation 129f264b-51a0-4541-9676-6802d36a953d · outbound

This paper cites You Only Look Once: Unified, Real-Time Object Detection.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 You Only Look Once: Unified, Real-Time Object Detection

Reference 64

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local_arxiv, observed 2026-05-22T08:01:15.813422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:60c10412c4f52af3d2edd050ef8a7f24120049dd345eb0316fc601061835327c

Observation f1d8556a-598f-4154-94bc-2b30960fc1f7 · outbound

This paper cites Brown, K.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Brown, K

Reference 65

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doi, observed 2026-05-22T08:01:15.350938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7727d6ade0ee4d30562fc4e8c1a34254188fc1f7b5fef99469e2f9a7a91f748b

Observation 5674b6d4-dba7-4839-b53b-5fe369db17e1 · outbound

This paper cites Benchmarking and error diagnosis in multi-instance pose estimation.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Benchmarking and error diagnosis in multi-instance pose estimation

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.309288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:194ef89e3f7562d036cbca3c7ae8dcb9dfd6bf431ce106eac9f6b805e7fe3e61

Observation 5b90c5fd-45ef-488a-abce-b2848638511c · outbound

This paper cites ImageNet Large Scale Visual Recognition Challenge.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 ImageNet Large Scale Visual Recognition Challenge

Reference 67

Resolution
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doi, observed 2026-05-22T08:01:15.459887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:2df94e9c320a4d5189c32006bc1715731707e2e834661031959a9ab8be37f2b8

Observation 5ae7a35d-d06b-4ab5-8b1a-e9476b879f3e · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-22T08:04:44.300562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:eadb26cc61b0aa31d988fbca1ac5cfaf167f49206978e35d755428047a25d47b

Observation 86b8e823-8edb-4691-a7e5-4e064bbf2a56 · outbound

This paper cites Virtual reality training improves operating room performance: results of a random- ized,double-blindedstudy.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Virtual reality training improves operating room performance: results of a random- ized,double-blindedstudy

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.303540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8d59203b348a37a31842d5e19139910dde706265ba28857b196beb51cf867beb

Observation 873450fb-59ab-4c2a-bd32-04064571d37a · outbound

This paper cites Intraclass correlations: uses in assessingraterreliability.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Intraclass correlations: uses in assessingraterreliability

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.320854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:951bedf074db95133c61cc84ca3f57a83831f4a955d56048bd927a4d4bfaf0f3

Observation 04a1d697-14fa-4745-901e-056da7ab2ab0 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-05-22T08:04:44.312000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:1e43aff9b616aeead02607ddf8bef3d9d0bda91bd4e20cb869736ecd7680c5ee

Observation 2e0240ac-64b3-455b-874f-e5e0d7e86efc · outbound

This paper cites 2016 IEEE Conference on Computer Vision and Pattern Recog- nition (CVPR) , 2818–2826URL:https://api.semanticscholar.org/ CorpusID:206593880.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 2016 IEEE Conference on Computer Vision and Pattern Recog- nition (CVPR) , 2818–2826URL:https://api.semanticscholar.org/ CorpusID:206593880

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.321336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:132eb91d023197a21d769f55800c76d17072f9b226599a6393bc516f094ae808

Observation ed291911-9f09-447e-ab19-78cd665762e9 · outbound

This paper cites Updated guide- lines on selecting an intraclass correlation coefficient for interrater reliability, with applications to incomplete observational designs.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Updated guide- lines on selecting an intraclass correlation coefficient for interrater reliability, with applications to incomplete observational designs

Reference 73

Resolution
verified exact
doi, observed 2026-05-22T08:01:15.443749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:c2ecd06f5b8c05c73204fe6ff2b4075d690b108ca2a8c5d6192dbf6ce7768bbf

Observation 14532b78-c7cc-44e8-b2b5-af5ef7ef6d59 · outbound

This paper cites Convnext: A contemporary architecture for convolutional neural networks for imageclassification.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Convnext: A contemporary architecture for convolutional neural networks for imageclassification

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.298233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:83946b0e25b98107cfca7548e89f4a0d449480cc4b34fbcb55374b8c4b0c4aa0

Observation 12b3c804-14d3-4c1b-850c-152769047da3 · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-22T08:04:44.314925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8beed05ba41f987535737416e24e551e3240cc82df18db7c17ee219163c3161d

Observation 201553b2-82b4-494a-93ea-82597836dba8 · outbound

This paper cites A closer look at spatiotemporal convolutions for action recognition, in: CVPR.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 A closer look at spatiotemporal convolutions for action recognition, in: CVPR

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.326857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ae1005bf44655e865d25c14b36d734ae42d29c3fa7f6af2cfef3c7b696e361e5

Observation 79d0f959-8690-4761-b87d-de8660670ec6 · outbound

This paper cites Attention is all you need, in: Guyon, I., Luxburg, U.V., Bengio, S., Wal- lach, H., Fergus, R., Vishwanathan, S., Garnett, R.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Attention is all you need, in: Guyon, I., Luxburg, U.V., Bengio, S., Wal- lach, H., Fergus, R., Vishwanathan, S., Garnett, R

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.266817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:09903c5d367ca3530b2815acf31f1d926e945908f17798afca21b70d8916e67e

Observation 3763e1e7-9a73-41cf-822b-4ae67421fe94 · outbound

This paper cites Temporal segment networks: Towards good practices for deepactionrecognition,in:Europeanconferenceoncomputervision, Springer.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Temporal segment networks: Towards good practices for deepactionrecognition,in:Europeanconferenceoncomputervision, Springer

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.270156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:fc465652473d51034891b3907b0a019c4a61909418ce127529d29304d5a42f9a

Observation 9fb07fa9-4f06-445e-8650-a421dd6e741b · outbound

This paper cites an unresolved cited work.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-22T08:04:44.282237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:597995a342b9d7cde33751b9dd9c1b73b4f95fe27257fc84daa4d85b67b29b06

Observation 5daefbc1-298f-4152-8ff5-b2a195fcf51c · outbound

This paper cites Swin3D: A Pretrained Transformer Backbone for 3D Indoor Scene Understanding.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Swin3D: A Pretrained Transformer Backbone for 3D Indoor Scene Understanding

Reference 80

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:01:15.835705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:1e57755d45e2a3984ae275fc46a625dd8c467b82864189d0ef8494b88ec91152

Observation adae85f7-d178-4fde-bb4a-52c720bf0b22 · outbound

This paper cites Endoscopic surgical tool localization using tool presence labels: Surgtoolloc 2023 chal- lenge.https://surgtoolloc23.grand-challenge.org/surgtoolloc23/.

OSS: Open Suturing Skills Vision-Based Assessment Challenge 2024-2025 Endoscopic surgical tool localization using tool presence labels: Surgtoolloc 2023 chal- lenge.https://surgtoolloc23.grand-challenge.org/surgtoolloc23/

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T08:04:44.307472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:1f2dcb2b4af4d2e44190a98fb047c5e902fac8dd8e43ef9e7d9ee6da53b8457c

Pith citing papers

No inbound Pith citation observations are available.