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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 2026-08-11T06:34:44.6726+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

Resolution
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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ac8e0c1950dca14ebc24ddfc38c9418198bb6cde4f13eba2f6f6e70841a3bb7b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:483a9aac9eeb10e91c6806ebb6c1e8b8ff6095d0eebd1c7f20ceb07e1aaf666d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b37005f2518e961cc02c8f6ddcab46e30d5bed8c564d62f367ec5ede9ff0b5aa

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:df2b25ef3299d494f7b0f1a707aa04c1dee5929dbf1a8e33992c4f50680d30fd

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:fdf71f8047ddfd77bf9a8eea8d33c0d69904a23ec94ea776d1f40bae5095b8df

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:75490fb881e7cecd0b10ec379964aa4ab57e257f988aad7d5c78c2c27d7a55db

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:575bceb74c7543afb1e6f330c9c21cb4717aa41389091c009dab473a5415bdb3

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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verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:47b992c87e844d815f4a1e3adc6a23a3ddd0f1c02c218ee01f46760e1e52b75f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:4d89dd82687ebf1135b31266d8957cfdebbd0a767fb9d63ee4474700a2c410ae

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:39b61af665a6c7bdd03a10e09cda0a7e48f029a74bb6620e8abcaad435c9a853

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:43170681f6ac3d6dba707ef7774be2164627001144fc148f029b47804e0dca06

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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metadata mismatch
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:dc3c919ac35798cca80ca8a9f378f42ebd7bc8a5f6ef97626ad11e58ee4fea8f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:f5d5e68172d2d47f017050a02a863e4d50e7b733eb37d21e8fb1473a40e4774b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:03fade7876f1ef87777e8a7172e7aa98afa253ba63590cb2f8e1c01a6fd2c14a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:d8816107608aea2517cb2e01cbe95cd434d5352379f5b030944f028b49f48896

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:99c7afebad43e3a9bc7fd58b3fc085a75b21b997f78a0726be628fc3e44288db

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:c898a80e513ba6e1c1ec6decebd7c306ab5f8c731b04875c357f3c5fa22175a1

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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verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:079914244c0cbe3877a1dd0bf2c6acaaafd86d84237651c057159875412a3c6a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:661ca4a51832696c3faccc7104e69d64790efd5fd8197c4e3cc20d16c02ba152

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:01bca4219587ed7c4cd211fe572bf55b4201eedb906beb1a6893cb73c34f6bb4

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8be8560374b71caf6d5ec61282ad34888db8ccb1883eda33ca092f680b71db84

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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verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:f3cbd1a53f478054357c7c0631fae391174e78f3efc04c6689e73caf61147bd4

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:4c36584dcd87193f1e27c6a8914cb5661fcfd8624bda3366553dc3f0c2e86d50

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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:f4a2f5fea3c1e5bae467d90347b1d1263b4f36f976702e8c0541589447e112b3

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 2026-08-11T06:34:44.6726+00:00.

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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

Resolution
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:3acc2ebb2c93cf0534429c063dcad2a44ba592a31361478a18f7b1a36db37b86

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

Resolution
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:acbe9830a16d9e20de89683fcb1e37ebb08efb8ebcb4632150245123d46174ae

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:c8451c81eedfe798484d8fd842313c71b25b4a51f0bff0777143fbb3918671c6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:2ef8cc7077bcfa2f6af8c42c176e166751d0ebc4568242ff6c08733feb584de3

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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unresolved
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:48981538611473ff8d9371ffd809d6e7a2af36bcccd22e77cbb81c8a23f03050

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:30d2271c2d7f9716bfe290fad803d52931d6023cdee1c95e58fd546dedfe553e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:c05166d983e9add19c4156bd900b49f0622589d5afa8ae3e456cc0fbfd798043

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:68fd76a4d9ac2269bddf0ff0b62772f08f40a0287512dc5af7fc9272ce18d218

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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unresolved
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:a8ae04059bda4040850efda04a4d3475c7b81180aada6a0365edf4d044689422

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7380c63f4cb64921438be77ace3bd1c30ac37e3b6175af905c1ca6926f1f8d23

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7991ea884bbb531a096f5ded1440d0e49866200e4393c679ae5ab5f234254081

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:91a42ae440adde965bc5b18530882d37aa14a65db5f056e174c60ab88cb5f20e

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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verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e1086c8e912c2287d40bd784d1d1decbf1a139938b7809e5ab51d448912b2dc1

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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verified fuzzy
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8000ad7c4c3e62b8929a006e3a099511e923d54546de9f36ee57e32066cc5fb0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:06c4c6f08bbf2902a0381192bfbb51dac8ebc67c7df6cd09465384d837101d2a

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
verified fuzzy
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:5f6dffb01625253e779f567df48f6117708efe6b545df5d40a7be1fecef521fb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:24d7cb1cc42d482480ec0ea74eeaa218025891bc6f2fca61717e2aaccb1eef23

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:366e37588039ae4751f77e020cd840b38895e5b6db95b558fcd33cc2034a2134

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ed8f660efa4df3d889ed580737676c91e319c972d6cf2708757569320463b751

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

Resolution
verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:233383444325c80dace8309473550e057f02f31bb20bc0cd31e2373c969ce042

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:d8c3c8bb2c72be7d68495e114acbcfd905180414889bc41ef45cb7ca1d47e2c9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b2b31b2336642a8c8922f175fea0f9686f76de2fa97a84f7e36df74cea5fdb78

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6ebe47af6d850424b6dab6dce7c2a4e5e0e241cc205540eb0f35c5c5913e7f11

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:c4312d94db596d708a9e1a2946a1b340553916f1d2f8b7cf0e80ee169bc73697

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:936e6382daed75fa91c1897ca03fff068bed4ec19eb9a17b41724ae05a3b90a3

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=sha256:9c8e989d218c2dfec3297aa1a58d1d9f9aa0f1f5b7c9016bb27b9120ec7149ca

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:3cc3cbe1f0e21fcef6deb2e348db66f36d732590d349400e7c6460f6ef6b0e3c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8f385fdb21cf20abc8f2e39ed1174b71b32c71809ba4079eae64481a91c073f6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:2393e8a1746b3571ca2d890a3209a3cd907c60d4883cc6124e92fdcb98766f1a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:7e682bdb4419d5eda0d7519fb232143eedeb8a1bcb28fd5fadceb105da62c22f

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

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:93094006e7581cfb649c86ea89a170a321bf2904117d4705d6a8774dcd6c4083

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:83138d89b38ce0aa2e1c48709b8abcd90bc10b5cb1180f69555bdd2f2edad380

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:3cbadcb32de3597cf76a7b86df93fb3b37e16cdbf4af4f6708dbdc1724269006

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6e1d812513ca36f20d96a5f83d8951e9e45ed81dd37d512a27bd676e207416d7

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:bc6996ab9d2b99d7690dfae8f4b9e162ae47d1a88a1d9ae3a1337f83593082f8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:4bd37f28437359c210a8799e3c259620b1eeccb8f3712a6d8e0db67faef72369

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:f9e8402728da4440dcd933bea71fd0f4248d291016bfc25e0bb58028311c65bc

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:4ca925e7dd5bf1c16625a6d2fc39c544536b4f9af9789889fd1eaa570410fed5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:017eb06762318514ae5a8d4b8d317fc82d613b3d30fec36c8bef75e998c48f5c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b2003cfe729209fdd88a64ed1684f0d74ef266f149920af5e902ffc8e45ab773

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ba1292773a8110ebb85945e2199556610bd7b6f18ffeb12a2aa9683893f82bd2

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:888a90ef58642147e7b7aa21c039826a55e64e21abfd8b36ca3fd72720a24c6d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:0da50ea9d5d7d190b382712bc1de85ad076db08772b0f858ea73da9e580c68e3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8ef46d4521311d21d7eaa2d5e2953c6f9cdb690066e622ebf835b685b0f01e26

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:aad0faa346980bbea7c2ebcb2359fd833d3e9588afbfce98e66e4ba6a1f8df1d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:e5dbafb54481605fea8d05e6e6759240a1c15e0b521171bf7cb200f188e31910

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:8cdee5824f099c86e2313cfc6cbb5e8fd35e1b8644fb6548e06ec53e7aa35e18

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:602c7761ec6178fba2311623615e5c40e19ab806cac06f4ef2dba0292ce51b4c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:660da0d9e8be61037c9dd64a3347f037d1ae35161cacc774e3644978349dcc09

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:ca3a9fb88b5a72efcf4726141efd90263f8a689cf7c9b369615c81f275f89ce0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:9213946d14dc65abb626da03186f13152b51f0fc6bd4fcd3d50438a837bb74ad

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:6b4a3fd5573b6b8fad0af00cf47290351500f61dd2393d190782f76794aba43e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:9cb21452b053c5792dc74ba969f2801c27b016c99022f3dda73ac5ded4028aa3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-22T07:58:54.140228Z digest=sha256:b79e97666d5ff5dd8388f4022b960043071d562ae6ef84c79581a1df4dffe840

Pith citing papers

No inbound Pith citation observations are available.