Paper Citation Record · LEDGER

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery

As of 13 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2411.16794.

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

pith.paper-citation-record.v1
2411.16794 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:27:42.173589Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T05:37:51.737038Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T05:40:55.920905Z

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy42
unresolved11
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 97b8c8be-a8bf-4337-8c90-3f9e8865bb14 · outbound

This paper cites Cataracts: Challenge on auto- matic tool annotation for cataract surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cataracts: Challenge on auto- matic tool annotation for cataract surgery

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.446543Z

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Observation 3ea9ecba-417b-4767-8f26-48e3b9e93e33 · outbound

This paper cites Cataract surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cataract surgery

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.418670Z

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Observation 0a31cb6f-3756-4d82-9856-d15bca936a53 · outbound

This paper cites Matis: Masked-attention transformers for surgical instrument segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Matis: Masked-attention transformers for surgical instrument segmentation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.391118Z

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Observation 9d5e2198-7011-439c-99d6-016d91b0f170 · outbound

This paper cites American college of surgeons and surgical infection society: surgical site infection guidelines, 2016 update.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery American college of surgeons and surgical infection society: surgical site infection guidelines, 2016 update

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.359694Z

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Observation 8c2ceb05-5464-442c-8be1-b17d5cd78810 · outbound

This paper cites Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery

Reference 5

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Source-reported events for the cited work

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Observation b2483787-9618-4640-a64c-e30572f64832 · outbound

This paper cites Retinal burns occurring at cataract extraction.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Retinal burns occurring at cataract extraction

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.339436Z

Source-reported events for the cited work

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Observation 9e728fe0-06fd-4cd4-95f2-791ee830ef43 · outbound

This paper cites The lancet global health commission on global eye health: vision beyond 2020.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery The lancet global health commission on global eye health: vision beyond 2020

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.317990Z

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Observation 55401e2e-d442-4c6e-a2c3-c979759a512a · outbound

This paper cites Per- pixel classification is not all you need for semantic segmen- tation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Per- pixel classification is not all you need for semantic segmen- tation

Reference 8

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Source-reported events for the cited work

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Observation a752607d-3977-4742-8567-c1b2b41fdc3a · outbound

This paper cites Masked-attention mask transformer for universal image segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Masked-attention mask transformer for universal image segmentation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T13:27:41.853140Z

Source-reported events for the cited work

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Observation 5cf94a17-7cba-4c5d-8e28-82db4ffed2a3 · outbound

This paper cites Cataracts.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cataracts

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.264185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0717fbfc-ed94-4b10-9897-c4eb2985905d · outbound

This paper cites Current state of sur- gical lighting.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Current state of sur- gical lighting

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.236514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e79cc5ef-3e4e-4eb8-bfd5-a7adac9beb8d · outbound

This paper cites Trauma of major surgery: a global prob- lem that is not going away, 2020.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Trauma of major surgery: a global prob- lem that is not going away, 2020

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.205580Z

Source-reported events for the cited work

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Observation 6a5e58be-6d91-4b1f-a9ab-12b6fd238370 · outbound

This paper cites Global, regional, national burden and gender disparity of cataract: findings from the global burden of disease study 2019.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Global, regional, national burden and gender disparity of cataract: findings from the global burden of disease study 2019

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.184206Z

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Observation ca6ace38-5b6f-439d-a0c6-b2a45a378ce2 · outbound

This paper cites Pixel-based tool segmentation in cataract surgery videos with mask r-cnn.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Pixel-based tool segmentation in cataract surgery videos with mask r-cnn

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.161844Z

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Observation bc9e5907-29d6-4ac7-8546-04bef8db8c25 · outbound

This paper cites Toolnet: holistically-nested real-time segmentation of robotic surgical tools.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Toolnet: holistically-nested real-time segmentation of robotic surgical tools

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.142044Z

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Observation 5851d3d0-0bc9-42ca-9bcf-affdfc387ca6 · outbound

This paper cites Cataract-1k dataset for deep-learning-assisted analysis of cataract surgery videos.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cataract-1k dataset for deep-learning-assisted analysis of cataract surgery videos

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.122721Z

Source-reported events for the cited work

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Observation e0f27dee-5a27-4265-a0c7-2549754213ff · outbound

This paper cites Isinet: an instance-based approach for surgical instru- ment segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Isinet: an instance-based approach for surgical instru- ment segmentation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.100855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a675781d-9d06-47e0-8d89-f3bb0f33c96c · outbound

This paper cites Cadis: Cataract dataset for surgical rgb-image segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cadis: Cataract dataset for surgical rgb-image segmentation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.079333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d648976-a1d3-4acb-8824-2f9b1ab43a79 · outbound

This paper cites Mask r-cnn.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Mask r-cnn

Reference 19

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Observation e315afb0-bf3b-47d7-9623-45bd3fdbae5b · outbound

This paper cites TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T13:27:41.934277Z

Source-reported events for the cited work

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Observation 737bebae-8c4c-4d02-88ad-e474aaf401aa · outbound

This paper cites Learning where to look while tracking instruments in robot-assisted surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Learning where to look while tracking instruments in robot-assisted surgery

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.043146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8c20e38c-cb4f-4e31-858f-5977b93f4ba1 · outbound

This paper cites Ap- mtl: Attention pruned multi-task learning model for real- time instrument detection and segmentation in robot-assisted surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Ap- mtl: Attention pruned multi-task learning model for real- time instrument detection and segmentation in robot-assisted surgery

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.021032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b682a96-dad1-489b-bfe4-54f9ad864daf · outbound

This paper cites St-mtl: Spatio-temporal multitask learn- ing model to predict scanpath while tracking instruments in robotic surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery St-mtl: Spatio-temporal multitask learn- ing model to predict scanpath while tracking instruments in robotic surgery

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:43.001524Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation da08e585-424b-4cb0-874d-ee61f2604ba2 · outbound

This paper cites Incorporating temporal prior from motion flow for instrument segmentation in minimally invasive surgery video.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Incorporating temporal prior from motion flow for instrument segmentation in minimally invasive surgery video

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.982574Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 13104b5e-8f10-4a1b-9e1f-0ed7f192950d · outbound

This paper cites Segment any- thing.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Segment any- thing

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.962467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dc96572a-9d3b-45c8-bcd1-b233547e5887 · outbound

This paper cites Accurate instance segmentation of surgical instruments in robotic surgery: model refinement and cross-dataset evalua- tion.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Accurate instance segmentation of surgical instruments in robotic surgery: model refinement and cross-dataset evalua- tion

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.939122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b48bd45e-6ad8-4e16-93c7-e8277862eda7 · outbound

This paper cites Ms-tcn++: Multi-stage temporal convolu- tional network for action segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Ms-tcn++: Multi-stage temporal convolu- tional network for action segmentation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.920952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8651ec1d-a3c2-4d01-ad9b-fc0ea08e405b · outbound

This paper cites A proposed minimum standard set of outcome measures for cataract surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery A proposed minimum standard set of outcome measures for cataract surgery

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.899851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation da2223ab-c934-408a-b8bf-790d6a13049c · outbound

This paper cites m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks

Reference 29

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Source-reported events for the cited work

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Observation 8c7369b2-580e-4527-874a-4e32582a9c73 · outbound

This paper cites Corneal structure and transparency.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Corneal structure and transparency

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.879269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 988824cc-2028-402e-bb35-4c8de6795daa · outbound

This paper cites Artificial intelli- gence in cataract surgery: A systematic review.Translational Vision Science & Technology, 13(4):20–20, 2024.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Artificial intelli- gence in cataract surgery: A systematic review.Translational Vision Science & Technology, 13(4):20–20, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.857826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8ed7b8ae-1a66-413e-8298-e34128a2bdd9 · outbound

This paper cites Rasnet: Segmenta- tion for tracking surgical instruments in surgical videos us- ing refined attention segmentation network.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Rasnet: Segmenta- tion for tracking surgical instruments in surgical videos us- ing refined attention segmentation network

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.839809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2911bcec-6a78-49f2-8b8e-98bdbddfc72b · outbound

This paper cites Raunet: Residual attention u-net for semantic segmentation of cataract surgical instruments.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Raunet: Residual attention u-net for semantic segmentation of cataract surgical instruments

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.816122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 61d69024-acfb-438d-9153-0633f293adad · outbound

This paper cites Pyramid attention aggregation network for semantic segmentation of surgical instruments.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Pyramid attention aggregation network for semantic segmentation of surgical instruments

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.789722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c0bd5cb7-bb53-4982-b93f-ceb2615a3e56 · outbound

This paper cites Surginet: Pyramid attention aggregation and class-wise self- distillation for surgical instrument segmentation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Surginet: Pyramid attention aggregation and class-wise self- distillation for surgical instrument segmentation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.764594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 54a3c337-8f89-4681-964d-a0d0e0aa2fb6 · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery SAM 2: Segment Anything in Images and Videos

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T13:27:42.049715Z

Source-reported events for the cited work

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Observation 829e3a0e-d165-4a5f-a183-541d7b986539 · outbound

This paper cites Surgical tool datasets for machine learning research: a survey.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Surgical tool datasets for machine learning research: a survey

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.741137Z

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Observation cfdcd2e6-5306-4466-a36b-a35c9c48414e · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery U- net: Convolutional networks for biomedical image segmen- tation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.719879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7661e263-ed2f-4cc5-8503-9d034eb76667 · outbound

This paper cites Robust medical instrument segmentation challenge.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Robust medical instrument segmentation challenge

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.696601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 21b9241d-29fd-4ec0-8fd8-51b31b1a5172 · outbound

This paper cites Cataract-101: video dataset of 101 cataract surgeries.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Cataract-101: video dataset of 101 cataract surgeries

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.663187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a9991a51-5ff5-4626-a29c-30b6ba1a74dc · outbound

This paper cites Automatic instrument segmenta- tion in robot-assisted surgery using deep learning.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Automatic instrument segmenta- tion in robot-assisted surgery using deep learning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.640025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 21e6aed4-75fe-4c57-95a0-fd551437ad3f · outbound

This paper cites Review of manual small-incision cataract surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Review of manual small-incision cataract surgery

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.616726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 074694c2-9f76-4802-b4f9-159fb42513bd · outbound

This paper cites Phaco vs.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Phaco vs

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.591611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 698a0884-0e7e-4d0f-a28b-16157b17b766 · outbound

This paper cites Defining the standard for surgical video deidentification.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Defining the standard for surgical video deidentification

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.566186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 34c53258-03b7-4b29-8d1b-4fa70f41ea7b · outbound

This paper cites En- donet: a deep architecture for recognition tasks on laparo- scopic videos.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery En- donet: a deep architecture for recognition tasks on laparo- scopic videos

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T13:27:42.123258Z

Source-reported events for the cited work

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Observation 32f5c3a3-7d16-40a4-9dd5-b1b4bc3e0ce1 · outbound

This paper cites Artificial intelligence in surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Artificial intelligence in surgery

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.519737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 49b399bc-6988-4a67-a3aa-78deeacd5d5b · outbound

This paper cites High-volume surgery in developing countries.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery High-volume surgery in developing countries

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.499265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c242ce3e-036c-4ce7-a9ab-7c3722dc8fe3 · outbound

This paper cites Trasetr: track-to-segment transformer with contrastive query for instance-level instrument segmentation in robotic surgery.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Trasetr: track-to-segment transformer with contrastive query for instance-level instrument segmentation in robotic surgery

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.470479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0bbbbc4a-8ab9-4dfb-96e7-3efa5f4164e0 · outbound

This paper cites an unresolved cited work.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-12T13:27:42.449064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 994a5f00-eef5-4795-998e-7bad680bcc1a · outbound

This paper cites an unresolved cited work.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-12T13:27:42.419260Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d8b18da-6fd8-4660-b638-c0da712dc12a · outbound

This paper cites All results are averaged across five folds.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery All results are averaged across five folds

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.394098Z

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Observation 2ab85e7d-2006-4d82-a23a-327ffedf60b8 · outbound

This paper cites Feature Transformation in PCD-Gated Layer In this section, we provide visualizations demonstrating how the PCD-Gated layer interacts with features in the la- tent space.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Feature Transformation in PCD-Gated Layer In this section, we provide visualizations demonstrating how the PCD-Gated layer interacts with features in the la- tent space

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:27:42.361652Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b87fb159-1f25-4cac-8d87-07752f8c54da · outbound

This paper cites Robust Medical Instrument Segmentation Challenge 2019.

Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery Robust Medical Instrument Segmentation Challenge 2019

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-12T13:27:42.080245Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation f541d495-6bb2-4499-8083-3343aaafe0b6 · inbound

Cataract-LMM Large-Scale Multi-Source Multi-Task Benchmark for Deep Learning in Surgical Video Analysis cites this paper.

Cataract-LMM Large-Scale Multi-Source Multi-Task Benchmark for Deep Learning in Surgical Video Analysis Phase-Informed Tool Segmentation for Manual Small-Incision Cataract Surgery

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:40:55.923623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.