Paper Citation Record · LEDGER

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment

As of 16 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2411.10919.

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

pith.paper-citation-record.v1
2411.10919 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:14:20.677625Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

33 of 33 outbound references displayed

verified exact1
verified fuzzy20
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d685b50d-2b32-44c0-b413-543675db2f84 · outbound

This paper cites The role of non-technical skills in surgery.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment The role of non-technical skills in surgery

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.140074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 13928a23-b539-4868-9b2d-b2d0d90dbb75 · outbound

This paper cites 2018 Robotic Scene Segmentation Challenge.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment 2018 Robotic Scene Segmentation Challenge

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.544640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d786ea95-3819-4717-b6ab-2cac1d06bcde · outbound

This paper cites Coding qualitative data.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Coding qualitative data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.125810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ed9ba25f-9a5a-4afd-8759-d4c1bb8472d7 · outbound

This paper cites Comprehensive surgical coaching enhances surgical skill in the operating room.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Comprehensive surgical coaching enhances surgical skill in the operating room

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.113408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4aff22d0-f420-4ce3-84a9-fde9ad6122b4 · outbound

This paper cites End-to-end speaker segmentation for overlap-aware resegmentation.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment End-to-end speaker segmentation for overlap-aware resegmentation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.100612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b8ee6369-c1e8-4b06-bfff-a8681281ac7b · outbound

This paper cites pyannote.audio: neural building blocks for speaker diarization.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment pyannote.audio: neural building blocks for speaker diarization

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.087114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation aeca5fde-1727-44e2-a344-a08d8ddbb09e · outbound

This paper cites Unsupervised learning of visual features by contrasting cluster assignments.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Unsupervised learning of visual features by contrasting cluster assignments

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.567949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c82ff2d7-511b-408a-b8b2-676dc8baecc7 · outbound

This paper cites Integrating qualitative and quantitative methods to develop a comprehensive coding manual: Measuring attention to mathematics in play contexts.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Integrating qualitative and quantitative methods to develop a comprehensive coding manual: Measuring attention to mathematics in play contexts

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.064599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 25450441-944d-4079-ba66-f8a64505b4a4 · outbound

This paper cites Ways of qualitative coding: A case study of four strategies for resolving disagreements.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Ways of qualitative coding: A case study of four strategies for resolving disagreements

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.051586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0e22c4b8-4ce6-47cb-8fa0-29a64f96f099 · outbound

This paper cites Evaluating how residents talk and what it means for surgical performance in the simulation lab.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Evaluating how residents talk and what it means for surgical performance in the simulation lab

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.038147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bd819a8e-c662-443c-b621-0c61a0d9ca48 · outbound

This paper cites Technical review of the da vinci surgical telemanipulator.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Technical review of the da vinci surgical telemanipulator

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.024080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e2b80633-8060-4dc2-a1e8-581a9d55c61e · outbound

This paper cites The surgical autonomy program: a pilot study of social learning theory applied to competency-based neurosurgical education.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment The surgical autonomy program: a pilot study of social learning theory applied to competency-based neurosurgical education

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:21.010478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 13aad5da-b1cc-4dc8-bc12-9529069f5534 · outbound

This paper cites Multi-task recurrent convolutional network with correlation loss for surgical video analysis.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Multi-task recurrent convolutional network with correlation loss for surgical video analysis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.995190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f963925c-e57f-46f5-8cff-6f62795ae871 · outbound

This paper cites Scaling Laws for Neural Language Models.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Scaling Laws for Neural Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.596845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e195cadd-4ae2-4423-ad27-7f6c4267e80b · outbound

This paper cites Deep multimodal fusion for surgical feedback classification.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Deep multimodal fusion for surgical feedback classification

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.981144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1ce1653d-c5d4-487d-abc2-fd9eaf80c3bc · outbound

This paper cites The AVA-Kinetics Localized Human Actions Video Dataset.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment The AVA-Kinetics Localized Human Actions Video Dataset

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.604218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c271fa5-8834-4e9a-93e3-8ddb0a7f80b4 · outbound

This paper cites Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.607882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b1e69a-a33f-4b18-840f-adc33e0a7273 · outbound

This paper cites Tailored feedback based on clinically relevant performance metrics expedites the acquisition of robotic suturing skills—an unblinded pilot randomized controlled trial.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Tailored feedback based on clinically relevant performance metrics expedites the acquisition of robotic suturing skills—an unblinded pilot randomized controlled trial

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.966219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5d4ff49b-8348-49ae-b209-2e7d2edea769 · outbound

This paper cites Artificial intelligence-based video feedback to improve novice performance on robotic suturing skills: a pilot study.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Artificial intelligence-based video feedback to improve novice performance on robotic suturing skills: a pilot study

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.952920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 69b619a7-654a-4a10-bf81-74a3f5db583d · outbound

This paper cites Thoracic Surgery Video Analysis for Surgical Phase Recognition.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Thoracic Surgery Video Analysis for Surgical Phase Recognition

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:14:20.785099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6edbf7c5-b071-4479-9b11-794adafb71cf · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment DINOv2: Learning Robust Visual Features without Supervision

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.624520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aab61d1-736a-4779-bcf9-2cc5f0ec674e · outbound

This paper cites Focus on the positives: Self-supervised learning for biodiversity monitoring.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Focus on the positives: Self-supervised learning for biodiversity monitoring

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.939052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 173e7460-2048-4fd8-be28-55845c862568 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Robust Speech Recognition via Large-Scale Weak Supervision

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.634026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4272e0e0-24a0-4e13-9cb1-4f6f463fa0a5 · outbound

This paper cites Dissecting self-supervised learning methods for surgical computer vision.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Dissecting self-supervised learning methods for surgical computer vision

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.925081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d6b75d2-b871-4928-ba35-60f9da8d292b · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.643733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74540217-2fc3-4ae6-9d64-9349edfd046e · outbound

This paper cites Self-supervised learning for videos: A survey.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Self-supervised learning for videos: A survey

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.910729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c0c2a629-c1f2-4085-a4a3-80d3c6a8d492 · outbound

This paper cites General surgery vision transformer: A video pre-trained foundation model for general surgery.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment General surgery vision transformer: A video pre-trained foundation model for general surgery

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.652185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ca7b09-cfcb-4707-8b8d-549a54ce2583 · outbound

This paper cites Beyond neural scaling laws: beating power law scaling via data pruning.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Beyond neural scaling laws: beating power law scaling via data pruning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.657140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 004a0a4d-d68f-4d4f-a5a2-c8ec108f4dea · outbound

This paper cites Video MAE : Masked autoencoders are data-efficient learners for self-supervised video pre-training.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Video MAE : Masked autoencoders are data-efficient learners for self-supervised video pre-training

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.661377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f650a2-8912-495c-82f4-12a03c078a7d · outbound

This paper cites Endonet: a deep architecture for recognition tasks on laparoscopic videos.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Endonet: a deep architecture for recognition tasks on laparoscopic videos

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.879524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7c48bb90-8a50-4e0a-baf1-62b27c05c5c3 · outbound

This paper cites Neural rendering for stereo 3d reconstruction of deformable tissues in robotic surgery.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Neural rendering for stereo 3d reconstruction of deformable tissues in robotic surgery

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.865553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a0fc1924-d45e-4501-b827-cdee1e5528b6 · outbound

This paper cites Development of a classification system for live surgical feedback.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Development of a classification system for live surgical feedback

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:14:20.851263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f9f9d455-08f4-4d10-82a5-16905e9e061c · outbound

This paper cites Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures.

Multi-Modal Self-Supervised Learning for Surgical Feedback Effectiveness Assessment Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T19:14:20.677625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.