Paper Citation Record · LEDGER

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot

As of 16 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2412.05187.

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

pith.paper-citation-record.v1
2412.05187 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:54:11.549709Z

measured 36 of 36 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:51:54.960707Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T12:16:17.039197Z

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy19
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 422ea6ca-23a4-4b44-8157-f6ae74ea7f11 · outbound

This paper cites Artificial intelligence in surgery,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Artificial intelligence in surgery,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:12.035098Z

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 8dbb3a62-06c7-4cc5-afea-7b91b8b8fe65 · outbound

This paper cites Artificial intelligence in surgery,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Artificial intelligence in surgery,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:12.022549Z

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 0337ab63-53fc-4a5e-9840-1d58e627e8e9 · outbound

This paper cites Surgical video captioning with mutual-modal concept alignment,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Surgical video captioning with mutual-modal concept alignment,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:12.009672Z

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 87e800f8-210b-4a4a-9f4c-8489615ff0e5 · outbound

This paper cites Surgplan: Surgical phase localization network for phase recognition,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Surgplan: Surgical phase localization network for phase recognition,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.995994Z

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 c931eeac-d431-457f-ae3a-cf43d87c349d · outbound

This paper cites Surgical temporal action- aware network with sequence regularization for phase recognition,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Surgical temporal action- aware network with sequence regularization for phase recognition,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.982277Z

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 fce05506-d6d7-4cf2-b669-c01d2dd5f864 · outbound

This paper cites Cognitive load and performance in immersive virtual reality versus conventional virtual reality simulation training of laparoscopic surgery: a randomized trial,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Cognitive load and performance in immersive virtual reality versus conventional virtual reality simulation training of laparoscopic surgery: a randomized trial,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.967602Z

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 453e252e-f1dd-4f28-9532-db0739df643f · outbound

This paper cites Asi-seg: Audio-driven surgical instrument segmentation with surgeon intention understanding,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Asi-seg: Audio-driven surgical instrument segmentation with surgeon intention understanding,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.954163Z

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 4a4449aa-ac7b-46cc-b406-c18a27f91749 · outbound

This paper cites Global variation in postoperative mortality and complications after cancer surgery: a multicentre, prospective cohort study in 82 countries,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Global variation in postoperative mortality and complications after cancer surgery: a multicentre, prospective cohort study in 82 countries,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.940868Z

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 0ffc5ee8-f463-4717-a165-7873cd74e495 · outbound

This paper cites Immersive virtual reality for surgical training: a systematic review,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Immersive virtual reality for surgical training: a systematic review,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.926609Z

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 bae52e8f-56c6-4afa-8341-9f7465469e58 · outbound

This paper cites Patient safety culture as perceived by operating room professionals: a mixed-methods study,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Patient safety culture as perceived by operating room professionals: a mixed-methods study,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.914308Z

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 8cef6819-772d-405d-9111-e2c9f4aeda69 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Generative agents: Interactive simulacra of human behavior,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.449658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba87999-a062-4e87-91f7-8eb052f443bd · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Metagpt: Meta programming for a multi-agent collaborative framework,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.893302Z

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 7ac8eb9e-1cef-42ad-a4da-3e7609df4aae · outbound

This paper cites AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.457211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0395a881-0e24-44d2-8651-87ceeda849c5 · outbound

This paper cites MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.461785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917d8f99-ba62-4517-9fb2-f932e82ce6fa · outbound

This paper cites Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.466096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a61aff-39d8-4f70-990d-d19fdd2e01e6 · outbound

This paper cites Debug like a human: A large language model debugger via verifying runtime execution step by step,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Debug like a human: A large language model debugger via verifying runtime execution step by step,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.880900Z

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 58419ef5-685b-418e-82cf-3a1258ebd5cd · outbound

This paper cites Determinants of LLM-assisted Decision-Making.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Determinants of LLM-assisted Decision-Making

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.474515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1d1ab06-e955-475a-bffa-9b66243872e8 · outbound

This paper cites Interactive ai with retrieval-augmented generation for next generation networking,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Interactive ai with retrieval-augmented generation for next generation networking,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.867939Z

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 59e333e5-9c93-494a-8076-b9099517aa7f · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Tree of thoughts: Deliberate problem solving with large language models,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.854548Z

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 ba5494b1-152b-4f13-959b-27aa44fd9325 · outbound

This paper cites Re- flexion: Language agents with verbal reinforcement learning,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Re- flexion: Language agents with verbal reinforcement learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.839649Z

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 992f5be3-71bb-4f9f-acdf-3fa1150c78aa · outbound

This paper cites Exploring Large Language Models for Communication Games: An Empirical Study on Werewolf.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Exploring Large Language Models for Communication Games: An Empirical Study on Werewolf

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.491465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253a9dcf-4f98-4d23-bb15-94bd304dd137 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.495811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 790f7692-b13c-4861-bf70-b25271496d5d · outbound

This paper cites S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.500233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b6666fa-ca79-4d27-9168-f4eeac7ad936 · outbound

This paper cites Closing the loop for patients with parkinson disease: where are we?.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Closing the loop for patients with parkinson disease: where are we?

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.826122Z

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 5f68283c-ecc1-4cd4-a878-8c481afe4d88 · outbound

This paper cites Exploring Autonomous Agents through the Lens of Large Language Models: A Review.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Exploring Autonomous Agents through the Lens of Large Language Models: A Review

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.508402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b657ad-9009-4554-9ae2-dc1fa937be40 · outbound

This paper cites LARP: Language-Agent Role Play for Open-World Games.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot LARP: Language-Agent Role Play for Open-World Games

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.512546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e5aa666-2692-48b0-8179-57f2135dceee · outbound

This paper cites CharacterChat: Learning towards Conversational AI with Personalized Social Support.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot CharacterChat: Learning towards Conversational AI with Personalized Social Support

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.516715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55bc00e-e8a5-4cee-b9d5-f4d41d3fa8e1 · outbound

This paper cites SocialBench: Sociality Evaluation of Role-Playing Conversational Agents.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot SocialBench: Sociality Evaluation of Role-Playing Conversational Agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.521267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae25511b-a89c-4bae-8a1d-bcf5d5262266 · outbound

This paper cites LaMP: When Large Language Models Meet Personalization.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot LaMP: When Large Language Models Meet Personalization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.525618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2d62c7-cd1b-4a4b-ba56-6dd14c78b0a1 · outbound

This paper cites Exploring the role of simulation training in improving surgical skills among residents: a narrative review,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Exploring the role of simulation training in improving surgical skills among residents: a narrative review,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.812589Z

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 ad2a1c2d-cf64-4e67-86a3-b4bf66666811 · outbound

This paper cites InternLM2 Technical Report.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot InternLM2 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.534331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 332f441c-a6b8-41f5-9648-6abf91f4aa12 · outbound

This paper cites Introducing meta llama 3: The most capable openly available llm to date,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Introducing meta llama 3: The most capable openly available llm to date,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.799161Z

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 a700f13f-3a0c-4f0b-8410-4f897182292f · outbound

This paper cites GPT-4 Technical Report.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot GPT-4 Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.541928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d87288cc-12fb-4a4f-84d9-03b94aaa5860 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot ReAct: Synergizing Reasoning and Acting in Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:11.545620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6efea54d-93ad-4f32-b1de-f39383b83d12 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot Chain-of-thought prompting elicits reasoning in large language models,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:54:11.785141Z

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.

Pith citing papers

Observation 147d481f-7612-4fd9-80fb-d6471351683e · inbound

Capacity Matters: a Proof-of-Concept for Transformer Memorization on Real-World Data cites this paper.

Capacity Matters: a Proof-of-Concept for Transformer Memorization on Real-World Data SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:51:55.026102Z

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.