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Paper Citation Record · LEDGER

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition

As of 21 August 2026, this Paper Citation Record lists 100 of 136 outbound references and 0 inbound Pith citation observations for arXiv:2608.02188.

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

pith.paper-citation-record.v1
2608.02188 v1

Coverage vector

measured 100 of 136 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T12:43:18.546521Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

100 of 136 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63b1beb5-2559-44ef-8648-67767d5216f0 · outbound

This paper cites energy_device,dissect,mesentery 35 404 45 123.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,dissect,mesentery 35 404 45 123

Reference 1

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no resolver link, observed 2026-08-04T12:43:11.089456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.089456Z digest=sha256:38a528703a06df5729264ded42ac7a96ae7c79f3e45f3c6a31a4b7d8af0c07c0

Observation d33881ab-40bf-401a-ada6-6482119f222e · outbound

This paper cites energy_device,cut,small_bowel 0 360 0 192.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,cut,small_bowel 0 360 0 192

Reference 2

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no resolver link, observed 2026-08-04T12:43:11.127957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.127957Z digest=sha256:7dc3e64313f9c5590f55d0a6d203b7f4a17814b3e08fca055d7ba58a7a574632

Observation b9fb74c0-5763-49f8-859d-e4df55da73de · outbound

This paper cites energy_device,cut,stomach 136 177 0 188.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,cut,stomach 136 177 0 188

Reference 3

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no resolver link, observed 2026-08-04T12:43:11.165313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.165313Z digest=sha256:3495e0c5de68a913d6c9e75028520e1316ab63f04d65b4f630489e3c96fb1922

Observation f76b1b56-b48b-4faa-83c5-cd6cc2c16853 · outbound

This paper cites energy_device,cut,omentum 2467 2120 811 840.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,cut,omentum 2467 2120 811 840

Reference 4

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no resolver link, observed 2026-08-04T12:43:11.203315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.203315Z digest=sha256:d7909dfa6ca4da85d3213ace2ca3630c58f26bbae90f5eea50afad792c126209

Observation b9c903e5-0589-4cd8-9aff-ecbfc4ef4c35 · outbound

This paper cites energy_device,cut,mesentery 163 429 112 233.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,cut,mesentery 163 429 112 233

Reference 5

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no resolver link, observed 2026-08-04T12:43:11.217221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.217221Z digest=sha256:5cd6f906792f02709f066eb0c0fcc92148c402dc300eda299ca4814caf6717ea

Observation 31c8478d-9212-40c7-80c7-e629fa91a74a · outbound

This paper cites energy_device,cut,adhesion 152 391 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,cut,adhesion 152 391 0 0

Reference 6

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unresolved
no resolver link, observed 2026-08-04T12:43:11.272733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.272733Z digest=sha256:a4d234313ad9af7464f0b92921783b37f72dc91f861ad34f00a301c09f859c89

Observation 78b328ce-b50e-4587-a479-1cb7328db26c · outbound

This paper cites energy_device,dissect,omentum 764 803 305 662.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,dissect,omentum 764 803 305 662

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:11.076481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.076481Z digest=sha256:606b0e95fbaa295745754ba2d302dcbe223c7c15210d8502b2711e042b8fb255

Observation cd349eda-e17d-4216-b6c2-6aa3759ca499 · outbound

This paper cites energy_device,coagulate,omentum 197 73 81 186.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,coagulate,omentum 197 73 81 186

Reference 8

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no resolver link, observed 2026-08-04T12:43:11.354447Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.354447Z digest=sha256:653ab1a649cb47791198890b40b5d64b52f7f4beceb22c1e009856cb6ab14d3f

Observation c361bbf7-5b1c-442b-938f-435dfeede200 · outbound

This paper cites IA,retract,small_bowel 0 42 33 136.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition IA,retract,small_bowel 0 42 33 136

Reference 9

Resolution
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no resolver link, observed 2026-08-04T12:43:11.397591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.397591Z digest=sha256:9460b3aa3805d4f60916572c1760f57c7b322d41b82897ad0e279dfb9d041ece

Observation 5c294c67-5de2-4a66-b739-3b044fd6a812 · outbound

This paper cites IA,retract,stomach 74 27 19 57.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition IA,retract,stomach 74 27 19 57

Reference 10

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no resolver link, observed 2026-08-04T12:43:11.481579Z

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source=pdf_text observed=2026-08-04T12:43:11.481579Z digest=sha256:43ed426e7c0ed4e94bcfd231c7c4a4593582af7e0d27926be4f394c7cfba91f0

Observation 12b88fcf-edf2-4a1f-b45e-773bbc8f3263 · outbound

This paper cites IA,aspirate,fluid 1894 2593 932 1410.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition IA,aspirate,fluid 1894 2593 932 1410

Reference 11

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no resolver link, observed 2026-08-04T12:43:11.566426Z

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source=pdf_text observed=2026-08-04T12:43:11.566426Z digest=sha256:566405355477a0a4254479d0455e7b9687b7534d8f185405f5ab18ca6fa5e490

Observation fa0f339e-9a3f-46b0-ad1f-6e6f7c10f0e7 · outbound

This paper cites IA,irrigate,fluid 6 27 176 174.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition IA,irrigate,fluid 6 27 176 174

Reference 12

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no resolver link, observed 2026-08-04T12:43:11.664136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.664136Z digest=sha256:81e950f1a2ce38681f49cca40787d20a810a03f393696e9f8ae00afd2c40dc09

Observation 99bf2ff8-3b12-410d-ba83-3b662866cf23 · outbound

This paper cites needle_driver,grasp,thread 638 733 315 96.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,grasp,thread 638 733 315 96

Reference 13

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no resolver link, observed 2026-08-04T12:43:11.710060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.710060Z digest=sha256:ad99c60fe67625748506486f511fa761023dc61e9801efb41cb4687798e03f03

Observation c8935ba4-1ab7-4957-a2e8-9503eade9ae5 · outbound

This paper cites energy_device,coagulate,stomach 422 147 35 33.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,coagulate,stomach 422 147 35 33

Reference 14

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unresolved
no resolver link, observed 2026-08-04T12:43:11.303834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.303834Z digest=sha256:40ac1a695cb6a22da3fcea81a9597f34e6933eb761dd7b562b53f227a0617166

Observation f718723b-0aa3-4a4b-983d-d62188581316 · outbound

This paper cites needle_driver,retract,small_bowel 114 50 31 23.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,retract,small_bowel 114 50 31 23

Reference 15

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no resolver link, observed 2026-08-04T12:43:11.851081Z

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source=pdf_text observed=2026-08-04T12:43:11.851081Z digest=sha256:8686b77de238d33b0e7d0598726e0ec642e7b1a11d4a52ff61a5efe8fb487d72

Observation 58536693-af95-471f-9e01-9e50d205e9f4 · outbound

This paper cites needle_driver,suture,small_bowel 268 873 20 37.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,suture,small_bowel 268 873 20 37

Reference 16

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no resolver link, observed 2026-08-04T12:43:11.924205Z

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source=pdf_text observed=2026-08-04T12:43:11.924205Z digest=sha256:7e52436730da67a487b27c62332a74bbe01c795153d972e20f73e4b0210e59ed

Observation e21668cd-e1ab-4cb1-8c56-f3eac6510701 · outbound

This paper cites needle_driver,suture,mesentery 8897 0 908 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,suture,mesentery 8897 0 908 0

Reference 17

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no resolver link, observed 2026-08-04T12:43:11.981329Z

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source=pdf_text observed=2026-08-04T12:43:11.981329Z digest=sha256:fcb9dc6f3a0407752e222ac453cc5974ded8e11064866cac7c22e929bf4db8c1

Observation 95b07259-1fa4-40cc-8a58-efcd86b1a75e · outbound

This paper cites needle_driver,suture,SBS-A 12828 11348 3821 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,suture,SBS-A 12828 11348 3821 0

Reference 18

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no resolver link, observed 2026-08-04T12:43:12.089224Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.089224Z digest=sha256:657cf31a68f98318eaf2d072dd6a22da1b7e5b7a5e8461523c6cf4ba5ba02540

Observation d19f6618-085c-4ab9-bd5e-2f84dfdd9960 · outbound

This paper cites needle_driver,suture,SB-A 9057 7506 1655 2034.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,suture,SB-A 9057 7506 1655 2034

Reference 19

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no resolver link, observed 2026-08-04T12:43:12.192148Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.192148Z digest=sha256:8a5270be09ff8fddfbb319dea6a040308d30b8f4e0f0d7384413227b0fcd639a

Observation 07743a23-c40b-4305-bdac-ce66e1d786f7 · outbound

This paper cites clipper,clip,small_bowel 0 0 0 110.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition clipper,clip,small_bowel 0 0 0 110

Reference 20

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no resolver link, observed 2026-08-04T12:43:12.267677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.267677Z digest=sha256:89d0c60d55a01c65018478c3b236e48e19a3ed5a0a1a3347537008979cab870e

Observation 44e2f1bb-c415-4dca-899b-26be86d97dc8 · outbound

This paper cites needle_driver,grasp,needle 1025 814 388 63.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,grasp,needle 1025 814 388 63

Reference 21

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no resolver link, observed 2026-08-04T12:43:11.790938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.790938Z digest=sha256:3504bf1598e1eff324c917589b3f8e6b1bb3667b0a36986363ade9fca9b9bf2e

Observation 990b41ca-35fe-4ec7-a5eb-347f1d1de8e0 · outbound

This paper cites bipolar_forceps,grasp,sponge 107 0 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition bipolar_forceps,grasp,sponge 107 0 0 0

Reference 22

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no resolver link, observed 2026-08-04T12:43:12.517055Z

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source=pdf_text observed=2026-08-04T12:43:12.517055Z digest=sha256:c8fcec8be16355abf31626e54285484568688d2f89fa81f9bb5dcba83d9bfe19

Observation 307dde6b-5c78-4cf7-a5c0-2216016afc79 · outbound

This paper cites bipolar_forceps,coagulate,stomach 1192 0 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition bipolar_forceps,coagulate,stomach 1192 0 0 0

Reference 23

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no resolver link, observed 2026-08-04T12:43:12.524643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.524643Z digest=sha256:8d2952ae1b93ad9d167574cab6390a05b24992c7cb1ddbe6b0a9f5e05e79da92

Observation b53634c5-4b92-4c59-acae-fb1d0ec5c0d7 · outbound

This paper cites suture_passer,pass,thread 630 0 119 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition suture_passer,pass,thread 630 0 119 0

Reference 24

Resolution
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no resolver link, observed 2026-08-04T12:43:12.628878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.628878Z digest=sha256:caa54c701d9dfa8f3e1d4d9937efa147ed1210241520925a22a7c30eb6c8bcb3

Observation 9f604b0a-9d0e-4127-8796-0ab0dc2a2b55 · outbound

This paper cites swab_forceps,retract,small_bowel 0 169 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition swab_forceps,retract,small_bowel 0 169 0 0

Reference 25

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no resolver link, observed 2026-08-04T12:43:12.676783Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.676783Z digest=sha256:0dc24ba218e07bd8a54a47436103a9e70a5317ed9fe9c6e30eb556057e6ce2ad

Observation 580912e2-7d57-4244-a643-57fc13f751e7 · outbound

This paper cites swab_forceps,retract,liver 0 343 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition swab_forceps,retract,liver 0 343 0 0

Reference 26

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no resolver link, observed 2026-08-04T12:43:12.682771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.682771Z digest=sha256:56376ac7c4e9f7225f51e3fd67118c8830104769aefbb1f69e0d9102da23e154

Observation 5a15fc7c-f974-4935-a73b-2e6475ba5151 · outbound

This paper cites swab_forceps,clean,small_bowel 0 472 23 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition swab_forceps,clean,small_bowel 0 472 23 0

Reference 27

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no resolver link, observed 2026-08-04T12:43:12.755303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.755303Z digest=sha256:d54131103c98e2650ccf79afbaa3be997e90e16e82b5a1befa5a625e17707e95

Observation d8af9bd8-f0a9-47eb-889f-26cd542669ec · outbound

This paper cites clipper,clip,stomach 45 41 39 312.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition clipper,clip,stomach 45 41 39 312

Reference 28

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unresolved
no resolver link, observed 2026-08-04T12:43:12.346216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.346216Z digest=sha256:f2b8715a05a05913d8c2c50858cdbcf34223bc253e7e29bc25e69667b6dc9b48

Observation 56faef0e-2b17-4859-a86c-ca7dcc62de81 · outbound

This paper cites gauze,clean,stomach 3425 0 604 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition gauze,clean,stomach 3425 0 604 0

Reference 29

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no resolver link, observed 2026-08-04T12:43:12.910542Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.910542Z digest=sha256:8f8210ed701f87c3d29bfb6a39762bb663cdd9cc1eb3c664e590fd893a12d50e

Observation e973858a-b427-4d0a-bcc2-a508e0a278d7 · outbound

This paper cites grasper,null_verb,null_target 13825 9022 2551 1998.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition grasper,null_verb,null_target 13825 9022 2551 1998

Reference 30

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no resolver link, observed 2026-08-04T12:43:12.951618Z

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source=pdf_text observed=2026-08-04T12:43:12.951618Z digest=sha256:62d46fb9c66ff24ac420e0a04f2b0625d12b91e4fff02742303d1ce9eafbefc8

Observation 060514ca-63eb-4a4a-84d1-b2a4e698a3e1 · outbound

This paper cites stapler,null_verb,null_target 909 930 267 103.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition stapler,null_verb,null_target 909 930 267 103

Reference 31

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no resolver link, observed 2026-08-04T12:43:12.982694Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.982694Z digest=sha256:78bbff8f902cdac1b029adc36082bc13f24c267a65962bcfb35462b8ae6cce65

Observation 0fb20c97-1339-4a80-a823-fdd88f640279 · outbound

This paper cites electric_hook,null_verb,null_target 466 140 102 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition electric_hook,null_verb,null_target 466 140 102 0

Reference 32

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no resolver link, observed 2026-08-04T12:43:13.024312Z

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source=pdf_text observed=2026-08-04T12:43:13.024312Z digest=sha256:9c72bb5b1c9a1a7340e58b871bd72e744a3830fe73501c229c6c47cf659f7cda

Observation 1cec0ac8-22fd-4592-a322-966cbb9654e9 · outbound

This paper cites RAD,null_verb,null_target 0 126 39 3.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition RAD,null_verb,null_target 0 126 39 3

Reference 33

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no resolver link, observed 2026-08-04T12:43:13.072331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.072331Z digest=sha256:faec00a3f7fca8bcc95c9c36e7f7ad93c1ee9610f0763f7e6d8a693f59cced03

Observation b485a22b-0ca3-4f91-b5fc-484c4991f7ab · outbound

This paper cites energy_device,null_verb,null_target 586 1222 249 137.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition energy_device,null_verb,null_target 586 1222 249 137

Reference 34

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no resolver link, observed 2026-08-04T12:43:13.131479Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.131479Z digest=sha256:176a9aec694136ac933055711b60db6e58884def2e0036eb798dd9d88b091c82

Observation 53ea90ef-38b1-4481-8454-dd5231ffdf10 · outbound

This paper cites swab_forceps,clean,stomach 0 299 111 71.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition swab_forceps,clean,stomach 0 299 111 71

Reference 35

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no resolver link, observed 2026-08-04T12:43:12.819414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.819414Z digest=sha256:6f5a2b7260389e808d12eb6fca47a408f03193dc23d511295a4ee2a6d835ca22

Observation 20837767-f3d9-45cc-a44e-f5a908a2da3c · outbound

This paper cites needle_driver,null_verb,null_target 421 95 159 2.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition needle_driver,null_verb,null_target 421 95 159 2

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.205323Z digest=sha256:96b9b51748eabad518462a276aba861b5669ae4293360986c3ba6ee4f439196c

Observation 2b092ac5-6e7a-4718-bced-71b74df1e66a · outbound

This paper cites clipper,null_verb,null_target 29 66 21 19.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition clipper,null_verb,null_target 29 66 21 19

Reference 37

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no resolver link, observed 2026-08-04T12:43:13.227750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.227750Z digest=sha256:ed6274ddad3b40537de0e1ed54c60ac3ede779f6ae0df9c8102e3842e5834813

Observation df082457-5ff6-4ba6-aac9-48cd5b182c8e · outbound

This paper cites bipolar_forceps,null_verb,null_target 339 0 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition bipolar_forceps,null_verb,null_target 339 0 0 0

Reference 38

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no resolver link, observed 2026-08-04T12:43:13.237355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.237355Z digest=sha256:66a2dbbedb2efb1f08f32b271980940284c5a220c134d7be99a1c14ac4c8468b

Observation 9db59ae4-feb3-4fc9-a37b-a11dfcbfc574 · outbound

This paper cites swab_forceps,null_verb,null_target 0 305 0 0.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition swab_forceps,null_verb,null_target 0 305 0 0

Reference 39

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no resolver link, observed 2026-08-04T12:43:13.251621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.251621Z digest=sha256:c50b72e21b5d2de301527d3706aa2b5b9263434ff5450e5bb0c7bb79c99dce9e

Observation 27a09064-1e2f-4992-a797-e0ebfba01233 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-04T12:43:13.257372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.257372Z digest=sha256:b3490642d1098dae231042747eee51d6e499cadfa616c616718861b6b26ab38a

Observation e6a1fb93-2442-4c98-b23b-8ef8d98567a9 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 41

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no resolver link, observed 2026-08-04T12:43:13.297588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.297588Z digest=sha256:660b14d0b1da88c5be9bb43d8865621b1350980af419bf4e49d58c6db0170fe6

Observation bc965b5d-90d6-45d2-82ff-5c76881bd8d5 · outbound

This paper cites IA,null_verb,null_target 44 245 68 75.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition IA,null_verb,null_target 44 245 68 75

Reference 42

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no resolver link, observed 2026-08-04T12:43:13.157315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.157315Z digest=sha256:a490b722403fc01a3e7447449003781e390aed7f520307568891eb6b141c47b9

Observation 0f9a0c6c-a65f-4b7b-b0ab-3a0b41323baf · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 43

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no resolver link, observed 2026-08-04T12:43:13.374001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.374001Z digest=sha256:d0b75f16b3f4b9944c2e3cea7ebd0c748e6861296b88cde51b87b721e707a4f3

Observation 9f1e25f3-ea27-423e-b3d0-b09c92d0902b · outbound

This paper cites Class-wise triplet mAP across 12 models on the hidden test set of thechallengesplit (Part 1: IDs 0–53).

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Class-wise triplet mAP across 12 models on the hidden test set of thechallengesplit (Part 1: IDs 0–53)

Reference 44

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no resolver link, observed 2026-08-04T12:43:13.430312Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:13.430312Z digest=sha256:16c42944cef16830e2fad30dbb7cd9d497e03012ccedbe7b3a1647633f644bc8

Observation e1c1393b-9656-46ad-adf3-9f7da3595a67 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 45

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no resolver link, observed 2026-08-04T12:43:17.354761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.354761Z digest=sha256:edf61ae0947defcd2786300a13311d20911de4d8af927a3092891a7f48f94f6b

Observation dc41efc8-63ca-45ca-b36c-7dde989642b7 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 46

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no resolver link, observed 2026-08-04T12:43:17.526067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.526067Z digest=sha256:938a41a3f14daeed85ed3e87d160bd876292d6bb489ff41899a34328d7d0ce2b

Observation cc2f7eaf-3c98-4323-a57a-fb56facaae53 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 47

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no resolver link, observed 2026-08-04T12:43:17.714751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.714751Z digest=sha256:2f4686bee9d5d3ef3d0029518a97c619b47e291ac3877506e0655943d5cef3d1

Observation b024e288-beef-4dfe-91b6-da3e014a582a · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 48

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no resolver link, observed 2026-08-04T12:43:17.807466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.807466Z digest=sha256:85ceb457285a1095ceba99ffaa6b7df324a48be26eb28f855121dabde8023ff8

Observation a8009775-8fce-4bea-8763-10c0b72251bb · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-04T12:43:13.321492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.321492Z digest=sha256:62c14896eb1555312a5a3802b7d295048db9da8369c08149bfdb4ecc0b513f9a

Observation ec38a105-b051-4873-b174-56bde86cd810 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-04T12:43:18.112677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:18.112677Z digest=sha256:585ddf389af81b0b3d1f819457fb94a1b0eb11806c4a33c18caffdca8211a00d

Observation 5254704f-da86-49a4-8f82-28108830ca17 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 51

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no resolver link, observed 2026-08-04T12:43:18.184766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:18.184766Z digest=sha256:2f1663b667ed968440f57f978019b0d9d98dd466f0452456b2a0e22282f65ba3

Observation 11019e0b-bbb8-4437-bcb9-e21b5d0d4c7f · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 52

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no resolver link, observed 2026-08-04T12:43:13.461485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.461485Z digest=sha256:d7f35d656523754fc761edd513ef2c919188a7afff086f3c10c9d27fc64b41eb

Observation 325c1c96-9282-4825-af2b-2e7bdc56d365 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 53

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no resolver link, observed 2026-08-04T12:43:13.501912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.501912Z digest=sha256:8aeec75c4cad251497175957844dbc5c49e91492d2eedd27af257eba0a9f21f1

Observation 1123785e-d350-4f88-8cb4-99b271d59a9c · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 54

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unresolved
no resolver link, observed 2026-08-04T12:43:13.532143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.532143Z digest=sha256:20b95ef18e9461ab2e8e228e6e73c32aad366c53f56010e40c8452184171a52c

Observation 84317604-ee2b-4aeb-9f01-ed02dbc9e115 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 55

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unresolved
no resolver link, observed 2026-08-04T12:43:13.608343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.608343Z digest=sha256:ed696f0484b7eaf6ad00ccee8ad41e54d34e497ca70d799b2258b51872291e2a

Observation 1cc00f9d-d0c9-4965-96b5-bb63a1f1e8e9 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 56

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no resolver link, observed 2026-08-04T12:43:13.710751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.710751Z digest=sha256:52b5400fb27f4d144f1fa28f9c0df73a972079c46b71c778e206d7b205bd71f1

Observation d7678e3a-ce64-4e32-a98b-7b0db363e27d · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 57

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no resolver link, observed 2026-08-04T12:43:13.753605Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:13.753605Z digest=sha256:0f191ed8fe7f607f77003f5636d2d3282ab9a23f8bb506bd30b4ca0f1b104aba

Observation 86f2cf07-0cba-43cf-a687-08b55cf60119 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 58

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unresolved
no resolver link, observed 2026-08-04T12:43:13.805477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.805477Z digest=sha256:b5f4ddb16e02affa287b74feb9b7c3a44814f9294bf75059ef8fab3067c035ad

Observation b180666d-c2a8-4950-a2c0-5b0e419a6869 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 59

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unresolved
no resolver link, observed 2026-08-04T12:43:13.864575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.864575Z digest=sha256:2a4849e3b8c981867fe64489feff1fb400445809b9aa75f76c5cf55bd6d4c775

Observation 80ee2ab6-af3f-4924-90f9-8b635b591a34 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 60

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no resolver link, observed 2026-08-04T12:43:13.896682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.896682Z digest=sha256:b7cd1b858396536b8a93423a6bb1276cf7ac04407e0e0fdba3c634ab43336a12

Observation 899baf88-a1a9-4d92-b591-48fed0a2c55f · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 61

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no resolver link, observed 2026-08-04T12:43:14.025834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.025834Z digest=sha256:5946afdb3bc9c7a5164353ae99a26e3327e867995e4708dec07297cc6dfa5486

Observation 03818b47-9b76-46f6-bb27-638775323617 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 62

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no resolver link, observed 2026-08-04T12:43:14.205643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.205643Z digest=sha256:9125817bbaef019a07bb01cf2feccf3c844a0c723f2939f6a812ff197c998ada

Observation 47d1da56-8180-4270-8771-ab6b49ded4f2 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 63

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no resolver link, observed 2026-08-04T12:43:14.344686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.344686Z digest=sha256:1cc540c73857c0930ce80e59d921c9cd4c1ba52120e530a2475163de9833770e

Observation a39e0292-cece-4fbc-93df-114cf4182291 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 64

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no resolver link, observed 2026-08-04T12:43:14.416159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.416159Z digest=sha256:d76e6f5e256d48a323d3ec2a70384783189ab83e237ded93a06aeeb41965e390

Observation 74266d89-366f-4c79-8383-2216c9319577 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 65

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no resolver link, observed 2026-08-04T12:43:14.474450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.474450Z digest=sha256:d4131bf5d085002c09c3a35ecef0b6e6e5d9066bea73992aac67b61f0777d268

Observation 398f83ed-cb93-42f0-b71c-b4f09bb93b06 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 66

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no resolver link, observed 2026-08-04T12:43:14.546120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.546120Z digest=sha256:bb750f387f87f2306a453f6bb8a9069869f6c765c4ecea2fe371fca1b4a62011

Observation c1dc7986-b49a-451c-b96b-f6e7a2b48176 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 67

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no resolver link, observed 2026-08-04T12:43:14.682431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.682431Z digest=sha256:e746e9c4923869e163db731bd853afa2425e3665615abd26c0ca680c8d0568ae

Observation e15c844e-de90-4a74-af49-76faadc5c4fe · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 68

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no resolver link, observed 2026-08-04T12:43:14.757196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.757196Z digest=sha256:b9c9251ba9c33a6e78b5a9628fc1996667dae745a107114071b0f867f341094f

Observation 7f7d685c-48ea-4c5a-9e46-12b36d0a8766 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 69

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unresolved
no resolver link, observed 2026-08-04T12:43:14.814757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.814757Z digest=sha256:67a811b208f1036f017283e1a47289ecde881cc48b85d1e178b9ad3054cf92c0

Observation 7b823bda-fceb-435e-8595-2527c461b6a4 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 70

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unresolved
no resolver link, observed 2026-08-04T12:43:14.869819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.869819Z digest=sha256:d035b9e77e071fd2741df7631f8fe52192bb9f0a0873db8ef945199bee694f65

Observation 22abd039-7465-4d20-80dc-0df352da5307 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 71

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unresolved
no resolver link, observed 2026-08-04T12:43:14.928898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.928898Z digest=sha256:08855a7690b247bf1e97e11d5a2668f98b27dbd98ea55c5acb4c2de068132e1c

Observation 86f9f1fe-f3cc-4a35-9a42-ca4aa9bb6ac2 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 72

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unresolved
no resolver link, observed 2026-08-04T12:43:14.994911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:14.994911Z digest=sha256:bb909c300fd1f7597beb37c2f48d945030e8f3a403cde5b8332e8f3070d824f1

Observation 270f16f9-6261-4787-b7c6-b366b77ed3cc · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 73

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no resolver link, observed 2026-08-04T12:43:15.117619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.117619Z digest=sha256:00843859f8a71a56d7c87a8f689b94855d6add6924f19c23911e687b852e59dd

Observation 921cd037-d6c6-47c2-90eb-c8e3f9879313 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 74

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unresolved
no resolver link, observed 2026-08-04T12:43:15.184750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.184750Z digest=sha256:f57948729c93f22650406c714cd28bd5830535a99b28546fc9eb6dfd52b49de6

Observation 27de8910-7f3c-4707-b816-8bddc880792f · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 75

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unresolved
no resolver link, observed 2026-08-04T12:43:15.324747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.324747Z digest=sha256:b06dba38a45ae7d3d3b9e417c8b021f2d6a213e6afe3a6517546422508356fd0

Observation 50786024-e7fe-4fcf-b83e-9f2c8135e3ed · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.359760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.359760Z digest=sha256:da92d8e6a2028d9b2bf3fe8cbfe44ffaa739373f8efabf02c15e10cca5bf4008

Observation 80671125-8fce-49cd-98a5-d70d4420e658 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.428110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.428110Z digest=sha256:40c59ace5dfc275b291c95e5edc804955c8b475002516849a64712279ab7a01f

Observation 0ad56bb4-c8f0-42d8-a74e-8345a792558e · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.517590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.517590Z digest=sha256:23fb4b19bdc4ec390deb528a811e199edd830b1ffe998402307ea4f7553a5830

Observation d3e647fb-b00f-4995-9ca5-977662e0a3e5 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.581468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.581468Z digest=sha256:68f5570eb16641f5dd925a83900d4e6bb9d63a233d928b2561abe1d41b34f348

Observation a893a4dd-c9d7-4b2a-b920-7df2de892792 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.660106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.660106Z digest=sha256:6854ddaa2e8d597b472c4ce7068d6c98a7b3233f6c4b3321df4ba040fede5966

Observation 1e7d7d33-b8bf-4d43-9b3d-39425801768f · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.727782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.727782Z digest=sha256:d9e00b3aa7d2e77621c4b2ab4c78e69dfdd582a03b57d8780cfaa1874184b14d

Observation 39d8c6d7-1130-4db6-a1dc-b789b56d0c07 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.821530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.821530Z digest=sha256:ee5ed9cf0545d460f7124d8095668cc7c0cac26a2ff217577d03d77f20cf8a5e

Observation 1c1ffab1-bbf4-47e1-b9a8-36a2a7ff5649 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.855820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.855820Z digest=sha256:0caca00e35c1e9b0ef245898b1ebcb1d864b907ce3170e9d1d5944f78bca3663

Observation abc30488-b975-4436-8cb0-ea40d12a1fda · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.904900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.904900Z digest=sha256:dac3fbe60af9bc513fb4fae037b792bce7c54175d76867eaca9c81b56fda261a

Observation a1d6a042-eba0-44d0-85f0-8acfa302ef30 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:15.979728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:15.979728Z digest=sha256:119bfc921fe8b05f86e57e0b20978437a9fcbf5c9003a17aaa5e01dfc0678860

Observation 345ddfac-155e-4237-9f56-229c78bcf109 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.084757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.084757Z digest=sha256:bb6c0f586c198a775456d706e610714a001d53fd5f3b3f8ed650bad7b383cd72

Observation ac272549-5e08-44f5-9219-bb965007805a · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.185753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.185753Z digest=sha256:6b37bbf7c06caada26a07b0ed54d1f342a723bcdeb0fee0fcc9fc31a21883769

Observation e3599a87-fec9-44a3-bb77-80d092171eb3 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.276741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.276741Z digest=sha256:5e7d3388eb63824a830b7035220d4c6ce4f165f0f2830a36d61799e44d029266

Observation 4c99bb71-7bd0-4106-b772-e23937e59730 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.373046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.373046Z digest=sha256:26c3e276e219807c67ffd8feca03aeb3d4991cacf0cc4e0b7853bd4f4f8d052a

Observation c01063e2-3dd3-470f-8f58-549feb6ed04e · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.426793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.426793Z digest=sha256:5d420ff936c9c2cc12bc8f2d1e6ab4bb37c262d059aa98ac82a21d8ce9b5aead

Observation 19b461a5-44b5-4bdf-be18-537dae9de0ce · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.504937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.504937Z digest=sha256:2b3f60f15f57500734aab21ab0edb67c9cb8d56073b0d1c6de1dd76c3f0d5cfd

Observation 69e39915-5bf2-46b9-9552-aabbbe6423eb · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.544746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.544746Z digest=sha256:090453dcaf38fc3add94f3869e92950abdeae5220d5fc327bf0bc8a7cc167f1d

Observation f50456d9-6c11-4557-a95a-195396c35632 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.694755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.694755Z digest=sha256:8d03334d5a42d614d84e529221cc4e77b554ea8d845a081d73b165b6e08cdf75

Observation 7b4ab8f5-c106-40f6-a765-885317d75f3e · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:16.876468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:16.876468Z digest=sha256:c70d188439b129c56d9c4453246e68fbc67086539d5cbd0219a806badfa8d032

Observation d09dc6c4-b0fe-49a2-b591-ee55630d3d78 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:17.054744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.054744Z digest=sha256:fed1b8686be2f26ac96dd7e13be5f07197c77eba855bb21a49ce8f8d4336683a

Observation 04f028f9-9759-4b0a-b11c-49dc9b3a75ca · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:17.237142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.237142Z digest=sha256:6bad7158716c37250b546bffc97db72a02a3fda9113ef1f366b5ddf5bc2ffc65

Observation 65f0b825-b072-47cc-89fe-d271bf5fb591 · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 101

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:17.953623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:17.953623Z digest=sha256:7d1a8b2b49579308749e8c282f375ce1ad9fbfaea0b19d71dde8bb37dc0a0f1b

Observation 4b7e9c31-21e5-46e8-a384-f648b1fa044e · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 104

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:18.256024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:18.256024Z digest=sha256:0095df2bfb63ae0e1ffb1dcef32d0303fae71d622306365bdf7dc52ffd9510cc

Observation 0d1356b3-5a89-4f72-82df-b857aa4e14e1 · outbound

This paper cites Class-wise triplet mAP across 12 models on the hidden test set of thechallengesplit (Part 1: IDs 0–53).

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Class-wise triplet mAP across 12 models on the hidden test set of thechallengesplit (Part 1: IDs 0–53)

Reference 105

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:18.484861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:18.484861Z digest=sha256:104dab517e1720453eb15be344f7424fcfc18f5d248bd2e1f4b852b1f5b94aeb

Observation 723f9e8e-8b0b-4784-b685-a90cb67849ed · outbound

This paper cites an unresolved cited work.

SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work

Reference 106

Resolution
unresolved
no resolver link, observed 2026-08-04T12:43:18.546521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:18.546521Z digest=sha256:c176925a6b061a900495232518ed7c81f740cece473fab4679cbf698c5b2ca7a

Pith citing papers

No inbound Pith citation observations are available.