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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

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=sha256:20f1b10c16f49a0abcd815507268f43a56b925c9cda46c7e7984b0d7c9434c6b

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=sha256:2fb6c5f8cfc92c6afbadd4af5484784b8b1b4a011ab3d2439b78b2a7ef148245

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:11.165313Z digest=sha256:0f4cefad903b49b265a8be68883be0db161034debc66f527294f0d42a9dfba8f

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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unresolved
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:e67186ed2054bed08e3f2abeed496b37e6d14aa2afd74c84385ea1c52696731d

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=sha256:39905938a9cffd48b1a89f81043d5ba6be7a829d8b59ec1c3e799cdc7abd8c12

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

Resolution
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:fabda4d4a4dabd5a83b9559a7e03a984e783f57e2068473215ae8bc2d1240ff3

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:f898885b4af8dc69d7f10fa9dfb86781a4909045a408a9c8f7a594549e3c369f

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.354447Z digest=sha256:fe246652d4aa4df6a64ed9d97ebc7d686cd716930c47d81d1048938612f98b1f

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

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unresolved
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=sha256:9a9cfc00ae7e58408f0aaaf2cc802a3956c192e610a02c89d4cb5aa1f92df959

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:f4e39f8a1c892f9120d62c39512a06f8c5907921c1728a3dd9682fda7981019a

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=sha256:4a6ff5a0c6b04289479ce73040b3b90116b2be640d2ea4a411e47c73e8d64d41

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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unresolved
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:da7619ea6f3eed401ce67834d52f7bb7b9fea65ccb6c4f9bf7ba2080f595ebc5

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=sha256:7120f67e41987ac22b507be3620c39d5549abc555eee78aa8b86c7508c7f17c8

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:11.303834Z digest=sha256:b6e0574dad98e0ed2e92d1b974b93edb243adf0dd1bbb254987fe3edea27f347

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=sha256:6fc438c603638dd84b8f53d37b25df412f95bf5f895f934915e30cfeb79dbd6e

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:11.924205Z digest=sha256:7a18cceee3ba3de4a91ab5c79e3248c0c9d036d61cd2d0fbebe8b4ad0e4ff68e

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:11.981329Z digest=sha256:a1e371c9b79b4c74b06620f81e6383b2f59f601ae2e84e9f0a5c1f575f0c5035

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.089224Z digest=sha256:9e90055f8d078c02eca523215d7fd6cee725c8d0e14b82a6d2a9c514b16c2946

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.192148Z digest=sha256:4d78235351645825e9ac7fe5428623e0f635eb28d1d48f51a40f77ed02485193

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

Resolution
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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:a30b686e2c0542947120c1048491a7729a519510c8ffa970603ce02fa4a2a42e

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=sha256:88e8645efbfbd15f294762616ece15800370aa07d59304440efc835285ee1eae

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=sha256:4a6b559a08e914f626bc034b63ee880bfbadece790d244047b380603c5aebcb3

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

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source=pdf_text observed=2026-08-04T12:43:12.524643Z digest=sha256:5bf103a15ef8435044b7c3167968b60823c4033f3aa7f2ff04e540cd1c27cdd4

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

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.628878Z digest=sha256:b5842271b1bd737e897d53be4df652cc9bd1638661dcd9b9c523ef0c3890d190

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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source=pdf_text observed=2026-08-04T12:43:12.676783Z digest=sha256:8f8455a4c6f1de175a447d0843693813b06ab1322529015863e698d2a2a8ac07

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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unresolved
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=sha256:3c559d35e631c950c399404d3a5b7b1eab29026027e6efefe45688473edf11a4

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=sha256:1e53e2fb6f8bfb64c8dc76de48a180f3617abf1ba5423e4c5e6ac76c9d936424

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T12:43:12.346216Z digest=sha256:090e8d4232a7443fb249d310328473cb0fb73aa1efd4a18d388362e4becad31d

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:12.910542Z digest=sha256:97c50375906c272728b070608811edd86454c8cc1e1695cd881f16d771f1314f

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=sha256:134bc733b7d16402ff5822d3072fcef024be0b9e10ed53ccb03618865c2bd37e

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

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source=pdf_text observed=2026-08-04T12:43:12.982694Z digest=sha256:45c3f26c98e76b54faff3ee6c9bebc991acc66e6d08f9d1447ceaa75cd705599

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=sha256:2d213593c801ae48da9c00bf71747f166cfdafee7bb0c13c01eaef6839ffbe3a

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=sha256:342c9b2980df78f0dfa8f1d808e19af707fcfa7d8d2ebe78e7f6904c2f426a60

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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source=pdf_text observed=2026-08-04T12:43:13.131479Z digest=sha256:2d64dea9c31e1578175714730e9d47360e93e09755b7b20213a1644705e51468

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=sha256:34132db842a97fc2b55d9a35e75701c123c6adf7e7985bf9718eccf21ee74ccf

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=pdf_text observed=2026-08-04T12:43:13.205323Z digest=sha256:e0dd7a3d3d135daf558da21f30f4939337ae334325626357cd9fd12e16ffc588

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

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source=pdf_text observed=2026-08-04T12:43:13.227750Z digest=sha256:3c1b9a029e18abeb8a87e64325babf24833c2ae8bec0c85b743fab857622e514

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.237355Z digest=sha256:5023062ebb9290d95012420c1bd89524c95f041929de4cf6d8041829a3bbdc74

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=sha256:9c2659f5025fd9ef2e8588cf840d2d3a341fadc4b9c388e90865bf618ea0d4a5

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=sha256:0af8689559a2b997dd101351613ae434a7ffeaa147f2ae1a866cd86b8280215c

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=sha256:2428e10ad22176fac61bccbb79c6d2697f61bf755894b739bfbfeab59b480e4d

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:b8bf8e95c403ea7ed82a1677d212a07a1508f0129ed0adcc972f1c92004b28a4

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:dad19a79d9dd6425845a001bd8b9cb56c1182b77a4121f6c1e48a22abeef6eb8

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:43:13.430312Z digest=sha256:a0a08acc1498aa76d506a9fe0efa73ac6a206a710301f21a5ac8de854dd722c8

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=sha256:9522680b3d446c29a2252d0b7af54943e21269620339951cdd6c7134575afebc

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:efe6f2bfa160647f7504e764650b976574c83ca7e3cea20bd20e5b72d1479b10

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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unresolved
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:cf3a5944172c2828d42bea40cb3716649f9f70cc7277bd174f3ac5c3f44504c8

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:f2b0dfc4e6b5c317d2d6eb10338b62b6a6af2ca2a744a7c4193eae2d8a7a6bff

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=sha256:396fe7f86012d2d90967e8543107208c01f785887801736f0a594ab091af256e

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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unresolved
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:e7db0c033fa7bed6b5fe78f310eba0df49056506b264be03a334f9c9c3959c5b

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=sha256:7353f663bd1bce5e5b6979c11258a3164c0f81c8c2d055baa9c77c46b892b6e2

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:e448c262ea748831fda182666b7780cfeba601a55125df62b6d7d8ebaca96267

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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unresolved
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=sha256:4dcafdb13281c612c6325d5733acfabfb212ac16edae9bdfe6bcc6fb60a23846

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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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=sha256:5827e177e93187cf1af591009c221c79ec7fec48b7404078826f6e7f192a500f

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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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=sha256:92420feca656a1238da099cc81c82c2aaa18a60936915f727556d24c37148f43

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=sha256:553eb6248ed14ae90e19a748640e1bbaaef4e230f04f9d0b7d265578b5694ef4

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=sha256:0ccee42b927cd94083591483f08a05c48412467a38869ce469b48e0efaed8f40

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:fb2b076d99aad358dbb18d1cc5a18b2f287fd67740a4a21a3c7b7121debfab59

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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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:dada8526c615d52b2e38b08ea13aeba1c11d2c043f7e1c340b3e280f6d274b11

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=sha256:2ddc968fda39e5dc476cbbfcc4d8380ea948b4ba71909d9dd1137ca30a724624

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=sha256:82e04d3cc24f9f7b7af0b5aba93974344ce063dce256f453fdc02d460fb72218

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=sha256:357e95291aece19963849500bab5fc8e122d769c9cbf2964062ae725262d9c39

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:a19f363e2d49e6ed88463b8a99f96073ff208626456c3b9296feb8b77e1985e6

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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unresolved
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=sha256:4da036d89242eeebfd9a57811b85b20bea7fd6657bbe93dee28e4d74ae30996d

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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unresolved
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=sha256:3a15d339c876e53ce856c86e9404167745b950abcc1691832f2a9d19a54eca4e

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=sha256:9c5eeced3fbc59d19cc4a3ac165644650ac9e1b556ea40d65e63c34699bf1a50

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=sha256:289dd92af589a339b2153c3dd9822c434360e6615959bcdb6301db4acabf9dfd

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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unresolved
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=sha256:1b7c113825b79fbf2dea03b3f74b7ad3cc949900d8fa93a7a569cb04b3b1e8e9

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:b3a7acee655d2e30ee0e3fa2758080d04eb1dcfa3985db7108e66609eb5a469d

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=sha256:8ec7c423d5f478e4f365d92c1140e4cd97f1fb346984e4c4cef2a962030eef56

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=sha256:9dddb5146057fe164226aaffc5ccf36a28f44d01be892f694121089fb3868745

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=sha256:79c75d16bf024f658d540e15dbb427fe77ae475ad3de740fa4882a9513a2df97

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=sha256:4176e106f72aa991189965f12483e037db35abbd8994be624db1d6f9b961e26a

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:a55cfc8165e492092e02523c382b1a1ad6091e92e9ccbba24d8b067a31adbe2f

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:f08559962960613fa355cd122de8de12f6a13c175330be37c8f9e488c1be7c01

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=sha256:8bd85b3719c14a7b132e97001b199c0a6b46a94d6911763af5c2f0041cfdde85

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
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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=sha256:551de755b74df1a3e89c63fda90707c1e9f3f3621067ca0e094ffefcd1d91c92

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=sha256:9e0eb09c249c2ddfbf3f615d7144c82fbeea4a534bdd1d6bdeb6fb0d46450d87

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=sha256:1a35a8f3bde6429f70839efbe96aacbe4e3377dba3595fda481dc27e4b0b1c6e

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:aca2070fae5c9c7ff90b207f78ecfb5e557117ab901e9191ce6cf08b5f0d0065

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=sha256:3ddc73450f10f5aa1e4d694658b38c09a0d6bbefb97ea12f147a79f2e72d43be

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=sha256:4cd7d8f2a6adb67a7e4e767a2b5602827269a2089f22cb16350953bc780c8866

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=sha256:548c51f4d10682111cff0bed401f2e6b57eaf7a64e4927dbc9e4b28426d2de63

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:d2fa9fb5faea94c28c34111c16631cf61c96012d123f3df124ce7216fd16f135

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:ea3aa8cd4cad150c9da0d85515aceb95c04d8866fcabde454ac15e787b7ce60b

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=sha256:4ddd9ca1adc02aca22f752489204d746ec9c55a9c96ad7061ca31069ae0316ff

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
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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=sha256:8e9c6125125268359ee6159d1b65eac82f3b98a6bf422e27904266b1ba84c3d8

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:f4b90b442303e5356154eb4d9b41f6991e8f1c4ea72db53ea0e1b79a4c59537b

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=sha256:8618429e665d2c78642a506b38006fd8df27869564e70a4495fc31a38f6041da

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=sha256:61c0b283030c768b202e57c0d1674ddf7c6a8841f1aa68d9452acfc1eea424f6

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
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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:c561036659be9b195ff6c226e6ea41f707d2edeb782a69d3aa2d577d8f4ceb65

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=sha256:651403a56f539b86ebc59afd80ee2bf9e986b09769ac7403be7d6ea13baf9868

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:f8e52c6a709cb0d8cb435e21565323871c9b56b9cefbd9ecbc1abe7e93ef99a8

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:bfb8fd27f6b66003fb3c47c00edb20f470f757dafcc478f253ff1e3802058705

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=sha256:5f23b9b8005960665c56801144ca55121b5c06895d3d809e57537110024fc78c

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:f3b8e5e8f11d1c57fc93e95e4acd448ff224c30d006b54a160102fdb106082a0

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:d3cc7a5f40423fd66731d03da54ae6815be397d299ba50a5c1de873af61a1583

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=sha256:0f738c018b0dd9a7f6f2b242b56c103b0b33770c71b4d6e7ced06cf0a0ba26b4

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:dca94feec7f5bf8a5b5f031cec7c07a457e97de0cd7f76754c42243b5b4c85ab

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=sha256:833172627e7a6f9b7c40969a2c6e2c6e337fc8aa0be5ec623da19decf536addf

Pith citing papers

No inbound Pith citation observations are available.