Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:43:18.546521Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:43:18.546521Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 136 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 63b1beb5-2559-44ef-8648-67767d5216f0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d33881ab-40bf-401a-ada6-6482119f222e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9fb74c0-5763-49f8-859d-e4df55da73de · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f76b1b56-b48b-4faa-83c5-cd6cc2c16853 · outbound
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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Unavailable: canonical work link unavailable.
Observation b9c903e5-0589-4cd8-9aff-ecbfc4ef4c35 · outbound
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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Unavailable: canonical work link unavailable.
Observation 31c8478d-9212-40c7-80c7-e629fa91a74a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78b328ce-b50e-4587-a479-1cb7328db26c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd349eda-e17d-4216-b6c2-6aa3759ca499 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c361bbf7-5b1c-442b-938f-435dfeede200 · outbound
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
Source-reported events for the cited work
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Observation 5c294c67-5de2-4a66-b739-3b044fd6a812 · outbound
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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Observation 12b88fcf-edf2-4a1f-b45e-773bbc8f3263 · outbound
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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Observation fa0f339e-9a3f-46b0-ad1f-6e6f7c10f0e7 · outbound
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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Observation 99bf2ff8-3b12-410d-ba83-3b662866cf23 · outbound
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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Unavailable: canonical work link unavailable.
Observation c8935ba4-1ab7-4957-a2e8-9503eade9ae5 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f718723b-0aa3-4a4b-983d-d62188581316 · outbound
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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Observation 58536693-af95-471f-9e01-9e50d205e9f4 · outbound
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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Observation e21668cd-e1ab-4cb1-8c56-f3eac6510701 · outbound
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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Unavailable: canonical work link unavailable.
Observation 95b07259-1fa4-40cc-8a58-efcd86b1a75e · outbound
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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Observation d19f6618-085c-4ab9-bd5e-2f84dfdd9960 · outbound
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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Observation 07743a23-c40b-4305-bdac-ce66e1d786f7 · outbound
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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Observation 44e2f1bb-c415-4dca-899b-26be86d97dc8 · outbound
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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Observation 990b41ca-35fe-4ec7-a5eb-347f1d1de8e0 · outbound
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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Observation 307dde6b-5c78-4cf7-a5c0-2216016afc79 · outbound
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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Observation b53634c5-4b92-4c59-acae-fb1d0ec5c0d7 · outbound
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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Observation 9f604b0a-9d0e-4127-8796-0ab0dc2a2b55 · outbound
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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Observation 580912e2-7d57-4244-a643-57fc13f751e7 · outbound
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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Observation 5a15fc7c-f974-4935-a73b-2e6475ba5151 · outbound
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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Observation d8af9bd8-f0a9-47eb-889f-26cd542669ec · outbound
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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Observation 56faef0e-2b17-4859-a86c-ca7dcc62de81 · outbound
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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Observation e973858a-b427-4d0a-bcc2-a508e0a278d7 · outbound
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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Observation 060514ca-63eb-4a4a-84d1-b2a4e698a3e1 · outbound
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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Observation 0fb20c97-1339-4a80-a823-fdd88f640279 · outbound
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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Observation 1cec0ac8-22fd-4592-a322-966cbb9654e9 · outbound
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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Observation b485a22b-0ca3-4f91-b5fc-484c4991f7ab · outbound
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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Observation 53ea90ef-38b1-4481-8454-dd5231ffdf10 · outbound
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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Observation 20837767-f3d9-45cc-a44e-f5a908a2da3c · outbound
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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Observation 2b092ac5-6e7a-4718-bced-71b74df1e66a · outbound
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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Observation df082457-5ff6-4ba6-aac9-48cd5b182c8e · outbound
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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Observation 9db59ae4-feb3-4fc9-a37b-a11dfcbfc574 · outbound
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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Observation 27a09064-1e2f-4992-a797-e0ebfba01233 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 40
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Observation e6a1fb93-2442-4c98-b23b-8ef8d98567a9 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 41
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Observation bc965b5d-90d6-45d2-82ff-5c76881bd8d5 · outbound
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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Observation 0f9a0c6c-a65f-4b7b-b0ab-3a0b41323baf · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 43
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Observation 9f1e25f3-ea27-423e-b3d0-b09c92d0902b · outbound
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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Observation e1c1393b-9656-46ad-adf3-9f7da3595a67 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 45
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Observation dc41efc8-63ca-45ca-b36c-7dde989642b7 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 46
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Observation cc2f7eaf-3c98-4323-a57a-fb56facaae53 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 47
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Observation b024e288-beef-4dfe-91b6-da3e014a582a · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 48
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Observation a8009775-8fce-4bea-8763-10c0b72251bb · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 49
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Observation ec38a105-b051-4873-b174-56bde86cd810 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 50
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Observation 5254704f-da86-49a4-8f82-28108830ca17 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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Observation 11019e0b-bbb8-4437-bcb9-e21b5d0d4c7f · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 52
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Observation 325c1c96-9282-4825-af2b-2e7bdc56d365 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 53
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Observation 1123785e-d350-4f88-8cb4-99b271d59a9c · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 54
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Observation 84317604-ee2b-4aeb-9f01-ed02dbc9e115 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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Observation 1cc00f9d-d0c9-4965-96b5-bb63a1f1e8e9 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 56
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Observation d7678e3a-ce64-4e32-a98b-7b0db363e27d · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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Observation 86f2cf07-0cba-43cf-a687-08b55cf60119 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 58
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Observation b180666d-c2a8-4950-a2c0-5b0e419a6869 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 59
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Observation 80ee2ab6-af3f-4924-90f9-8b635b591a34 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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Observation 899baf88-a1a9-4d92-b591-48fed0a2c55f · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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Observation 03818b47-9b76-46f6-bb27-638775323617 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 62
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Observation 47d1da56-8180-4270-8771-ab6b49ded4f2 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 63
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Observation a39e0292-cece-4fbc-93df-114cf4182291 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 64
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Observation 74266d89-366f-4c79-8383-2216c9319577 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 65
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Observation 398f83ed-cb93-42f0-b71c-b4f09bb93b06 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 66
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Observation c1dc7986-b49a-451c-b96b-f6e7a2b48176 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 67
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Observation e15c844e-de90-4a74-af49-76faadc5c4fe · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 68
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Observation 7f7d685c-48ea-4c5a-9e46-12b36d0a8766 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 69
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Observation 7b823bda-fceb-435e-8595-2527c461b6a4 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 70
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Observation 22abd039-7465-4d20-80dc-0df352da5307 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 71
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Observation 86f9f1fe-f3cc-4a35-9a42-ca4aa9bb6ac2 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 72
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Observation 270f16f9-6261-4787-b7c6-b366b77ed3cc · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 73
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Observation 921cd037-d6c6-47c2-90eb-c8e3f9879313 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 74
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Observation 27de8910-7f3c-4707-b816-8bddc880792f · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 75
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Observation 50786024-e7fe-4fcf-b83e-9f2c8135e3ed · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 76
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Observation 80671125-8fce-49cd-98a5-d70d4420e658 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 77
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Observation 0ad56bb4-c8f0-42d8-a74e-8345a792558e · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 78
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Observation d3e647fb-b00f-4995-9ca5-977662e0a3e5 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 79
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Observation a893a4dd-c9d7-4b2a-b920-7df2de892792 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 80
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Observation 1e7d7d33-b8bf-4d43-9b3d-39425801768f · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 81
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Observation 39d8c6d7-1130-4db6-a1dc-b789b56d0c07 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
Reference 82
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Observation 1c1ffab1-bbf4-47e1-b9a8-36a2a7ff5649 · outbound
SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition Unresolved cited work
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