Pith. sign in

Paper Citation Record · LEDGER

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2505.03509.

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

pith.paper-citation-record.v1
2505.03509 v3

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:55:43.825744Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:23:19.710253Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:23:21.916535Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact2
  • verified fuzzy9
  • unresolved21
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 915a7046-96c8-4d48-ac8d-4772e73b558f · outbound

This paper cites K., et al.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning K., et al

Reference 1

Resolution
verified exact
doi, observed 2026-08-15T23:55:44.160516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.682126Z digest=sha256:f89e593926c67634edffc94ca35d9e7b47ec358466450bd2751c5fa4c8085371

Observation 556ca240-c929-4836-bfc0-d6a190887cee · outbound

This paper cites E., & McGuin- ness, K.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning E., & McGuin- ness, K

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.688211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.688211Z digest=sha256:2616588ffc68af13d68718e9ae7a8fccb5a5ef932038f2d2735c4e8c111dfad5

Observation 76a35d35-b260-4bd5-828a-5fe5db266d3d · outbound

This paper cites Euclid Quick Data Release (Q1) -- Data release overview.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Euclid Quick Data Release (Q1) -- Data release overview

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.692640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.692640Z digest=sha256:5721272f713afd8d342a1619320367a15729c930bef11c3fb03829d09ad48084

Observation 1199a72b-b6ce-4ff5-8822-9f623b8c8e8d · outbound

This paper cites T., Bayyari, A., Sitko, M.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning T., Bayyari, A., Sitko, M

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.697904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.697904Z digest=sha256:247810a4f86c8f82ecce571794cf48d8983b0cbc42fd38cda867ced615ffd0e5

Observation 59476113-e384-49a5-8cdb-af74f8bcc627 · outbound

This paper cites 2009, ACM computing surveys (CSUR), 41, 1.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2009, ACM computing surveys (CSUR), 41, 1

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.568322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.702256Z digest=sha256:a3ab77688c358ba2f9758c58eb9ee03dd65589cd0ebd2b773b9938d1553fc271

Observation d24612a8-7690-4cac-9698-17479a0f5c43 · outbound

This paper cites 2015, Pillow (PIL Fork) Documentation, readthe- docs.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2015, Pillow (PIL Fork) Documentation, readthe- docs

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.554485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.706694Z digest=sha256:8cf0fb7e940185c277a7096a2f8b2f20be20536f097de71b4d7ca81ecc45becd

Observation be1108ab-db1d-4ce4-8ba5-ddbad6cef2d0 · outbound

This paper cites Euclid Quick Data Release (Q1): The Strong Lensing Discovery Engine A -- System overview and lens catalogue.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Euclid Quick Data Release (Q1): The Strong Lensing Discovery Engine A -- System overview and lens catalogue

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.711395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.711395Z digest=sha256:113910fe607a7ff84971f88da41184395e33a3adab12e8699976eae116185189

Observation 75d06c7b-e0cd-46e5-8067-7e75ec2beaa3 · outbound

This paper cites 2011, in Proceedings of the EDBT/ICDT 2011 workshop on array databases, 36–47.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2011, in Proceedings of the EDBT/ICDT 2011 workshop on array databases, 36–47

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.540601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.715790Z digest=sha256:7d8cc55a8e0f4ac5be66a86f6a537b487c32261f82a52a89edd1e3147f2d18df

Observation a560339b-3442-4bef-8720-4afdc6218c8e · outbound

This paper cites O., Kruk, S., Cornen, C., et al.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning O., Kruk, S., Cornen, C., et al

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.719998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.719998Z digest=sha256:ac9477cd3d0824e6229443317a9af7ef637a70680573317514614fdc7e8d0f49

Observation 9bf1aaae-c50c-4039-b390-65b6ae2b82c8 · outbound

This paper cites 2016, PLOS ONE, 11, e0152173, doi:10.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2016, PLOS ONE, 11, e0152173, doi:10

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.724326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.724326Z digest=sha256:9f0d5781bcb3af6d162ea2e90054ba6f23a8d73bd029e3fdd4deab606638d148

Observation 6a349ed0-def6-4f0e-b69a-bebed2ec6991 · outbound

This paper cites R., Millman, K.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning R., Millman, K

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.728515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.728515Z digest=sha256:c6b26effae3b07e653d137a98e451faee33808766292eb432a91883a5c07017c

Observation 3dd0ec7a-a0c2-4e07-9b3a-9cacbef2cbc8 · outbound

This paper cites an unresolved cited work.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.732824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.732824Z digest=sha256:ab9c03b41f26f1361659d6a07c14710310449a92e1a53064e8b5888069568adc

Observation d934e0f6-ff66-47ac-94d9-a72ce1282adb · outbound

This paper cites 2024, Neuro- computing, doi:10.1016/j.neucom.2024.127186.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2024, Neuro- computing, doi:10.1016/j.neucom.2024.127186

Reference 13

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T23:55:44.319467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.737084Z digest=sha256:7bd1174db865ffc68ad6508920f7c371eb51dd35f19488b27995ede2059347e0

Observation 5fdba586-9193-4f52-9441-8a0a1cd9a3e8 · outbound

This paper cites Euclid Definition Study Report.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Euclid Definition Study Report

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.741101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.741101Z digest=sha256:541ecca4f3e923575efab5aef842541d5df9f5eddcdc60fa949eb0eac9f1af27

Observation 800203cf-2c34-4cf3-bf08-ca5c877a5c3b · outbound

This paper cites J., Schawinski, K., Slosar, A., et al.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning J., Schawinski, K., Slosar, A., et al

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.745637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.745637Z digest=sha256:9feddbd9f8bbfd6c29dd69473a246e7aa0ab3af77da60c0973fc61b421d6c81a

Observation cc08a470-7f44-4955-ab08-86031c3b4cf4 · outbound

This paper cites an unresolved cited work.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.749614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.749614Z digest=sha256:3873a63df1e993ba0ad91b16e4fd4aeb9d8478710f96a94ee100e00cd1f43e26

Observation 57a663b9-49fd-4ed4-b424-9ffdae305656 · outbound

This paper cites M., & Lee, S.-I.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning M., & Lee, S.-I

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.516548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.753519Z digest=sha256:b44b067d5e42785ac81195de2737b7c2680b94d3891a5609e80401cf493051d2

Observation cf4f0c7e-4a4a-4fdf-9054-166e3a78d297 · outbound

This paper cites Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.757513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.757513Z digest=sha256:4d60f8296377c37446431789b292d5b29db7fd54af6a79bdb636aeb8e612acdb

Observation 9d023d2e-3c20-41fd-90a5-d5ce2edbc171 · outbound

This paper cites A., et al.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning A., et al

Reference 19

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T23:55:44.501900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.761860Z digest=sha256:30603705c9acf1c39e516853e78504497dae128a2ffd9eca56eaeaca8558427b

Observation cd08a965-4e7f-4fd4-a7c9-c48224d3b845 · outbound

This paper cites A., Cubuk, E.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning A., Cubuk, E

Reference 20

Resolution
verified exact
doi, observed 2026-08-15T23:55:44.074588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.766176Z digest=sha256:4186a591bd9eff35649be2fb04c005785beb27ac3fbecf9fb127d9e5f286e27c

Observation 6b4eb316-cd9c-4f11-9b4b-c6d10f415529 · outbound

This paper cites 2019, in Advances in Neural Information Processing Systems 32 (Curran Asso- ciates, Inc.), 8024–8035.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2019, in Advances in Neural Information Processing Systems 32 (Curran Asso- ciates, Inc.), 8024–8035

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.488177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.770219Z digest=sha256:020ae56396a9d4d763017e50018df7f01387c27e1d500ff7021248a5f5ea82f9

Observation 50f0311a-51b6-4260-81a9-9f80520d34c3 · outbound

This paper cites J., Suelves, L.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning J., Suelves, L

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.774202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.774202Z digest=sha256:16ae7dd32fb7a99413247197e5ace4b70e81929e1cec9c390fdf994a24817fa7

Observation e0afffb2-94f5-4f39-9e51-76f126fa4a74 · outbound

This paper cites A., Clifton, D.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning A., Clifton, D

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.474367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.778421Z digest=sha256:923635616417b8acde1efce1b32e726da096bc9415a32432931be98ac178f122

Observation 8d0a5d27-4751-43de-9ab6-8c6bbb72b163 · outbound

This paper cites an unresolved cited work.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:55:44.460596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.782501Z digest=sha256:c3654f779fd2cb85c5daef456a26d89728bd752d76441750d6ec8225a07c4d70

Observation 9657a152-615c-4c14-bcc8-052c9e0abb7b · outbound

This paper cites 2020, Advances in neural information processing systems, 33, 596.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2020, Advances in neural information processing systems, 33, 596

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.786650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.786650Z digest=sha256:ed20eeacdc1e6819060146bca9a29c8fb3b7d3938f21638663014428cc7fb588

Observation 2d7dfe33-e06a-49a8-8a1d-5b6f33f8352b · outbound

This paper cites G., Krone-Martins, A., et al.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning G., Krone-Martins, A., et al

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.790873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.790873Z digest=sha256:2c7c0a4533c9967060f07a6c9a1d141740c1013a7c831d9474d69b46bc3e1235

Observation 94cb1d0d-a077-47f7-92da-7b20ccbedbe7 · outbound

This paper cites 2019, in International conference on machine learning, PMLR, 6105–6114 Van der Walt, S., Schönberger, J.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2019, in International conference on machine learning, PMLR, 6105–6114 Van der Walt, S., Schönberger, J

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.438300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.794853Z digest=sha256:e35dd45604618fcc7797ce50f2297497ff313f51130877fdc963862c644fd9b4

Observation 70689db9-a9af-4c36-a97b-2338af4f419c · outbound

This paper cites 2022, Monthly Notices of the Royal Astronomical Society, 509, 3966.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2022, Monthly Notices of the Royal Astronomical Society, 509, 3966

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.424726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.799147Z digest=sha256:b9aed1f871be1a09bc86e6d0138a6534131f4ecedaf5602d2c7a79ac09662d55

Observation 5d4e32e1-bf67-4e04-b0a2-abd429365c41 · outbound

This paper cites 2022, MNRAS, 509, 3966, doi:10.1093/mnras/stab2093.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2022, MNRAS, 509, 3966, doi:10.1093/mnras/stab2093

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.803334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.803334Z digest=sha256:4a6f60ba108a12af30a2598282202d98e6dd2a6ed1fac6a5f15786c1cf4da824

Observation 82ca2306-df34-43d9-b95e-66a72e844b20 · outbound

This paper cites 2023, MNRAS, 526, 4768, doi:10.1093/mnras/stad2919 Wes McKinney.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2023, MNRAS, 526, 4768, doi:10.1093/mnras/stad2919 Wes McKinney

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.807702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.807702Z digest=sha256:70282bacdbb883762041bfc738143cabb5daf86f7b672369b4c1f25c04184a00

Observation 9048bec8-2226-48c0-9f6b-acf8075a959a · outbound

This paper cites W., Lintott, C.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning W., Lintott, C

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.812629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.812629Z digest=sha256:5bfe327a1687254c0718f2d012b27dd146741001e9fa491ee867e2c1bbc73c6c

Observation b1c58b49-1659-43d7-b33f-450e6a7db8a8 · outbound

This paper cites Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.817265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.817265Z digest=sha256:4e20671eeab2dd933e92fabdc914cd5fed76105f070c3cb69a439dc6c1b65b59

Observation 718548ec-03e6-42e5-8464-73d3ff11d1de · outbound

This paper cites 2019, Journal of machine learning research, 20, 1.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 2019, Journal of machine learning research, 20, 1

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:44.410625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T23:55:43.821712Z digest=sha256:7d73458225b0ecd3e352c91aa8358a04861a79b1ae892c98ca950546ac0b4ba0

Observation fe2d4b83-bb72-4206-8ffc-32f934404a5b · outbound

This paper cites an unresolved cited work.

AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:43.825744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:43.825744Z digest=sha256:f82e8ceafc3420321896182ba00e229de80802eca9f9ec922b904d5c88e4fd97

Pith citing papers

Observation 0284387e-b816-4f1e-b3cf-843fdd6e2bd5 · inbound

RAUM-Net: Regional Attention and Uncertainty-aware Mamba Network cites this paper.

RAUM-Net: Regional Attention and Uncertainty-aware Mamba Network AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:23:21.990834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:23:19.710253Z digest=sha256:d4eaeb9c9d9874557e8fe310e0fe5a4fadfe4465533e01d5c0bdd792a98dfa93