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Paper Citation Record · LEDGER

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback

As of 23 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2507.05815.

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

pith.paper-citation-record.v1
2507.05815 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:21:05.887795Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cfeb75fb-7573-4b48-a5f9-619533a295a8 · outbound

This paper cites Data in brief28, 104863 (2020).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Data in brief28, 104863 (2020)

Reference 1

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0a74e80f-0ebb-416d-ba30-ce52937e0c79 · outbound

This paper cites saliency maps from physicians.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback saliency maps from physicians

Reference 2

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unresolved
no resolver link, observed 2026-08-06T19:21:05.748090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.748090Z digest=sha256:9b39d27ce673072ab42a53be428351a4ded03eb33070a4ae46c3ef78141926bf

Observation cfeac214-078d-427d-9265-0418db147c57 · outbound

This paper cites an unresolved cited work.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:21:06.312602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.769491Z digest=sha256:e244963f0e243a7d9b3a9be88f9098b2e985ec903e9c715a43a149b77b1b71e4

Observation b1bfaf12-c3d0-44f6-bea5-f1babece00ca · outbound

This paper cites an unresolved cited work.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:21:06.290415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.776753Z digest=sha256:fc8c98effabc638daabb3f4d7ad37da117732a3f09af1835dadec026170e4a8c

Observation 0de1ea2f-d087-406b-a71c-ad36d106ec18 · outbound

This paper cites In: International Con- ference on Learning Representations (2021).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: International Con- ference on Learning Representations (2021)

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.784375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0d627b98-d163-460f-a92b-7c2b3efb831f · outbound

This paper cites ICLR1(2), 3 (2022) 10 Y.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback ICLR1(2), 3 (2022) 10 Y

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:06.246606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 4ccb02ed-12d5-46c7-91aa-59bbdf3a8923 · outbound

This paper cites Nature methods 18(2), 203–211 (2021).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Nature methods 18(2), 203–211 (2021)

Reference 8

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unresolved
no resolver link, observed 2026-08-06T19:21:05.797575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.797575Z digest=sha256:28d15f8ba0acac0a297ffee6aae0590c1f514c60a6f9a16b3b08e1cf6add2486

Observation 49ab0922-010d-4589-8735-1930b444f32f · outbound

This paper cites In: International con- ference on multimedia modeling.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: International con- ference on multimedia modeling

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.804021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.804021Z digest=sha256:1c71f0123e5eeffb880a089bd532870ed25f0b7905cbdfc3cc95b088fec66eed

Observation d515f963-5bfb-48be-8f84-8328a2cefc04 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:06.195426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.810057Z digest=sha256:7826302c1426c57075561d4f1b5c0e2368ff501fc60690558cc0b2703b8b60eb

Observation 06ed303f-5ea2-4ffb-86a3-9793d6478a9e · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:06.175510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.816428Z digest=sha256:75febb63a97d0637427572e6bfd666715bc66759f24f541ef85dc870f0dda23f

Observation 06740ede-4ff8-445f-b1b3-0cb5e9174455 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:06.146701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.822371Z digest=sha256:d830817e978d4025f77cf36e40debad739fd1f7914691f78afd163e93b62fa24

Observation 83908acf-5fb1-481a-9b47-ef77bf08df6f · outbound

This paper cites Medical Image Analysis92, 103028 (2024).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Medical Image Analysis92, 103028 (2024)

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.829613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.829613Z digest=sha256:e9bde039c94ce44b9b4fb0901d6bc2fdbeb6ae7ef95ce42749bf89acafbf8793

Observation fca7548b-acc1-4342-8b70-27453c5d7381 · outbound

This paper cites Medical image analysis42, 60–88 (2017).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Medical image analysis42, 60–88 (2017)

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.837903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.837903Z digest=sha256:4a0ab7e655c3e418faf0c3352b3e6f1003a5ed0f9a99a1055461ca763dade750

Observation 12ef34fa-4fd3-46c4-9095-212db06646a5 · outbound

This paper cites Nature Communications15(1), 654 (2024).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Nature Communications15(1), 654 (2024)

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.844409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.844409Z digest=sha256:0b920be9be6e8cbe3794683fcbb757ee022e5c490f626760e0a8ce64f5061489

Observation 36ea147b-0b2b-49a4-a503-29c9457b7caf · outbound

This paper cites In: International Conference on Medical image computing and computer-assisted intervention.

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback In: International Conference on Medical image computing and computer-assisted intervention

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.853548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.853548Z digest=sha256:131ab9008a0c541c6a64b490d07c7b9633db8284913a822c6528eb178ce41351

Observation 50d01350-4e90-4af5-9b81-89598f0e9060 · outbound

This paper cites Scientific data 5(1), 1–9 (2018).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Scientific data 5(1), 1–9 (2018)

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.861464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation aacc08d7-0802-4b60-b7ae-5dc982f35bed · outbound

This paper cites IEEE transactions on medical imaging 37(7), 1562–1573 (2018).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback IEEE transactions on medical imaging 37(7), 1562–1573 (2018)

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:06.019737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.867719Z digest=sha256:4c072f399369cb3f76e5a3e3db814ed2810a58b18664e2606cac55a8ba3b820a

Observation b56872bd-cefe-4054-9eff-30bc81381bf3 · outbound

This paper cites Computational visual media 8(3), 415–424 (2022).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Computational visual media 8(3), 415–424 (2022)

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:05.999628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T19:21:05.873706Z digest=sha256:84008a43bf66443ce7a9ddf5af7feba98de5edd18c7473860461d20c3d1e0996

Observation b534554a-9207-4020-a982-51aaba856290 · outbound

This paper cites Machine learning8, 229–256 (1992).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Machine learning8, 229–256 (1992)

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:05.880873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:05.880873Z digest=sha256:9eb9135ef7b827ba24af68d3db604258f3384cf06ff87bca3a7d14feffc30334

Observation 6fa7357a-ded2-4ee4-8fb0-711f7403d5ae · outbound

This paper cites Computers in biology and medicine150, 106173 (2022).

Beyond Manual Annotation: A Human-AI Collaborative Framework for Medical Image Segmentation Using Only "Better or Worse" Expert Feedback Computers in biology and medicine150, 106173 (2022)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:05.968036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Pith citing papers

No inbound Pith citation observations are available.