Paper Citation Record · LEDGER

Transforming Multimodal Models into Action Models for Radiotherapy

As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2502.04408.

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

pith.paper-citation-record.v1
2502.04408 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:17:57.441689Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:08:51.209296Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T15:08:56.257305Z

Reference resolution

28 of 28 outbound references displayed

verified exact7
verified fuzzy4
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f35917f2-b676-4316-b249-71cd3b855740 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.164450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1fa240e8-855b-4f28-a62c-8c7f377d6e1b · outbound

This paper cites Prac- tical Radiation Oncology 6(6), 442–449 (Nov-Dec 2016).

Transforming Multimodal Models into Action Models for Radiotherapy Prac- tical Radiation Oncology 6(6), 442–449 (Nov-Dec 2016)

Reference 2

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.613730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 790fbb65-835d-4326-87ec-b60bbc3dbb2b · outbound

This paper cites Medical Dosimetry 43(2), 168–176 (Summer 2018).https://doi.org/10.1016/j.meddos.

Transforming Multimodal Models into Action Models for Radiotherapy Medical Dosimetry 43(2), 168–176 (Summer 2018).https://doi.org/10.1016/j.meddos

Reference 3

Resolution: malformed identifier; doi_truncated, observed 2026-08-09T00:17:57.598337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 23dda0db-1d71-4a50-91da-a1aae8bf9446 · outbound

This paper cites In: Schlegel, W., Bortfeld, T., Grosu, A.L.

Transforming Multimodal Models into Action Models for Radiotherapy In: Schlegel, W., Bortfeld, T., Grosu, A.L

Reference 4

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.583654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a31ed50-f6cb-40dd-b11b-6e248f3f98ae · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.150667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f5a73d52-26aa-4e20-8dfb-6860be9a4686 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.136277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b82bc75-8879-41fb-80a6-9a080b14a6f6 · outbound

This paper cites In: Jaffray, D.A.

Transforming Multimodal Models into Action Models for Radiotherapy In: Jaffray, D.A

Reference 7

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.568271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 069e0191-63a4-4bd4-8b6a-66917f60b7ec · outbound

This paper cites Communications Medicine 3, 141 (2023).

Transforming Multimodal Models into Action Models for Radiotherapy Communications Medicine 3, 141 (2023)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T00:17:57.342476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7cbfb7-3b4e-472e-932e-704affe69b2e · outbound

This paper cites Artificial Intelligence in Medicine 121, 102193 (Nov 2021).

Transforming Multimodal Models into Action Models for Radiotherapy Artificial Intelligence in Medicine 121, 102193 (Nov 2021)

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-09T00:17:57.932741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0b8769f-464c-4b8b-9cdb-b4dd0965935f · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.120897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d413a23b-2645-4d94-a4f7-1b83ef16f1a2 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.105321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16227f6e-9d09-4083-a561-35e3661cef03 · outbound

This paper cites JMA J6(3), 342–345 (Jul 2023).

Transforming Multimodal Models into Action Models for Radiotherapy JMA J6(3), 342–345 (Jul 2023)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:17:58.090116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15887499-20d0-4eee-a973-8e7a7b8e7c85 · outbound

This paper cites Nature Com- munications 15, 654 (2024).

Transforming Multimodal Models into Action Models for Radiotherapy Nature Com- munications 15, 654 (2024)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T00:17:57.367650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cc969a6-25a4-4395-933e-92d05cb7433a · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.075718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87ab6563-8728-49ed-82d5-49c331e631af · outbound

This paper cites Technology in Can- cer Research & Treatment17, 1533033818780064 (Jan 1 2018).https://doi.org/ 10.1177/1533033818780064, https://doi.org/10.1177/1533033818780064.

Transforming Multimodal Models into Action Models for Radiotherapy Technology in Can- cer Research & Treatment17, 1533033818780064 (Jan 1 2018).https://doi.org/ 10.1177/1533033818780064, https://doi.org/10.1177/1533033818780064

Reference 15

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.530477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3d9f6f2-3f37-435b-bb52-11539c6e18e0 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.059759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6af10eb-209e-4f2d-9267-24c12c52409f · outbound

This paper cites iScience 27(5), 109713 (2024).

Transforming Multimodal Models into Action Models for Radiotherapy iScience 27(5), 109713 (2024)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T00:17:57.386479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea85b8f-76bf-4115-9b0a-442a465091d6 · outbound

This paper cites Journal of Applied Clinical Medical Physics 22(8), 16–44 (2021).

Transforming Multimodal Models into Action Models for Radiotherapy Journal of Applied Clinical Medical Physics 22(8), 16–44 (2021)

Reference 18

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.513773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 45b94f25-37a6-49a8-ac51-83e19f2bed34 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.045026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b065bf8-9eea-4732-84d6-bb9dd31a90dd · outbound

This paper cites Medical Physics48(4), 1909–1920 (Apr 2021).

Transforming Multimodal Models into Action Models for Radiotherapy Medical Physics48(4), 1909–1920 (Apr 2021)

Reference 20

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.497356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b28af8bd-8357-41e3-bd35-bf56ff1147f2 · outbound

This paper cites A Bradford Book, Cambridge, MA, USA (2018).

Transforming Multimodal Models into Action Models for Radiotherapy A Bradford Book, Cambridge, MA, USA (2018)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:17:58.029035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 069aae73-621c-4f7b-a77e-3ed7bd3ad6c0 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:58.012361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c58b5c7-5858-468a-a156-3d5c390ab648 · outbound

This paper cites Frontiers in Oncology13, 1124458 (Feb 3 2023).https://doi.org/ 10.3389/fonc.2023.1124458, https://doi.org/10.3389/fonc.2023.1124458.

Transforming Multimodal Models into Action Models for Radiotherapy Frontiers in Oncology13, 1124458 (Feb 3 2023).https://doi.org/ 10.3389/fonc.2023.1124458, https://doi.org/10.3389/fonc.2023.1124458

Reference 23

Resolution: metadata mismatch; raw_fallback, observed 2026-08-09T00:17:57.744751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d46e5c7-3ce9-407a-8996-f088b1a1cae9 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:57.995224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 89ba5703-5a6e-4e6f-a21a-66106122fda7 · outbound

This paper cites Physics in Medicine and Biology 67(22), – (Nov 11 2022).https://doi.org/10.1088/1361-6560/ac9cb3, https: //doi.org/10.1088/1361-6560/ac9cb3.

Transforming Multimodal Models into Action Models for Radiotherapy Physics in Medicine and Biology 67(22), – (Nov 11 2022).https://doi.org/10.1088/1361-6560/ac9cb3, https: //doi.org/10.1088/1361-6560/ac9cb3

Reference 25

Resolution: verified exact; doi, observed 2026-08-09T00:17:57.481803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation afdee084-b57c-47a6-bc14-35468cbd9966 · outbound

This paper cites an unresolved cited work.

Transforming Multimodal Models into Action Models for Radiotherapy Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:17:57.980642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f5f8db2-3f0d-481d-ab6b-7e69a3f46430 · outbound

This paper cites Y., Deasy, J.O.: Automated and clinically optimal treatment planning for cancer radiotherapy.

Transforming Multimodal Models into Action Models for Radiotherapy Y., Deasy, J.O.: Automated and clinically optimal treatment planning for cancer radiotherapy

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:17:57.965137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 42c8288b-0d6e-4dba-85c5-f30be99db85b · outbound

This paper cites gantry_angles.

Transforming Multimodal Models into Action Models for Radiotherapy gantry_angles

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:17:57.947378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 769466d0-e276-4370-8ff5-85c410129cff · inbound

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI cites this paper.

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Transforming Multimodal Models into Action Models for Radiotherapy

Reference 41

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T15:08:56.260496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.