Paper Citation Record · LEDGER

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting

As of 27 July 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2512.00198.

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

pith.paper-citation-record.v1
2512.00198 v3

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T03:20:51.877112Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-26T06:30:07.085553+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T12:21:48.661331Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy30
unresolved0
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c60ba975-70ea-4af8-ac48-2a91b843ad58 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.960352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 9cd2f074-8dde-4a50-94df-cea11f6260ee · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.962076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 07ad5769-5f32-4820-bd01-ac4c26b67b07 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.964115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 377c32ee-4b04-44a8-b133-0f06822ec799 · outbound

This paper cites Please provide the radiology report for the following 2D screening mammogram <image>.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Please provide the radiology report for the following 2D screening mammogram <image>

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-05-17T03:21:28.949467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 49e5fd8c-e58e-4b47-a8b5-ef96eca216ac · outbound

This paper cites Also, the question-answer must be derived from the given radiology report only, nothing else.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Also, the question-answer must be derived from the given radiology report only, nothing else

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.954076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation e5e9de2e-e4f9-4eb3-9d73-f74bd379aaaa · outbound

This paper cites All questions should relate to what can be observed or concluded from the mammogram images.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting All questions should relate to what can be observed or concluded from the mammogram images

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.945454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation a8789d01-a912-4005-b0e4-ba23764f1659 · outbound

This paper cites Provide detailed answers when answering complex questions.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Provide detailed answers when answering complex questions

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.947287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation e74b2958-bcee-412e-8298-c368bac558b4 · outbound

This paper cites If BI-RADS is not mentioned in the report, do not include questions on the overall BI-RADS assessment.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting If BI-RADS is not mentioned in the report, do not include questions on the overall BI-RADS assessment

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.951806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 03589170-c2a9-4999-8621-acda5c4b1f79 · outbound

This paper cites suspicious.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting suspicious

Reference 11

Resolution: malformed identifier; raw_fallback, observed 2026-05-17T03:21:28.966139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 207228f5-f430-4d13-b5de-1a9ddb65be69 · outbound

This paper cites Minimal vascular calcification is seen.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Minimal vascular calcification is seen

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.974503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation d50055cc-63bd-4a20-b1ce-87f6746733bd · outbound

This paper cites There is a mass in the central right breast with surrounding calcifications, for which additional imaging with spot compression and magnification views are recommended.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting There is a mass in the central right breast with surrounding calcifications, for which additional imaging with spot compression and magnification views are recommended

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.977227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation cb369ca6-87eb-46ac-814b-ae122b5edc9b · outbound

This paper cites Minimal vascular calcification is seen.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Minimal vascular calcification is seen

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.929507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 9818dbc2-9cbd-405e-8417-6f44ed870d5e · outbound

This paper cites Do not reference the report verbatim or mention its specifics ( e.g., who read the exam, the software used, or the date).

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Do not reference the report verbatim or mention its specifics ( e.g., who read the exam, the software used, or the date)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.926840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 2b70814d-80b9-46a6-81d0-b6c2e91f96a4 · outbound

This paper cites Also, the question-answer pairs must be derived from the given radiology report only, nothing else.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Also, the question-answer pairs must be derived from the given radiology report only, nothing else

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.911545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 9c6a215e-1c41-4059-9e36-34b26114daef · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.941919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation ccedc602-1341-41e8-b397-42ec2686dea5 · outbound

This paper cites All questions must relate to observable or inferable image features.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting All questions must relate to observable or inferable image features

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.931846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 185e2d5c-cdf9-4c8e-b545-de0d16d63137 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.933931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 285c2f31-72fc-4aa3-96a1-b16dae9b3cd6 · outbound

This paper cites If no views are mentioned, omit view-specific questions.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting If no views are mentioned, omit view-specific questions

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.936074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation e93dceed-8225-482d-95da-4b24600d2278 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.919995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 54d57180-a44e-438c-b1f7-d29af6a33c81 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.956153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 18400bc1-dd31-4859-ac57-af957d746299 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.958204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 6a672910-e365-4164-8d75-c843f45ba9b3 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.917690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 0cc87813-7d42-4480-b676-3b94f73f4c33 · outbound

This paper cites Avoid unrelated topics and keep all responses clinically relevant.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Avoid unrelated topics and keep all responses clinically relevant

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.921963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 9e96af92-2b59-429b-a7bb-e3c31fc92979 · outbound

This paper cites Preserve its clinically relevant content, density description, laterality, locations (e.g.,upper outer quadrant), and recommendations.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Preserve its clinically relevant content, density description, laterality, locations (e.g.,upper outer quadrant), and recommendations

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.924356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 3e41177b-580a-44ef-b9eb-d68e3798db58 · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.915577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 4ebe2b0a-2148-4766-a151-b2be9e802997 · outbound

This paper cites RECONCILIATION RULES (VERY IMPORTANT).

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting RECONCILIATION RULES (VERY IMPORTANT)

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.972146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 09325204-1318-49b5-80d5-c6d8c39e739f · outbound

This paper cites no X” statements for that category. - State laterality accurately: Left, Right, or “bilaterally.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting no X” statements for that category. - State laterality accurately: Left, Right, or “bilaterally

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.938045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 9dfa40b2-3c3d-4065-8378-1a08adc7b47a · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.940002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation a4547209-5996-4e38-b3eb-f3277d4f1e6d · outbound

This paper cites bilaterally.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting bilaterally

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.913445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 4e1a5f1c-8109-4f28-aff5-00fb20844734 · outbound

This paper cites classifier.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting classifier

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.943667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 22f699ea-3a77-4e55-b95f-eddd235d6b9b · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.970093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Observation 1a3a6295-ab68-46bc-9fd3-6b706dbefa8a · outbound

This paper cites an unresolved cited work.

Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting Unresolved cited work

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:21:28.968050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-26T06:30:07.085553+00:00.

Pith citing papers

Observation 629786d5-c152-4769-a778-d0f28372c71f · inbound

Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift cites this paper.

Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T12:21:48.661331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.