Paper Citation Record · LEDGER

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study

As of 16 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2607.22984.

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

pith.paper-citation-record.v1
2607.22984 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T04:00:58.370710Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63f8f97c-6762-42a3-9c16-436bec2a8362 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.035574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bfdef61-210a-40ec-90cf-696abba41895 · outbound

This paper cites Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, and Marzyeh Ghassemi.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, and Marzyeh Ghassemi

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.091090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00818552-3aec-4e90-a0a3-95e57d7215ff · outbound

This paper cites 1998.Metamorphic Testing: A New Approach for Generating Next Test Cases.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study 1998.Metamorphic Testing: A New Approach for Generating Next Test Cases

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.173361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 137c63da-0cd6-4796-b47a-d6b12632e5f5 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.255425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ec86d81-39e5-4129-a26c-cc66145c3105 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.303316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 419c233d-4a70-4e5e-9aa9-4526b91258e5 · outbound

This paper cites Finlayson, Adarsh Subbaswamy, Karandeep Singh, et al.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Finlayson, Adarsh Subbaswamy, Karandeep Singh, et al

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.307637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a5cade-d956-45a1-8cd8-2d20e0606ba2 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.311934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d89b304-9d93-4231-8b3f-96152a7a24f9 · outbound

This paper cites Kale, Greg Ver Steeg, and Aram Galstyan.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Kale, Greg Ver Steeg, and Aram Galstyan

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.319358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6665de58-08e7-441b-8cc1-04e51fbef5e3 · outbound

This paper cites Jaganathan, Indika Kahanda, and Upulee Kanewala.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Jaganathan, Indika Kahanda, and Upulee Kanewala

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.323107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4ce025-1b1b-43f9-80af-5b0bbf617541 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.326733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfe16b24-c653-40cd-832e-9f9f2720463e · outbound

This paper cites Johnson, Lucas Bulgarelli, Lu Shen, et al.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Johnson, Lucas Bulgarelli, Lu Shen, et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.330736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa176754-e608-4dd8-929a-83416835e908 · outbound

This paper cites Johnson, Tom J.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Johnson, Tom J

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.334195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb247e85-4566-4740-8bc1-3477d65610c7 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.338019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ff95f3-70ed-42a7-8d0d-973c3769a53a · outbound

This paper cites Knaus, Elizabeth A.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Knaus, Elizabeth A

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.341575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af376d6a-f7bb-4196-9f44-fd16d829dc58 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.345073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72159cc3-e59a-4e90-a153-c67be09ac518 · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.348527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a9fe576-55e2-4b31-a921-091b549cb710 · outbound

This paper cites Sculley, Gary Holt, Daniel Golovin, et al.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Sculley, Gary Holt, Daniel Golovin, et al

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.352054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fd722a5-1c48-4d47-ac2a-a40121cbf6d5 · outbound

This paper cites Sanchez, and Antonio Ruiz-Cortés.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Sanchez, and Antonio Ruiz-Cortés

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.355535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eaddeb4-f405-4f73-b8de-5d2a2d560512 · outbound

This paper cites Deutschman, Christopher W.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Deutschman, Christopher W

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.359298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7586a1b-e12b-40a4-b0f8-1e8cdd19b41d · outbound

This paper cites Monitoring fairness in machine learning models that predict patient mortality in the ICU.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Monitoring fairness in machine learning models that predict patient mortality in the ICU

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.362813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 591de8ab-72ab-4333-aa21-a1e8bd05fddb · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.367059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3730c4c8-7774-4eff-abe9-46636516332a · outbound

This paper cites Zhang, Mark Harman, Lei Ma, and Yang Liu.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Zhang, Mark Harman, Lei Ma, and Yang Liu

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.370710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e5f0c89-dbc0-4f1e-b5f2-a82a0a63d31c · outbound

This paper cites an unresolved cited work.

Metamorphic Testing for Clinical ML Models: A Framework Proposal and Pilot Study Unresolved cited work

Reference 251

Resolution: unresolved; no resolver link, observed 2026-08-01T04:00:58.315675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.