Paper Citation Record · LEDGER

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support

As of 23 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2509.02007.

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

pith.paper-citation-record.v1
2509.02007 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:07:36.277523Z

measured 44 of 44 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T03:53:38.554457Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:38:44.495328Z

Reference resolution

43 of 43 outbound references displayed

verified exact2
verified fuzzy9
unresolved32
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3151b365-22d0-4a61-8c02-b06c2d896c30 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:31.646465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7254512-31f5-4bbc-8f1a-db7add31815e · outbound

This paper cites write newline.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:31.707597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00ad3956-3e3e-4296-8c3e-77ec39deaf41 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.297601Z

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.

Observation c326d411-7aa8-4da8-b3ca-d13e6524b326 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.288907Z

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.

Observation 033a66ce-4c83-4b18-88e2-75f38fec3f40 · outbound

This paper cites Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:32.014544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd9b6e7-a02c-4f08-882d-6c5e7d6c0b06 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.279633Z

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.

Observation 90141592-23b7-4b9c-8b52-6b4e34ad3766 · outbound

This paper cites CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:32.241873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832c7707-109f-45fc-a120-4ca7132bb427 · outbound

This paper cites Reinforcement Learning for Sequence Design Leveraging Protein Language Models.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Reinforcement Learning for Sequence Design Leveraging Protein Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:32.327440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce26450-1cea-4174-aeb6-5e1865a2e926 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.269766Z

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.

Observation 3254dcc0-137d-4f41-bbf9-4f43231e0c45 · outbound

This paper cites L.; Choma, M.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support L.; Choma, M

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.260525Z

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.

Observation ac0a8dda-0704-4602-a0c0-aae6e72e2b4f · outbound

This paper cites F.; and Fiske, S.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support F.; and Fiske, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.251100Z

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.

Observation 5cd663b2-0d90-4cd2-9cba-3cee22592d86 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.240450Z

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.

Observation a0e2ed75-809c-42bb-a65d-a88eaf9faff3 · outbound

This paper cites A.; Scheidegger, C.; and Venkatasubramanian, S.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support A.; Scheidegger, C.; and Venkatasubramanian, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.230595Z

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.

Observation b7a6619f-05c3-402b-879e-9bfc52e47dc3 · outbound

This paper cites A.; Scheidegger, C.; and Venkatasubramanian, S.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support A.; Scheidegger, C.; and Venkatasubramanian, S

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.219508Z

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.

Observation dc448e16-be2f-4622-ba32-d61524c4ece1 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.209870Z

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.

Observation e73dee36-b003-4ef7-a7e5-a01b07b72395 · outbound

This paper cites Understanding the Effect of Model Compression on Social Bias in Large Language Models.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Understanding the Effect of Model Compression on Social Bias in Large Language Models

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-05T12:07:36.820543Z

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.

Observation 7db6deae-eb6c-4f03-aa69-5e7c32fa1573 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.200189Z

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.

Observation 35dac529-65b3-4541-b6e9-7797edf60d52 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.190355Z

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.

Observation 66ee341c-badb-43ce-b023-f83c33e1d829 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.179660Z

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.

Observation e502004b-ce6d-4c52-9b89-cc16826d07f3 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.170040Z

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.

Observation 9f5df89e-2783-49b7-8089-cb747607a2bc · outbound

This paper cites Mistral 7B.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Mistral 7B

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:33.908878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7ad882-a626-4195-b217-40e9e618b2be · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.159770Z

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.

Observation c78270f5-801a-4287-8b60-16de91bf9422 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.149395Z

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.

Observation cdccc37b-ff77-4874-ba1a-a6ed3f97c2a4 · outbound

This paper cites A.; and Mark, R.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support A.; and Mark, R

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.140353Z

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.

Observation a623ed99-7552-4742-8829-ddf1de77f1bc · outbound

This paper cites E.; Bulgarelli, L.; Shen, L.; Gayles, A.; Shammout, A.; Horng, S.; Pollard, T.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support E.; Bulgarelli, L.; Shen, L.; Gayles, A.; Shammout, A.; Horng, S.; Pollard, T

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.130605Z

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.

Observation 9b918bd0-818c-4f24-b05a-3b2ee39a8955 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.120863Z

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.

Observation ea571107-454c-495f-82a9-f88cb47fe0d6 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.111006Z

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.

Observation 4959499d-2b19-445d-8981-d97d46b1da6a · outbound

This paper cites J.; Loftus, J.; Russell, C.; and Silva, R.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support J.; Loftus, J.; Russell, C.; and Silva, R

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.101098Z

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.

Observation eda1783e-38ba-4143-9d8b-92e8efa165c3 · outbound

This paper cites BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:34.890371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49439c70-d641-4b8f-9501-3d9579a2e3fb · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.089434Z

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.

Observation 969b4213-0426-4fb4-8bc3-088d07f870cf · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.078910Z

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.

Observation 897bb498-9ddf-484e-85dd-0cabbb0cee25 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.068489Z

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.

Observation 5e9c187b-5402-429a-98a9-cc02e9dd108f · outbound

This paper cites In-Context Learning State Vector with Inner and Momentum Optimization.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support In-Context Learning State Vector with Inner and Momentum Optimization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T12:07:35.273253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670a68ba-efff-4895-af56-0df94d2eaa9d · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.059246Z

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.

Observation 7e825fa0-2f5f-4463-a0ab-aab6d0235518 · outbound

This paper cites E.; Nassery, N.; Schaffer, A.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support E.; Nassery, N.; Schaffer, A

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.049310Z

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.

Observation 1c0abccf-9c7f-4cca-afe8-a6ea0292224f · outbound

This paper cites L.; Apakama, D.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support L.; Apakama, D

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:07:37.039902Z

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.

Observation 856e885d-d1cc-4f07-8377-09233cbb1187 · outbound

This paper cites A Carrying Capacity Calculator for Pedestrians Using OpenStreetMap Data: Application to Urban Tourism and Public Spaces.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support A Carrying Capacity Calculator for Pedestrians Using OpenStreetMap Data: Application to Urban Tourism and Public Spaces

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-05T12:07:36.540901Z

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.

Observation 3977f8ed-2149-4be8-b4c7-151ddaf751e1 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.028676Z

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.

Observation 6dbed327-129c-4656-ab82-3b83c20e0d68 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.016696Z

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.

Observation 4554c1d6-4de6-44ac-a175-4a7d7ec2082c · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:37.006556Z

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.

Observation 091b5504-45a3-4842-b7e6-6af6110b46d9 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:36.996103Z

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.

Observation 677746b6-bfa5-40b4-a1b5-ce0d4b6fe969 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:36.984370Z

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.

Observation 7d2b18ff-e53d-406f-b228-f4df312bcc57 · outbound

This paper cites an unresolved cited work.

mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:07:36.972087Z

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.

Pith citing papers

Observation a19da03e-7a95-4d66-9c2c-568529b5b4b0 · inbound

AgentFairBench: Do LLM Agents Discriminate When They Act? cites this paper.

AgentFairBench: Do LLM Agents Discriminate When They Act? mFARM: Towards Multi-Faceted Fairness Assessment based on HARMs in Clinical Decision Support

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:38:44.496612Z

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.