Paper Citation Record · LEDGER

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings

As of 14 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2608.08896.

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

pith.paper-citation-record.v1
2608.08896 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:24:53.851982Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

14 of 14 outbound references displayed

verified exact2
verified fuzzy2
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1347e94e-fca7-4770-b468-62d705526b96 · outbound

This paper cites Medical Equipment Maintenance Market,.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Medical Equipment Maintenance Market,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:24:54.636095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9cd357e6-cc3a-4d41-a429-a9f77bef48cd · outbound

This paper cites Global Atlas of medical devices,.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Global Atlas of medical devices,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.638626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5be58276-51ba-4607-aa48-0e87552d59ed · outbound

This paper cites Medical equipment donation in low-resource settings: a review of the literature and guidelines for surgery and anaesthesia in low-income and middle-income countries.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Medical equipment donation in low-resource settings: a review of the literature and guidelines for surgery and anaesthesia in low-income and middle-income countries

Reference 3

Resolution: verified exact; doi, observed 2026-08-14T04:24:54.124759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 53df1fcc-8d57-4bd3-a90c-7d8281e01843 · outbound

This paper cites Hugging Face (2026).

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Hugging Face (2026)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:24:54.581684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 772c4047-132f-41f6-9373-ffbdec4e816d · outbound

This paper cites L., Issah, A.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings L., Issah, A

Reference 5

Resolution: verified exact; doi, observed 2026-08-14T04:24:54.036878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9aa0480c-c3ae-4234-aaf4-31e5b42738f2 · outbound

This paper cites MedGemma Technical Report.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings MedGemma Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.727756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb4ec535-9fae-46fa-a341-768160d61d15 · outbound

This paper cites an unresolved cited work.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:24:54.534020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 51359aac-380e-4359-9865-46ab573f9fb1 · outbound

This paper cites an unresolved cited work.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:24:54.497710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6d19cf98-aa57-4df0-a944-da82df57525d · outbound

This paper cites S., Wei, J., Chung, H.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings S., Wei, J., Chung, H

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.759237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1570479-c7d4-472b-9e6b-a48ffe42c5f0 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings QLoRA: Efficient Finetuning of Quantized LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.766300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8bf58b-efbf-4855-acf1-fd80541fcaac · outbound

This paper cites Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.783999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b44a1a8-c236-4189-9a43-23b908a16d06 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.802057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09f4909e-dfe8-4719-af53-524cebe60413 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings BERTScore: Evaluating Text Generation with BERT

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T04:24:53.845206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13654075-82a7-434e-a322-deb770991408 · outbound

This paper cites an unresolved cited work.

From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:24:54.419106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.