Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:24:53.851982Z
Paper Citation Record · LEDGER
From Manuals to Maintenance: Fine-Tuning MedGemma for Multi-Modal Imaging System Support in Low-Resource Settings
As of 15 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
No inbound Pith citation observations are available.