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Paper Citation Record · LEDGER

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation

As of 20 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 2 inbound Pith citation observations for arXiv:2505.03406.

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

pith.paper-citation-record.v1
2505.03406 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:55:01.325069Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T23:55:22.768635Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

12 of 12 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8b0792f9-4e4a-4d1a-b08c-770caf82aba1 · outbound

This paper cites Retrieval augmented generation for 10 large language models and its generalizability in assessing medical fitness,.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Retrieval augmented generation for 10 large language models and its generalizability in assessing medical fitness,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.267731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.267731Z digest=sha256:dffd3248d9c66311b9445eccd43b85654542438a157336eba5dea69a521d9172

Observation b3ed1186-baa8-4ab9-a977-f8d6e3944c2d · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.273312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.273312Z digest=sha256:24c2e92e19a5b72993370d8e7c60c9dcf605cc9a8d20deea6f1a920a1b65c11e

Observation bd418fa8-1b46-4009-a6be-9734da73835a · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.278791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.278791Z digest=sha256:e24370aec631de5c4d7f0dcde2a5396cd2a308197d380c7aef19d80d7bf0c8b0

Observation 4c06dcfd-5a6b-4fbb-9204-8f94660fe5ac · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation QLoRA: Efficient Finetuning of Quantized LLMs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.283978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.283978Z digest=sha256:2219b9942f443d23eff10607f917c2526ce564316c197c070dfca7a3b9466c2f

Observation 767e234b-a8b4-4774-81c5-afbe255e798d · outbound

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

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation LoRA: Low-Rank Adaptation of Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.289401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.289401Z digest=sha256:a1040f698f4bdb5734ea8f4a535d3a1b21498286a9457984254b244cf4e74f68

Observation b6c5261f-1eb0-4d81-9cae-d7e6ba9f6253 · outbound

This paper cites an unresolved cited work.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:55:01.510639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:55:01.294590Z digest=sha256:492a6b95abcfb3e56a951b1d84ea7d4c620b69cf7c43d4cd7ed8518386d41e1f

Observation 5e559eba-1326-4eac-aaee-74da087f3d65 · outbound

This paper cites [Online].

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation [Online]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:55:01.495501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:55:01.299986Z digest=sha256:0deca356edd9d68c97faeca1648c2b72197d4d89a00cedf8d1ddf7fb789c6a6f

Observation 955d472e-6f4c-456d-ad05-4b63e8c5e79e · outbound

This paper cites MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.304609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.304609Z digest=sha256:4f53502609bb3f30c05c67c9af55ad1723e3a0d7251b3f2b8c0c33de0fb07496

Observation 1d0ba7ae-8612-41c5-ac37-a64b32a09bc0 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Measuring Massive Multitask Language Understanding

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.309838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.309838Z digest=sha256:97324c4817b451e147b108de1c703c8030cdcfb5388d604bca825aafa3879e4d

Observation 6f385adb-a1eb-46b0-a437-09f9a36a1ea2 · outbound

This paper cites Current and future state of evaluation of large language models for medical summarization tasks,.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Current and future state of evaluation of large language models for medical summarization tasks,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.314846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.314846Z digest=sha256:51f2c97eee08dcbf7053f3c078a77259fbb14703fa31c5d801e62c5df73c5060

Observation 0caeab8b-ee07-4cfa-8cd2-5685629163f5 · outbound

This paper cites A Review of Large Language Models in Medical Education, Clinical Decision Support, and Healthcare Administration,.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation A Review of Large Language Models in Medical Education, Clinical Decision Support, and Healthcare Administration,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:01.320527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:01.320527Z digest=sha256:d7887f5362fc105e92826e1987d77832e234a080b4670c4ed5a8cb900a7b9a38

Observation 28debce4-fd83-4c75-a136-e458eaa20567 · outbound

This paper cites Ethical Considerations in the Use of Artificial Intelligence and Machine Learning in Health Care: A Comprehensive Review,.

Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation Ethical Considerations in the Use of Artificial Intelligence and Machine Learning in Health Care: A Comprehensive Review,

Reference 12

Resolution
verified exact
doi, observed 2026-08-15T23:55:01.363107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:55:01.325069Z digest=sha256:c7f70aafc6237f552b6ed82c14c3b6a29d2283db2ac9897f29e111fb31e6e7f7

Pith citing papers

Observation 8b0761cf-4503-4683-a9d8-761f65880e69 · inbound

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction cites this paper.

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-08T17:23:40.400301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T17:22:17.266351Z digest=sha256:dcd2930884a23e353a2d5d0c6e4e1224f89c81b17c1c6a2cb8f8fae7ff868eef

Observation ffe35df4-6dc9-4527-9b6a-cd2f0cf89bd9 · inbound

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction cites this paper.

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction Lightweight Clinical Decision Support System using QLoRA-Fine-Tuned LLMs and Retrieval-Augmented Generation

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-07-01T00:05:09.437818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-30T23:55:22.768635Z digest=sha256:4df980a166e82dfb4828b31ba9250d233871669a8a9cbe0eb667d622b348c96a