Paper Citation Record · LEDGER

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model

As of 24 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2502.01691.

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

pith.paper-citation-record.v1
2502.01691 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:33:40.100205Z

measured 36 of 36 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 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

36 of 36 outbound references displayed

verified exact0
verified fuzzy21
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5d63b3bc-217d-41bf-a566-8ff20bdd881c · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.466625Z

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 5b8694d9-0028-44db-9776-0b97316f73b2 · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.452532Z

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 81c6e2df-28b7-4b71-982a-d1b1f09cacd8 · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.439890Z

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 0fe181d1-d15b-4345-ada1-8a62604839e6 · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.414750Z

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 5b60e781-2062-4317-ad7b-f7e9ba1b467e · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.377868Z

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 db2a89bc-68cf-4397-bf04-c46d00f140fc · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.342551Z

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 a95d2240-574f-4ad2-96ee-0c64df96e42c · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.316123Z

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 ba1034cf-99cc-4177-accc-d3f533a906fb · outbound

This paper cites an unresolved cited work.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T17:33:41.242745Z

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 f3fef84e-8cab-4772-8fc6-9cbca396a0c4 · outbound

This paper cites Decision.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Decision

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:41.151235Z

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 b0307f4b-c7d3-46ff-8461-18c2271d22ca · outbound

This paper cites No". Explanation:.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model No". Explanation:

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:41.061209Z

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 eb3cf7cb-ab8e-4418-98d3-6a79dd2040b8 · outbound

This paper cites Structured reporting in radiology: a systematic review to explore its potential.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Structured reporting in radiology: a systematic review to explore its potential

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.987011Z

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 1a986d41-3de9-4fb9-ae50-7618549ad291 · outbound

This paper cites Information extraction from multi -institutional radiology reports.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Information extraction from multi -institutional radiology reports

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.972686Z

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 d0001ca1-ca27-4769-abf3-180cc2e6d667 · outbound

This paper cites Classification, ontology, and precision medicine.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Classification, ontology, and precision medicine

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.958087Z

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 3415025d-68d4-483a-a513-6f55cf15a4a4 · outbound

This paper cites A roadmap for foundational research on artificial intelligence in medical imaging: from the 2018 NIH/RSNA/ACR/The Academy Workshop.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model A roadmap for foundational research on artificial intelligence in medical imaging: from the 2018 NIH/RSNA/ACR/The Academy Workshop

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.942592Z

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 61fbd46f-47cc-4dcf-9106-650f5c9900de · outbound

This paper cites Large language models for structured reporting in radiology: past, present, and future.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Large language models for structured reporting in radiology: past, present, and future

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.927299Z

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 f9a55915-35cc-4a41-835f-c4f5ac92f687 · outbound

This paper cites Quantitative evaluation of large language models to streamline radiology report impressions: A multimodal retrospective analysis.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Quantitative evaluation of large language models to streamline radiology report impressions: A multimodal retrospective analysis

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.912833Z

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 3800f050-54df-4730-9d4c-71f8fed79243 · outbound

This paper cites A scoping review of large language model - based approaches for information extraction from radiology reports.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model A scoping review of large language model - based approaches for information extraction from radiology reports

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.863653Z

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 076a697e-ad03-41f6-b07c-48a151f01516 · outbound

This paper cites Privacy-ensuring open- weights large language models are competitive with closed -weights GPT -4o in extracting chest radiography findings from free -text reports.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Privacy-ensuring open- weights large language models are competitive with closed -weights GPT -4o in extracting chest radiography findings from free -text reports

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.747333Z

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 6f47b03b-b3fb-4afb-9945-1a03ff57753a · outbound

This paper cites Adapting LLMs to Hebrew: Unveiling DictaLM 2.0 with Enhanced Vocabulary and Instruction Capabilities.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Adapting LLMs to Hebrew: Unveiling DictaLM 2.0 with Enhanced Vocabulary and Instruction Capabilities

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.643256Z

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 c0ee67ab-a047-4b1a-b3b0-c67d824acce2 · outbound

This paper cites Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:39.869544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50f08e7-6b92-4143-b7db-a76012710fef · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:39.922740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31d95b0f-b636-426b-9a3b-373f601507df · outbound

This paper cites Navigating the Grey Area: How Expressions of Uncertainty and Overconfidence Affect Language Models.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Navigating the Grey Area: How Expressions of Uncertainty and Overconfidence Affect Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:39.986827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0321d148-00aa-4ea6-a8e9-3cad97a23efa · outbound

This paper cites Bayesian prompt ensembles: Model uncertainty estimation for black-box large language models.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Bayesian prompt ensembles: Model uncertainty estimation for black-box large language models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.601111Z

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 098a25cd-1950-48ca-9122-502e4b9406ad · outbound

This paper cites The rise and potential of large language model-based agents: A survey.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model The rise and potential of large language model-based agents: A survey

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.585963Z

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 98c618f4-f1c4-45be-bfc5-44293e73cafa · outbound

This paper cites Development and validation of novel algorithms to identify patients with inflammatory bowel diseases in Israel: an epi-IIRN group study.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Development and validation of novel algorithms to identify patients with inflammatory bowel diseases in Israel: an epi-IIRN group study

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.571208Z

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 1d211918-5034-403e-8ea0-7efc388cab46 · outbound

This paper cites Consensus recommendations for evaluation, interpretation, and utilization of computed tomography and magnetic resonance enterography in patients with small bowel Crohn’s disease.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Consensus recommendations for evaluation, interpretation, and utilization of computed tomography and magnetic resonance enterography in patients with small bowel Crohn’s disease

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.556104Z

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 acc69370-994e-461e-ba19-200cc17e683c · outbound

This paper cites P269 Harnessing Natural Language Processing for Structured Information Extraction from Radiology Reports in Crohn’s Disease: A Nationwide Study From the epi -IIRN.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model P269 Harnessing Natural Language Processing for Structured Information Extraction from Radiology Reports in Crohn’s Disease: A Nationwide Study From the epi -IIRN

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.539919Z

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 dbf98b8c-5842-4592-98b7-70eed2f1d6d4 · outbound

This paper cites Leveraging Prompt-Learning for Structured Information Extraction from Crohn’s Disease Radiology Reports in a Low -Resource Language.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Leveraging Prompt-Learning for Structured Information Extraction from Crohn’s Disease Radiology Reports in a Low -Resource Language

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.516913Z

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 a04ee64d-7215-4445-b0a2-17f8166116ff · outbound

This paper cites Llama 3 Model Card; 2024.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Llama 3 Model Card; 2024

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.494252Z

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 fb0d0518-2013-493f-baf9-229e29b574f0 · outbound

This paper cites Attention Is All You Need.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Attention Is All You Need

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:40.072225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf03b7ba-8553-4afd-a253-c34e01b90a8b · outbound

This paper cites Supervised Fine-Tuning as Inverse Reinforcement Learning.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Supervised Fine-Tuning as Inverse Reinforcement Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:40.076493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2547d00a-023a-4859-b949-7e34d7c833d3 · outbound

This paper cites Deep Reinforcement Learning from Human Preferences.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Deep Reinforcement Learning from Human Preferences

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.446973Z

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 83326848-65f2-4cd5-a913-46ac4891dccf · outbound

This paper cites Learning to summarize from human feedback.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Learning to summarize from human feedback

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:40.086126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 202dd9db-bc54-4fd2-91ec-9b07a7ac3dd4 · outbound

This paper cites Training language models to follow instructions with human feedback.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Training language models to follow instructions with human feedback

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T17:33:40.091008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d66c377-7337-4161-aa72-d302a40ea742 · outbound

This paper cites ChatGPT (GPT-4); 2024.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model ChatGPT (GPT-4); 2024

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.367341Z

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 13ece2a6-7ff7-4625-b17e-b2204d82cf9c · outbound

This paper cites Answer":.

Agent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model Answer":

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T17:33:40.263102Z

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

No inbound Pith citation observations are available.