Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:20:14.745364Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2506.08231.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:20:14.745364Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
29 of 29 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b9983eef-9441-4a9d-a322-253488d40daf · outbound
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 361fdfd3-affb-49ba-9b10-a321f999a2b0 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Use of Generative AI to Identify Helmet Status Among Patients With Micromobility-Related Injuries From Unstructured Clinical Notes
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be81ccd2-520b-4ba9-b3e5-08fbea1ec1d5 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abf843fd-3cd6-4859-ac68-7008d12897d0 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Large Language Models Encode Clinical Knowledge
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8782495-8ee6-4132-aafb-71e14458dd82 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework A Large Language Model for Electronic Health Records
Reference 5
Source-reported events for the cited work
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Observation becd1319-3196-4bf8-be6d-d77a4a079869 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Unresolved cited work
Reference 6
Source-reported events for the cited work
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Observation 8a472009-c1f4-4baf-b6ba-9cfcec131773 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Machine Learning Methods in Health Economics and Outcomes Research—The PALISADE Checklist: A Good Practices Report of an ISPOR Task Force
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 246e98e1-a124-478f-b804-931b6f4a988b · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Assessing Real-World Data From Electronic Health Records for Health Technology Assessment: The SUITABILITY Checklist: A Good Practices Report of an ISPOR Task Force
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79b563b8-abcf-4224-82f5-bdba995fad8f · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Implementing Accuracy, Completeness, and Traceability for Data Reliability
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1967e7c5-32ee-4b13-855b-94687372126c · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework A Framework for Evaluating Clinical Artificial Intelligence Systems without Ground-Truth Annotations
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 97b21d55-a684-4ca9-ac14-db6c568d9486 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework A Reproducible and Transparent Framework for Evaluating Foundation Models (accessed on 21 May 2025)
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5bf18e88-aa5f-4df0-af9f-d2f7ad31f4dc · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Approach to Machine Learning for Extraction of Real-World Data Variables from Electronic Health Records
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 59095713-afb4-43d6-afcd-a541806093ad · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Large Language Model Extraction of PD-L1 Biomarker Testing Details From Electronic Health Records
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5408e6a-b7ea-41bd-b0de-16b638ceeed6 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Replication of Real-World Evidence in Oncology Using Electronic Health Record Data Extracted by Machine Learning
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 58c0e047-212b-410a-b262-e78484ed2fcd · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework A Natural Language Processing Algorithm to Improve Completeness of ECOG Performance Status in Real-World Data
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44bc6e16-4aa6-4791-b35d-69c88b9925d7 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Impact of Carboplatin and Cisplatin Shortages on Treatment Patterns in Patients with Metastatic Solid Tumors
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ae4fa896-c6c7-4165-95d4-362714b960f4 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Real-World CtDNA Testing Patterns, Associated Biomarkers and Sites of Metastasis in Early Stage Colorectal Cancer
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b7bcf019-60f5-4a91-a9c7-25d34b708780 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework PPM8 A MACHINE LEARNING MODEL FOR CANCER BIOMARKER IDENTIFICATION IN ELECTRONIC HEALTH RECORDS
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ffc6ca74-abd4-48a8-9020-17482edf2ca9 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework TIFTI: A Framework for Extracting Drug Intervals from Longitudinal Clinic Notes
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1fea1acd-699a-47de-89af-38c80988c083 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework A Hybrid Approach to Scalable Real-World Data Curation by Machine Learning and Human Experts
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e877f65-6502-467b-a202-5de7ac1c0ca0 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a6e1ef1e-087e-4adc-adec-9dfa655096be · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 94f90a4a-6f60-4e48-931c-a1e869d07dfc · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7817ab5-9e79-4710-83da-2c6f2902b854 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Concordance of Response-Based Clinical Trial and Machine Learning–Generated Real-World End Points
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e083fea9-3946-4de9-a9ce-9d86bebe28d5 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Real-World (Rw) CtDNA Testing Trends and Associated Outcomes in Patients (Pts) with Early Stage Breast Cancer (EBC)
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14f2e62a-63c9-4bbe-953b-f2f8d9426822 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Considerations for the Use of Machine Learning Extracted Real-World Data to Support Evidence Generation: A Research-Centric Evaluation Framework
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 110dca48-95fd-47b1-a787-ff8453e51283 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Raising the Bar for Real-World Data in Oncology: Approaches to Quality Across Multiple Dimensions
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a350b6d1-7c66-44f5-8179-ed0970c429cb · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Misclassification in Administrative Claims Data: Quantifying the Impact on Treatment Effect Estimates
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 255da10b-e13d-4f30-b3c0-da640aa0b532 · outbound
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework Good Practices for Quantitative Bias Analysis
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.