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References (13)

[1]
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models
2025Qizheng Zhang, Changran Hu et al.
[2]
Error Detection in Medical Note through Multi Agent Debate
2025Abdine Maiga, A. Shah et al.
[3]
MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes
2024Asma Ben Abacha, Wen-wai Yim et al.
[4]
Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs
2024Krista Opsahl-Ong, Michael J Ryan et al.
[5]
MediFact at MEDIQA-CORR 2024: Why AI Needs a Human Touch
2024Nadia Saeed
[6]
Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction
2024Asma Ben Abacha, Wen-wai Yim et al.
[7]
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
2023O. Khattab, Arnav Singhvi et al.
[8]
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity
2021Yao Lu, Max Bartolo et al.
[9]
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams
2020Di Jin, Eileen Pan et al.
[10]
Language Models are Few-Shot Learners
2020Tom B. Brown, Benjamin Mann et al.
[11]
Economic analysis of the prevalence and clinical and economic burden of medication error in England
2020R. Elliott, E. Camacho et al.
[12]
Improving Diagnosis in Health Care.
2016C. Yeo
[13]
Global Research Priorities to Better Understand the Burden of Iatrogenic Harm in Primary Care: An International Delphi Exercise
2013K. Cresswell, S. Panesar et al.

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