Papers with eligibility criteria
Dataset and Enhanced Model for Eligibility Criteria-to-SQL Semantic Parsing (2020.lrec-1)
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| Challenge: | Clinical trials require that patients meet eligibility criteria to ensure safety and effectiveness of studies. |
| Approach: | They propose a dataset that includes the first-of-its-kind eligibility-criteria corpus and queries for criteria-to-sql . they propose 'neuro semantic parser' which can translate eligibility criteria to executable SQL queries . |
| Outcome: | The proposed parser outperforms existing state-of-the-art general-purpose models while highlighting the challenges presented by the new dataset. |
AutoTrial: Prompting Language Models for Clinical Trial Design (2023.emnlp-main)
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| Challenge: | Generative large language models (LLMs) are a popular tool for creating coherent and human-like documents for clinical trials. |
| Approach: | They propose to generate clinical eligibility criteria using language models by a hybrid of discrete and neural prompting and scalable knowledge incorporation via in-context learning. |
| Outcome: | The proposed method generates high-quality criteria texts fluent and coherent with high accuracy against the GPT-3.5 baselines. |