Search Results - "Schumacher, Elliot"
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The 2021 European Alliance of Associations for Rheumatology/American College of Rheumatology Points to Consider for Diagnosis and Management of Autoinflammatory Type I Interferonopathies: CANDLE/PRAAS, SAVI, and AGS
Published in Arthritis & rheumatology (Hoboken, N.J.) (01-05-2022)“…Objective Autoinflammatory type I interferonopathies, chronic atypical neutrophilic dermatosis with lipodystrophy and elevated…”
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Learning unsupervised contextual representations for medical synonym discovery
Published in JAMIA open (01-12-2019)“…An important component of processing medical texts is the identification of synonymous words or phrases. Synonyms can inform learned representations of…”
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The 2021 European Alliance of Associations for Rheumatology/American College of Rheumatology points to consider for diagnosis and management of autoinflammatory type I interferonopathies: CANDLE/PRAAS, SAVI and AGS
Published in Annals of the rheumatic diseases (01-05-2022)“…Autoinflammatory type I interferonopathies, chronic atypical neutrophilic dermatosis with lipodystrophy and elevated temperature/proteasome-associated…”
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Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models
Published 10-05-2023“…A medical provider's summary of a patient visit serves several critical purposes, including clinical decision-making, facilitating hand-offs between providers,…”
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CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to Guardrail Models for Virtual Assistants
Published 27-04-2023“…A wave of new task-based virtual assistants has been fueled by increasingly powerful large language models (LLMs), such as GPT-4 (OpenAI, 2023). A major…”
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DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents
Published 29-03-2023“…Large language models (LLMs) have emerged as valuable tools for many natural language understanding tasks. In safety-critical applications such as healthcare,…”
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Improving Zero-Shot Multi-Lingual Entity Linking
Published 16-04-2021“…Entity linking -- the task of identifying references in free text to relevant knowledge base representations -- often focuses on single languages. We consider…”
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Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking
Published 19-10-2020“…Cross-language entity linking grounds mentions in multiple languages to a single-language knowledge base. We propose a neural ranking architecture for this…”
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Extrinsically-Focused Evaluation of Omissions in Medical Summarization
Published 14-11-2023“…Large language models (LLMs) have shown promise in safety-critical applications such as healthcare, yet the ability to quantify performance has lagged. An…”
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A Readability Analysis of Campaign Speeches from the 2016 US Presidential Campaign
Published 17-03-2016“…Readability is defined as the reading level of the speech from grade 1 to grade 12. It results from the use of the REAP readability analysis (vocabulary -…”
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Phenotyping of Clinical Notes with Improved Document Classification Models Using Contextualized Neural Language Models
Published 30-10-2019“…Clinical notes contain an extensive record of a patient's health status, such as smoking status or the presence of heart conditions. However, this detail is…”
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Predicting the Relative Difficulty of Single Sentences With and Without Surrounding Context
Published 27-06-2016“…The problem of accurately predicting relative reading difficulty across a set of sentences arises in a number of important natural language applications, such…”
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