Customization in a Unified Framework for Summarizing Medical Literature
Overview
Authors
Affiliations
Objective: We present the summarization system in the PErsonalized Retrieval and Summarization of Images, Video and Language (PERSIVAL) medical digital library. Although we discuss the context of our summarization research within the PERSIVAL platform, the primary focus of this article is on strategies to define and generate customized summaries.
Methods And Material: Our summarizer employs a unified user model to create a tailored summary of relevant documents for either a physician or lay person. The approach takes advantage of regularities in medical literature text structure and content to fulfill identified user needs.
Results: The resulting summaries combine both machine-generated text and extracted text that comes from multiple input documents. Customization includes both group-based modeling for two classes of users, physician and lay person, and individually driven models based on a patient record.
Conclusions: Our research shows that customization is feasible in a medical digital library.
Semantic Expansion of Clinician Generated Data Preferences for Automatic Patient Data Summarization.
Jadhav A, Baldwin T, Wu J, Mukherjee V, Syeda-Mahmood T AMIA Annu Symp Proc. 2022; 2021:571-580.
PMID: 35308964 PMC: 8861768.
Li S, Sun Y, Soergel D J Med Syst. 2017; 42(2):27.
PMID: 29275493 DOI: 10.1007/s10916-017-0876-3.
Evaluating Casama: Contextualized semantic maps for summarization of lung cancer studies.
Garcia-Gathright J, Matiasz N, Adame C, Sarma K, Sauer L, Smedley N Comput Biol Med. 2017; 92:55-63.
PMID: 29149658 PMC: 5762403. DOI: 10.1016/j.compbiomed.2017.10.034.
Hassanpour S, Bay G, Langlotz C J Digit Imaging. 2017; 30(3):314-322.
PMID: 28050714 PMC: 5422225. DOI: 10.1007/s10278-016-9931-8.
Text summarization in the biomedical domain: a systematic review of recent research.
Mishra R, Bian J, Fiszman M, Weir C, Jonnalagadda S, Mostafa J J Biomed Inform. 2014; 52:457-67.
PMID: 25016293 PMC: 4261035. DOI: 10.1016/j.jbi.2014.06.009.