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Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network: Model Development and Validation

https://doi.org/10.2196/19810
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-642-12275-0_8openalex-snapshot
Improving Medical Information Retrieval with PICO Element Detection
inferredcites →https://doi.org/10.1007/s00500-017-2612-9openalex-snapshot
An improved method of automatic text summarization for web contents using lexical chain with semantic-related terms
inferredcites →https://doi.org/10.1007/s10462-016-9475-9openalex-snapshot
Recent automatic text summarization techniques: a survey
inferredcites →https://doi.org/10.1007/springerreference_35069openalex-snapshot
Entrez
inferredcites →https://doi.org/10.1016/j.artmed.2004.07.017openalex-snapshot
Summarization from medical documents: a survey
inferredcites →https://doi.org/10.1016/j.cmpb.2017.05.011openalex-snapshot
Quantifying the informativeness for biomedical literature summarization: An itemset mining method
inferredcites →https://doi.org/10.1016/j.eswa.2014.03.023openalex-snapshot
A multi-document summarization system based on statistics and linguistic treatment
inferredcites →https://doi.org/10.1016/j.eswa.2018.07.047openalex-snapshot
A text summarization method based on fuzzy rules and applicable to automated assessment
inferredcites →https://doi.org/10.1016/j.eswa.2019.01.037openalex-snapshot
Enhancing unsupervised neural networks based text summarization with word embedding and ensemble learning
inferredcites →https://doi.org/10.1016/j.eswa.2019.113120openalex-snapshot
Automated domain-specific healthcare knowledge graph curation framework: Subarachnoid hemorrhage as phenotype
inferredcites →https://doi.org/10.1016/j.jbi.2013.07.009openalex-snapshot
PICO element detection in medical text without metadata: Are first sentences enough?
inferredcites →https://doi.org/10.1016/j.jbi.2014.06.009openalex-snapshot
Text summarization in the biomedical domain: A systematic review of recent research
inferredcites →https://doi.org/10.1016/j.jbi.2016.01.003openalex-snapshot
Classification of clinically useful sentences in clinical evidence resources
inferredcites →https://doi.org/10.1016/j.jbi.2016.10.014openalex-snapshot
Extractive text summarization system to aid data extraction from full text in systematic review development
inferredcites →https://doi.org/10.1016/j.jbi.2018.06.005openalex-snapshot
Graph-based biomedical text summarization: An itemset mining and sentence clustering approach
inferredcites →https://doi.org/10.1016/j.jbi.2018.09.008openalex-snapshot
A comparison of word embeddings for the biomedical natural language processing
inferredcites →https://doi.org/10.1016/j.physd.2019.132306openalex-snapshot
Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network
inferredcites →https://doi.org/10.1016/j.sapharm.2016.04.006openalex-snapshot
Comparison of the time-to-indexing in PubMed between biomedical journals according to impact factor, discipline, and focus
inferredcites →https://doi.org/10.1093/bioinformatics/btx238openalex-snapshot
BIOSSES: a semantic sentence similarity estimation system for the biomedical domain
inferredcites →https://doi.org/10.1093/jamia/ocv032openalex-snapshot
Automated methods for the summarization of electronic health records
inferredcites →https://doi.org/10.1109/grc.2011.6122608openalex-snapshot
Classification of PICO elements by text features systematically extracted from PubMed abstracts
inferredcites →https://doi.org/10.1109/ijcnn.2017.7966017openalex-snapshot
Mining E-commercial data: A text-rich heterogeneous network embedding approach
inferredcites →https://doi.org/10.1109/wcitca.2015.7367038openalex-snapshot
PICO extraction by combining the robustness of machine-learning methods with the rule-based methods
inferredcites →https://doi.org/10.1136/amiajnl-2012-001075openalex-snapshot
MEDLINE clinical queries are robust when searching in recent publishing years
inferredcites →https://doi.org/10.1145/2786984.2786995openalex-snapshot
Scikit-learn
inferredcites →https://doi.org/10.1147/rd.22.0159openalex-snapshot
The Automatic Creation of Literature Abstracts
inferredcites →https://doi.org/10.1162/coli.2007.33.1.63openalex-snapshot
Answering Clinical Questions with Knowledge-Based and Statistical Techniques
inferredcites →https://doi.org/10.1177/1460458217719560openalex-snapshot
Context-aware grading of quality evidences for evidence-based decision-making
inferredcites →https://doi.org/10.1186/1471-2105-12-s2-s5openalex-snapshot
Automatic classification of sentences to support Evidence Based Medicine
inferredcites →https://doi.org/10.1186/1472-6947-10-29openalex-snapshot
Combining classifiers for robust PICO element detection
inferredcites →https://doi.org/10.1186/1472-6947-5-20openalex-snapshot
An overview of the design and methods for retrieving high-quality studies for clinical care
inferredcites →https://doi.org/10.1186/1472-6963-5-25openalex-snapshot
Systems for grading the quality of evidence and the strength of recommendations II: Pilot study of a new system
inferredcites →https://doi.org/10.1186/1741-7015-2-23openalex-snapshot
Developing optimal search strategies for detecting clinically sound prognostic studies in MEDLINE: an analytic survey
inferredcites →https://doi.org/10.1197/jamia.m1641openalex-snapshot
Text Categorization Models for High-Quality Article Retrieval in Internal Medicine
inferredcites →https://doi.org/10.1197/jamia.m2031openalex-snapshot
A Comparison of Citation Metrics to Machine Learning Filters for the Identification of High Quality MEDLINE Documents
inferredcites →https://doi.org/10.1197/jamia.m2996openalex-snapshot
Towards Automatic Recognition of Scientifically Rigorous Clinical Research Evidence
inferredcites →https://doi.org/10.14569/ijacsa.2017.081052openalex-snapshot
Text Summarization Techniques: A Brief Survey
inferredcites →https://doi.org/10.18653/v1/p16-1046openalex-snapshot
Neural Summarization by Extracting Sentences and Words
inferredcites →https://doi.org/10.18653/v1/w18-2308openalex-snapshot
PICO Element Detection in Medical Text via Long Short-Term Memory Neural Networks
inferredcites →https://doi.org/10.2196/10281openalex-snapshot
A Deep Learning Method to Automatically Identify Reports of Scientifically Rigorous Clinical Research from the Biomedical Literature: Comparative Analytic Study
inferredcites →https://doi.org/10.2196/13430openalex-snapshot
Impact of Automatic Query Generation and Quality Recognition Using Deep Learning to Curate Evidence From Biomedical Literature: Empirical Study
inferredcites →https://doi.org/10.26483/ijarcs.v9i3.6037openalex-snapshot
APPLICATIONS OF TEXT SUMMARIZATION
inferredcites →https://doi.org/10.3115/1118108.1118117openalex-snapshot
NLTK
inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot
Glove: Global Vectors for Word Representation
inferredcites →https://doi.org/10.5694/j.1326-5377.2008.tb01595.xopenalex-snapshot
Quality in qualitative research

What points at this work

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inferred← citeshttps://doi.org/10.11591/ijece.v12i2.pp1990-2000openalex-extracted
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inferred← citeshttps://doi.org/10.1007/978-3-032-19321-6_21openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-99-2742-5_60openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-99-4717-1_40openalex-snapshot
Pretrained Language Model for Medical Recommendation System (PLM2RS) Using Biomedical and Electronic Health Record Text Summarization
inferred← citeshttps://doi.org/10.1007/s10115-025-02671-4openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s11042-022-14155-6openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s11042-023-17426-yopenalex-snapshot
A hierarchical framework based on transformer technology to achieve factual consistent and non-redundant abstractive text summarization
inferred← citeshttps://doi.org/10.1007/s11655-023-3612-5openalex-snapshot
Knowledge Graph Enhanced Transformers for Diagnosis Generation of Chinese Medicine
inferred← citeshttps://doi.org/10.1016/b978-0-443-15452-2.00024-8openalex-snapshot
Biomedical terminologies: Resources for information retrieval
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120964openalex-snapshot
Automated clinical knowledge graph generation framework for evidence based medicine
inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104216openalex-snapshot
A survey on biomedical automatic text summarization with large language models
inferred← citeshttps://doi.org/10.1016/j.isci.2026.117438openalex-snapshot
Systematic assessment of text summarization methods for biomedical literature from frequency methods to language models
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128280openalex-snapshot
A comprehensive survey for automatic text summarization: Techniques, approaches and perspectives
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.129209openalex-snapshot
Class-aware graph Siamese representation learning
inferred← citeshttps://doi.org/10.1038/s41598-024-66897-yopenalex-snapshot
Predicting blood–brain barrier permeability of molecules with a large language model and machine learning
inferred← citeshttps://doi.org/10.1055/s-0041-1740259openalex-snapshot
Anticipating Ambulatory Automation: Potential Applications of Administrative and Clinical Automation in Outpatient Healthcare Delivery
inferred← citeshttps://doi.org/10.1063/5.0298468openalex-snapshot
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inferred← citeshttps://doi.org/10.1080/02564602.2022.2055670openalex-snapshot
Studying the Effect of Syntactic Simplification on Text Summarization
inferred← citeshttps://doi.org/10.1080/1206212x.2024.2401081openalex-snapshot
Extractive text summarization on medical insights using fine-tuned transformers
inferred← citeshttps://doi.org/10.1093/bib/bbaf015openalex-snapshot
Techniques for learning and transferring knowledge for microbiome-based classification and prediction: review and assessment
inferred← citeshttps://doi.org/10.1093/jamia/ocab143openalex-snapshot
A systematic review of automatic text summarization for biomedical literature and EHRs
inferred← citeshttps://doi.org/10.1101/2024.01.23.24301680openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/access.2023.3320042openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/access.2026.3729844openalex-snapshot
HyBioSum: A Hybrid Framework for Biomedical Long-Document Summarization With Supervised Extractive and LLM-Based Generation
inferred← citeshttps://doi.org/10.1109/accthpa65749.2025.11168697openalex-snapshot
MedSyn: AI-driven Medical History Summarization Using EHR Data
inferred← citeshttps://doi.org/10.1109/adics58448.2024.10533483openalex-snapshot
Revolutionizing Summarization: Unleashing the Power of Transformer-Based Innovations for Efficiency and Impactful Applications
inferred← citeshttps://doi.org/10.1109/aset56582.2023.10180671openalex-snapshot
Medical Reports Summarization Using Text-To-Text Transformer
inferred← citeshttps://doi.org/10.1109/bibm58861.2023.10385411openalex-snapshot
Expanding Medical Knowledge: A Clinical Decision Support System Utilizing Literature
inferred← citeshttps://doi.org/10.1109/ic-etite58242.2024.10493738openalex-snapshot
Extractive Text Summarization of Clinical Text Using Deep Learning Models
inferred← citeshttps://doi.org/10.1109/ic3se62002.2024.10593437openalex-snapshot
A Hybrid Solution for Summarizing Diverse Medical Texts in the Health Domain
inferred← citeshttps://doi.org/10.1109/iccubea54992.2022.10010753openalex-snapshot
Extensive Study of Automatic Text Summarization on Biomedical Texts
inferred← citeshttps://doi.org/10.1109/iceeie66203.2025.11253857openalex-snapshot
Comparative Analysis of BERT, BART with Entailment-Aware Decoding, and Ensemble Technique for Summarizing Scientific Article in Medical Domain
inferred← citeshttps://doi.org/10.1109/icnpcv69434.2026.11709017openalex-snapshot
A Hybrid Framework for Scientific Text Summarization using Attention Mechanism and Hypergraph Optimization
inferred← citeshttps://doi.org/10.1109/icpr56361.2022.9956656openalex-snapshot
Entity-Driven Fact-Aware Abstractive Summarization of Biomedical Literature
inferred← citeshttps://doi.org/10.1109/picc67314.2025.11291240openalex-snapshot
In-Context Concept Extraction for Task-Specific Biomedical Summaries: A Prompt-Based Approach to Risk Factor Identification
inferred← citeshttps://doi.org/10.1109/rbme.2022.3210270openalex-snapshot
Natural Language Processing for Smart Healthcare
inferred← citeshttps://doi.org/10.1111/coin.12689openalex-snapshot
Question‐driven text summarization using an extractive‐abstractive framework
inferred← citeshttps://doi.org/10.1111/exsy.13110openalex-snapshot
Extractive summarization using concept‐space and keyword phrase
inferred← citeshttps://doi.org/10.1142/s0219467824500220openalex-snapshot
Weighted Graph Embedding Feature with Bi-Directional Long Short-Term Memory Classifier for Multi-Document Text Summarization
inferred← citeshttps://doi.org/10.1186/s13326-024-00305-2openalex-snapshot
Comparing generative and extractive approaches to information extraction from abstracts describing randomized clinical trials
inferred← citeshttps://doi.org/10.1186/s13643-025-02842-yopenalex-snapshot
The landscape of artificial intelligence tools and platforms for evidence synthesis: a scoping review
inferred← citeshttps://doi.org/10.12688/f1000research.51117.2openalex-snapshot
Data extraction methods for systematic review (semi)automation: Update of a living systematic review
inferred← citeshttps://doi.org/10.12688/f1000research.51117.3openalex-snapshot
Data extraction methods for systematic review (semi)automation: Update of a living systematic review
inferred← citeshttps://doi.org/10.18653/v1/2021.bionlp-1.8openalex-snapshot
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inferred← citeshttps://doi.org/10.18653/v1/2023.bionlp-1.50openalex-snapshot
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inferred← citeshttps://doi.org/10.21203/rs.3.rs-3697883/v1openalex-snapshot
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inferred← citeshttps://doi.org/10.2139/ssrn.6221778openalex-snapshot
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inferred← citeshttps://doi.org/10.21608/ijicis.2023.190004.1252openalex-snapshot
A SYSTEMATIC REVIEW ON TEXT SUMMARIZATION OF MEDICAL RESEARCH ARTICLES
inferred← citeshttps://doi.org/10.2196/38095openalex-snapshot
Medical Text Simplification Using Reinforcement Learning (TESLEA): Deep Learning–Based Text Simplification Approach
inferred← citeshttps://doi.org/10.2196/57306openalex-snapshot
Exploring the Efficacy of Large Language Models in Summarizing Mental Health Counseling Sessions: Benchmark Study
inferred← citeshttps://doi.org/10.2196/58764openalex-snapshot
The McMaster Health Information Research Unit: Over a Quarter-Century of Health Informatics Supporting Evidence-Based Medicine
inferred← citeshttps://doi.org/10.2196/65365openalex-snapshot
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inferred← citeshttps://doi.org/10.2196/90870openalex-snapshot
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inferred← citeshttps://doi.org/10.2196/preprints.45151openalex-snapshot
Information capsules and their role in summarizing medical information: a case study (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.63745openalex-snapshot
Multi-task Modeling for Neonatal Urinary Tract Dilation (UTD) Classification on Ultrasound Reports: Algorithm Development and Validation (Preprint)
inferred← citeshttps://doi.org/10.3389/fspor.2025.1517632openalex-snapshot
Accuracy of smartwatches in predicting distance running performance
inferred← citeshttps://doi.org/10.3390/ijerph19138100openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/su15054216openalex-snapshot
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inferred← citeshttps://doi.org/10.34197/ats-scholar.2022-0010ocopenalex-snapshot
Initial Development of an Automated Platform for Assessing Trainee Performance on Case Presentations
inferred← citeshttps://doi.org/10.5120/ijca2023922648openalex-snapshot
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inferred← citeshttps://doi.org/10.5120/ijca2023922837openalex-snapshot
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inferred← citeshttps://doi.org/10.5753/erad-no2.2021.18672openalex-snapshot
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inferred← citeshttps://doi.org/10.63844/ijaitr.v3.i1.2026.198-200openalex-snapshot
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inferred← citeshttps://doi.org/10.64898/2026.01.09.697335openalex-snapshot
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