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Using Natural Language Processing Techniques to Provide Personalized Educational Materials for Chronic Disease Patients in China: Development and Assessment of a Knowledge-Based Health Recommender System

https://doi.org/10.2196/17642
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1 of the 52 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1007/s11042-017-5515-y (notice 2022-09-13).

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What this work says

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

inferredcites →https://doi.org/10.1007/978-0-387-85820-3openalex-snapshot
Recommender Systems Handbook
inferredcites →https://doi.org/10.1007/978-0-387-85820-3_1openalex-snapshot
Introduction to Recommender Systems Handbook
inferredcites →https://doi.org/10.1007/978-3-540-72079-9_10openalex-snapshot
Content-Based Recommendation Systems
inferredcites →https://doi.org/10.1007/978-3-540-72079-9_12openalex-snapshot
Hybrid Web Recommender Systems
inferredcites →https://doi.org/10.1007/s10462-017-9539-5openalex-snapshot
Knowledge-based recommendation: a review of ontology-based recommender systems for e-learning
inferredcites →https://doi.org/10.1007/s10916-015-0224-4openalex-snapshot
Benefits of Online Health Education: Perception from Consumers and Health Professionals
inferredcites →https://doi.org/10.1007/s10916-016-0438-0openalex-snapshot
Online Patient Education for Chronic Disease Management: Consumer Perspectives
inferredcites →https://doi.org/10.1007/s11042-017-5515-yopenalex-snapshot
RETRACTED ARTICLE: Hybrid Recommendation System for Heart Disease Diagnosis based on Multiple Kernel Learning with Adaptive Neuro-Fuzzy Inference System
inferredcites →https://doi.org/10.1007/s11136-016-1298-2openalex-snapshot
The association between health literacy and self-management abilities in adults aged 75 and older, and its moderators
inferredcites →https://doi.org/10.1007/s11606-011-1931-2openalex-snapshot
Why Does Patient Activation Matter? An Examination of the Relationships Between Patient Activation and Health-Related Outcomes
inferredcites →https://doi.org/10.1007/s11859-007-0038-4openalex-snapshot
Keyword extraction based on tf/idf for Chinese news document
inferredcites →https://doi.org/10.1007/s12020-015-0775-7openalex-snapshot
The role of patient education in the prevention and management of type 2 diabetes: an overview
inferredcites →https://doi.org/10.1016/0305-0491(73)90144-2openalex-snapshot
Structure of the Felidae hemoglobins and response to 2,3-diphosphoglycerate
inferredcites →https://doi.org/10.1016/0306-4573(88)90021-0openalex-snapshot
Term-weighting approaches in automatic text retrieval
inferredcites →https://doi.org/10.1016/j.artmed.2017.07.002openalex-snapshot
Owlready: Ontology-oriented programming in Python with automatic classification and high level constructs for biomedical ontologies
inferredcites →https://doi.org/10.1016/j.chb.2011.09.002openalex-snapshot
Learning with personalized recommender systems: A psychological view
inferredcites →https://doi.org/10.1016/j.cmpb.2017.10.014openalex-snapshot
DIETOS: A dietary recommender system for chronic diseases monitoring and management
inferredcites →https://doi.org/10.1016/j.compeleceng.2015.07.017openalex-snapshot
Design and evaluation of a cloud-based Mobile Health Information Recommendation system on wireless sensor networks
inferredcites →https://doi.org/10.1016/j.dss.2015.03.008openalex-snapshot
Recommender system application developments: A survey
inferredcites →https://doi.org/10.1016/j.eswa.2014.09.016openalex-snapshot
RecomMetz: A context-aware knowledge-based mobile recommender system for movie showtimes
inferredcites →https://doi.org/10.1016/j.future.2015.12.001openalex-snapshot
iDoctor: Personalized and professionalized medical recommendations based on hybrid matrix factorization
inferredcites →https://doi.org/10.1016/j.invent.2016.05.002openalex-snapshot
Information quality and dynamics of patients' interactions on tonsillectomy web resources
inferredcites →https://doi.org/10.1016/j.pec.2016.07.027openalex-snapshot
A scoping review of the literature on benefits and challenges of participating in patient education programs aimed at promoting self-management for people living with chronic illness
inferredcites →https://doi.org/10.1016/j.pec.2016.08.028openalex-snapshot
Understanding online health information: Evaluation, tools, and strategies
inferredcites →https://doi.org/10.1016/j.pec.2018.02.006openalex-snapshot
The efficacy of telehealth delivered educational approaches for patients with chronic diseases: A systematic review
inferredcites →https://doi.org/10.1016/s0300-9629(76)80069-2openalex-snapshot
Olfactory responses to skin mucous substances in rainbow trout Salmo gairdneri
inferredcites →https://doi.org/10.1016/s0738-3991(00)00182-8openalex-snapshot
Chronic disease patient education: lessons from meta-analyses
inferredcites →https://doi.org/10.1037/h0070888openalex-snapshot
Analysis of a complex of statistical variables into principal components.
inferredcites →https://doi.org/10.1046/j.1525-1497.2001.016009606.xopenalex-snapshot
The PHQ-9
inferredcites →https://doi.org/10.1080/14786440109462720openalex-snapshot
LIII. On lines and planes of closest fit to systems of points in space
inferredcites →https://doi.org/10.1108/itp-03-2014-0053openalex-snapshot
The health information seeking and usage behavior intention of Chinese consumers through mobile phones
inferredcites →https://doi.org/10.1109/cbms.2013.6627798openalex-snapshot
A health information recommender system: Enriching YouTube health videos with Medline Plus information by the use of SnomedCT terms
inferredcites →https://doi.org/10.1109/icedeg.2019.8734362openalex-snapshot
Health Recommender Systems: A State-of-the-Art Review
inferredcites →https://doi.org/10.1109/icscse.2016.0062openalex-snapshot
Retracted: Chinese Document Keyword Extraction Algorithm Based on FP-growth
inferredcites →https://doi.org/10.1109/tkde.2005.99openalex-snapshot
Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions
inferredcites →https://doi.org/10.1111/hir.12250openalex-snapshot
Health information in the digital age: an empirical study of the perceived benefits and costs of seeking and using health information from online sources
inferredcites →https://doi.org/10.1177/0898264311428167openalex-snapshot
Online Health Information Seeking
inferredcites →https://doi.org/10.1186/s12875-017-0692-3openalex-snapshot
A systematic review of chronic disease management interventions in primary care
inferredcites →https://doi.org/10.1186/s12911-017-0431-7openalex-snapshot
HealthRecSys: A semantic content-based recommender system to complement health videos
inferredcites →https://doi.org/10.1186/s12939-017-0551-9openalex-snapshot
The effect of health literacy and self-management efficacy on the health-related quality of life of hypertensive patients in a western rural area of China: a cross-sectional study
inferredcites →https://doi.org/10.1249/01.mss.0000078924.61453.fbopenalex-snapshot
International Physical Activity Questionnaire: 12-Country Reliability and Validity
inferredcites →https://doi.org/10.2196/14466openalex-snapshot
Using Goal-Directed Design to Create a Mobile Health App to Improve Patient Compliance With Hypertension Self-Management: Development and Deployment
inferredcites →https://doi.org/10.2196/18859openalex-snapshot
Correction: Using Goal-Directed Design to Create a Mobile Health App to Improve Patient Compliance With Hypertension Self-Management: Development and Deployment
inferredcites →https://doi.org/10.2196/jmir.4067openalex-snapshot
The eHealth Enhanced Chronic Care Model: A Theory Derivation Approach
inferredcites →https://doi.org/10.2196/jmir.5369openalex-snapshot
Answers to Health Questions: Internet Search Results Versus Online Health Community Responses
inferredcites →https://doi.org/10.2196/jmir.7754openalex-snapshot
Recommending Education Materials for Diabetic Questions Using Information Retrieval Approaches
inferredcites →https://doi.org/10.2196/mhealth.7886openalex-snapshot
Patients’ Acceptance of Smartphone Health Technology for Chronic Disease Management: A Theoretical Model and Empirical Test
inferredcites →https://doi.org/10.3390/computation7020025openalex-snapshot
DeepReco: Deep Learning Based Health Recommender System Using Collaborative Filtering
inferredcites →https://doi.org/10.3390/ijerph110302580openalex-snapshot
Health Recommender Systems: Concepts, Requirements, Technical Basics and Challenges
inferredcites →https://doi.org/10.4028/www.scientific.net/amm.635-637.1476openalex-snapshot
A Hybrid Keyword Extraction Method Based on TF and Semantic Strategies for Chinese Document
inferredcites →https://doi.org/10.48550/arxiv.1310.4546openalex-snapshot
Distributed Representations of Words and Phrases and their Compositionality
inferredcites →https://doi.org/10.7326/0003-4819-155-2-201107190-00005openalex-snapshot
Low Health Literacy and Health Outcomes: An Updated Systematic Review

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/9781394297443.ch9openalex-snapshot
Natural Language Processing in Healthcare
inferred← citeshttps://doi.org/10.1007/978-3-030-96383-5_50openalex-snapshot
Standardization of Education Content for Future Engineers Based on Ontologies (by an Example of Railway Transport)
inferred← citeshttps://doi.org/10.1007/978-981-16-2123-9_43openalex-snapshot
A Systematic Literature Review on Health Recommender Systems
inferred← citeshttps://doi.org/10.1007/s11042-024-19806-4openalex-snapshot
Learner’s intention analysis to mitigate the cold start problem in personalized learning recommendation systems
inferred← citeshttps://doi.org/10.1016/j.ijnurstu.2026.105394openalex-snapshot
Effectiveness of natural language intelligence technology in chronic diseases nursing: A systematic review and meta-analysis
inferred← citeshttps://doi.org/10.1055/s-0041-1726528openalex-snapshot
Year 2020 (with COVID): Observation of Scientific Literature on Clinical Natural Language Processing
inferred← citeshttps://doi.org/10.1080/07359683.2024.2422206openalex-snapshot
The application of artificial intelligence in health communication development: A scoping review
inferred← citeshttps://doi.org/10.1093/ehjdh/ztaf061openalex-snapshot
The hope and the hype of artificial intelligence for syncope management
inferred← citeshttps://doi.org/10.1093/nutrit/nuaf265openalex-snapshot
Mapping the Landscape of Nutrition Recommendation Systems: Evidence from Peer-Reviewed Research, Apps, and Patents
inferred← citeshttps://doi.org/10.1109/aibthings63359.2024.10863384openalex-snapshot
Efficient Health Class Recommendations for Kaiser Permanente Members: A Scalable Embedding-Based Approach
inferred← citeshttps://doi.org/10.1109/cist56084.2023.10409971openalex-snapshot
Integrating Artificial Intelligence and Natural Language Processing in E-Learning Platforms: A Review of Opportunities and Limitations
inferred← citeshttps://doi.org/10.1109/csci58124.2022.00355openalex-snapshot
Concept and Realization to Automatically Generate Test and Training Data for a Natural Language Processing Algorithm for the Assessment of Free Text Answers for Digital Courses on Work Design in the Context of Psychology Studies in Higher Educational Institutions
inferred← citeshttps://doi.org/10.1109/healthcom60970.2024.10880823openalex-snapshot
Future Healthcare Recommender Systems: Applications, Open Issues, and Challenges
inferred← citeshttps://doi.org/10.1109/icears64219.2025.10940314openalex-snapshot
Personalized Recommendations System for Mental Health Support using NLP
inferred← citeshttps://doi.org/10.1109/ickg59574.2023.00013openalex-snapshot
ASAGeR: Automated Short Answer Grading Regressor via Sentence Simplification
inferred← citeshttps://doi.org/10.1109/ismar67309.2025.00091openalex-snapshot
Artspeak: An Interactive AR Application for Lifelike Speaking with Art Portraits
inferred← citeshttps://doi.org/10.1139/facets-2024-0324openalex-snapshot
Empowering self-care: leveraging user insights to co-design AI-powered self-care technology for Parkinson's disease
inferred← citeshttps://doi.org/10.1145/3639047openalex-snapshot
Survey on Recommender Systems for Biomedical Items in Life and Health Sciences
inferred← citeshttps://doi.org/10.1155/2022/9336298openalex-snapshot
Automatic Scoring of English Essays Based on Machine Learning Technology in a Wireless Network Environment
inferred← citeshttps://doi.org/10.12694/scpe.v25i5.3153openalex-snapshot
Research on the Design of a System based on Machine Learning Algorithms for Automatic Scoring of English Writing Ability
inferred← citeshttps://doi.org/10.1371/journal.pone.0255467openalex-snapshot
Improving information retrieval from electronic health records using dynamic and multi-collaborative filtering
inferred← citeshttps://doi.org/10.2147/pgpm.s396971openalex-snapshot
Natural Language Processing for Radiation Oncology: Personalizing Treatment Pathways
inferred← citeshttps://doi.org/10.2196/15978openalex-snapshot
Using Mobile Health Technology to Deliver a Community-Based Closed-Loop Management System for Chronic Obstructive Pulmonary Disease Patients in Remote Areas of China: Development and Prospective Observational Study
inferred← citeshttps://doi.org/10.2196/18035openalex-snapshot
Health Recommender Systems: Systematic Review
inferred← citeshttps://doi.org/10.2196/27228openalex-snapshot
Pathway-Driven Coordinated Telehealth System for Management of Patients With Single or Multiple Chronic Diseases in China: System Development and Retrospective Study
inferred← citeshttps://doi.org/10.2196/33189openalex-snapshot
Exploring and Characterizing Patient Multibehavior Engagement Trails and Patient Behavior Preference Patterns in Pathway-Based mHealth Hypertension Self-Management: Analysis of Use Data
inferred← citeshttps://doi.org/10.2196/38184openalex-snapshot
Development and Evaluation of Health Recommender Systems: Systematic Scoping Review and Evidence Mapping
inferred← citeshttps://doi.org/10.2196/42664openalex-snapshot
Telehealth System Based on the Ontology Design of a Diabetes Management Pathway Model in China: Development and Usability Study
inferred← citeshttps://doi.org/10.2196/50210openalex-snapshot
Digital Personal Health Coaching Platform for Promoting Human Papillomavirus Infection Vaccinations and Cancer Prevention: Knowledge Graph-Based Recommendation System
inferred← citeshttps://doi.org/10.2196/59632openalex-snapshot
AI Applications for Chronic Condition Self-Management: Scoping Review
inferred← citeshttps://doi.org/10.2196/79997openalex-snapshot
Development of an Evaluation Index System for Health Recommender Systems Based on the Health Technology Assessment Framework: Cross-Sectional Delphi Study
inferred← citeshttps://doi.org/10.2196/preprints.42664openalex-snapshot
A telehealth system based on the ontology design of a diabetes management pathway model in China: Development and evaluation (Preprint)
inferred← citeshttps://doi.org/10.2478/fon-2026-0034openalex-snapshot
Development and usability evaluation of a family role-focused recommendation system for young breast cancer patients †
inferred← citeshttps://doi.org/10.3233/faia241442openalex-snapshot
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inferred← citeshttps://doi.org/10.3233/ida-220394openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/electronics12010061openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/ijerph192215115openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/info15010031openalex-snapshot
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