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Development and Evaluation of Health Recommender Systems: Systematic Scoping Review and Evidence Mapping

https://doi.org/10.2196/38184
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1 of the 78 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1371/journal.pone.0252087 (notice 2024-05-01).

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What this work says

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

inferredcites →https://doi.org/10.1007/978-1-4939-1985-7_9openalex-snapshot
Introduction on Health Recommender Systems
inferredcites →https://doi.org/10.1007/s11257-011-9118-4openalex-snapshot
Explaining the user experience of recommender systems
inferredcites →https://doi.org/10.1007/s13042-017-0762-9openalex-snapshot
How good your recommender system is? A survey on evaluations in recommendation
inferredcites →https://doi.org/10.1016/j.artmed.2019.101761openalex-snapshot
A modular cluster based collaborative recommender system for cardiac patients
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.eswa.2022.116825openalex-snapshot
Artificial intelligence-based decision support model for new drug development planning
inferredcites →https://doi.org/10.1016/j.ijmedinf.2017.10.008openalex-snapshot
A statistical analysis based recommender model for heart disease patients
inferredcites →https://doi.org/10.1016/j.ijmedinf.2017.12.018openalex-snapshot
Analyzing recommender systems for health promotion using a multidisciplinary taxonomy: A scoping review
inferredcites →https://doi.org/10.1016/j.ijnurstu.2009.02.010openalex-snapshot
What are scoping studies? A review of the nursing literature
inferredcites →https://doi.org/10.1016/j.knosys.2014.03.004openalex-snapshot
TPLUFIB-WEB: A fuzzy linguistic Web system to help in the treatment of low back pain problems
inferredcites →https://doi.org/10.1016/j.neucom.2015.08.054openalex-snapshot
Predicting potential side effects of drugs by recommender methods and ensemble learning
inferredcites →https://doi.org/10.1016/j.ygeno.2019.01.001openalex-snapshot
Efficient clustering in collaborative filtering recommender system: Hybrid method based on genetic algorithm and gravitational emulation local search algorithm
inferredcites →https://doi.org/10.1016/j.zefq.2015.06.005openalex-snapshot
Information overload in healthcare: too much of a good thing?
inferredcites →https://doi.org/10.1016/s0738-3991(98)00135-9openalex-snapshot
The development of computer-generated tailored interventions
inferredcites →https://doi.org/10.1017/s0266462311000638openalex-snapshot
A MODEL FOR ASSESSMENT OF TELEMEDICINE APPLICATIONS: MAST
inferredcites →https://doi.org/10.1038/nrd3003openalex-snapshot
The safety and side effects of monoclonal antibodies
inferredcites →https://doi.org/10.1093/bioinformatics/btx613openalex-snapshot
A collaborative filtering-based approach to biomedical knowledge discovery
inferredcites →https://doi.org/10.1093/geront/gny056openalex-snapshot
A Machine Learning Recommender System to Tailor Preference Assessments to Enhance Person-Centered Care Among Nursing Home Residents
inferredcites →https://doi.org/10.1093/jamia/ocaa190openalex-snapshot
OrderRex clinical user testing: a randomized trial of recommender system decision support on simulated cases
inferredcites →https://doi.org/10.1093/jamia/ocz175openalex-snapshot
Safety concerns with consumer-facing mobile health applications and their consequences: a scoping review
inferredcites →https://doi.org/10.1109/aims.2017.11openalex-snapshot
A Recommendation System for Proactive Health Monitoring Using IoT and Wearable Technologies
inferredcites →https://doi.org/10.1109/aina.2014.93openalex-snapshot
Semantics-Enhanced Recommendation System for Social Healthcare
inferredcites →https://doi.org/10.1109/chilecon.2017.8229507openalex-snapshot
A context-aware platform for comprehensive care of elderly people: Proposed architecture
inferredcites →https://doi.org/10.1109/cicare.2014.7007848openalex-snapshot
How to find your appropriate doctor: An integrated recommendation framework in big data context
inferredcites →https://doi.org/10.1109/healthcom.2016.7749456openalex-snapshot
Cell phone-based diabetes self-management and social networking system for American Indians
inferredcites →https://doi.org/10.1109/iaeac.2017.8054075openalex-snapshot
Elderly care recommendation system for informal caregivers using case-based reasoning
inferredcites →https://doi.org/10.1109/icacci.2016.7732256openalex-snapshot
Constraint based recipe recommendation using forward checking algorithm
inferredcites →https://doi.org/10.1109/icawst.2015.7314050openalex-snapshot
Automatic generation and recommendation of recipes based on outlier analysis
inferredcites →https://doi.org/10.1109/icdmw.2014.177openalex-snapshot
GlucoGuide: An Intelligent Type-2 Diabetes Solution Using Data Mining and Mobile Computing
inferredcites →https://doi.org/10.1109/icoac.2014.7229734openalex-snapshot
A trust enhanced Recommender System for medicare applications
inferredcites →https://doi.org/10.1109/iscaie.2012.6482120openalex-snapshot
Online personalized audio therapy recommender based on community ratings
inferredcites →https://doi.org/10.1109/jbhi.2018.2813424openalex-snapshot
Personalized Adaptive CBR Bolus Recommender System for Type 1 Diabetes
inferredcites →https://doi.org/10.1109/ms.2017.4121209openalex-snapshot
Healthy Routes in the Smart City: A Context-Aware Mobile Recommender
inferredcites →https://doi.org/10.1109/pacrim.2015.7334878openalex-snapshot
Ingredient substitute recommendation for allergy-safe cooking based on food context
inferredcites →https://doi.org/10.1109/roman.2017.8172323openalex-snapshot
Recommendation dialogue system through pragmatic argumentation
inferredcites →https://doi.org/10.1109/segah.2014.7067070openalex-snapshot
"Minha Saude" a healthcare social network for patients with cardiovascular diseases
inferredcites →https://doi.org/10.1109/sieds.2016.7489285openalex-snapshot
Optimizing multi-channel health information delivery for behavioral change
inferredcites →https://doi.org/10.1109/taai.2015.7407127openalex-snapshot
The nutrients of chronic diet recommended based on domain ontology and decision tree
inferredcites →https://doi.org/10.1109/tlt.2015.2438867openalex-snapshot
Evaluating Recommender Systems for Technology Enhanced Learning: A Quantitative Survey
inferredcites →https://doi.org/10.1109/tsmcb.2011.2163711openalex-snapshot
Enhancing Collaborative Filtering by User Interest Expansion via Personalized Ranking
inferredcites →https://doi.org/10.1109/wi-iat.2015.47openalex-snapshot
An Intelligent Recommender System Based on Short-Term Risk Prediction for Heart Disease Patients
inferredcites →https://doi.org/10.1111/j.1467-789x.2006.00226.xopenalex-snapshot
Diagnosis and management of hypertension in obesity
inferredcites →https://doi.org/10.1145/2792838.2799665openalex-snapshot
Towards Automatic Meal Plan Recommendations for Balanced Nutrition
inferredcites →https://doi.org/10.1145/2801948.2801997openalex-snapshot
DISYS
inferredcites →https://doi.org/10.1145/2930238.2930251openalex-snapshot
Lifestyle Recommendations for Hypertension through Rasch-based Feasibility Modeling
inferredcites →https://doi.org/10.1145/3072614openalex-snapshot
Yum-Me
inferredcites →https://doi.org/10.1145/3132847.3132946openalex-snapshot
Health Forum Thread Recommendation Using an Interest Aware Topic Model
inferredcites →https://doi.org/10.1177/193229681300700130openalex-snapshot
Mobile Applications for Diabetes Self-Management: Status and Potential
inferredcites →https://doi.org/10.1177/2055207618824727openalex-snapshot
How recommender systems could support and enhance computer-tailored digital health programs: A scoping review
inferredcites →https://doi.org/10.1186/1748-5908-5-69openalex-snapshot
Scoping studies: advancing the methodology
inferredcites →https://doi.org/10.1186/s12889-021-11803-8openalex-snapshot
Evaluating the use of a recommender system for selecting optimal messages for smoking cessation: patterns and effects of user-system engagement
inferredcites →https://doi.org/10.1186/s12916-015-0465-6openalex-snapshot
A scoping review of rapid review methods
inferredcites →https://doi.org/10.1186/s13321-018-0310-yopenalex-snapshot
Implicit-descriptor ligand-based virtual screening by means of collaborative filtering
inferredcites →https://doi.org/10.1186/s13643-016-0204-xopenalex-snapshot
What is an evidence map? A systematic review of published evidence maps and their definitions, methods, and products
inferredcites →https://doi.org/10.1371/journal.pone.0252087openalex-snapshot
The mechanism of digitized landscape architecture design under edge computing
inferredcites →https://doi.org/10.2174/1573409917666210315094213openalex-snapshot
Large-scale Prediction of Drug-Protein Interactions Based on Network Information
inferredcites →https://doi.org/10.2196/13645openalex-snapshot
Smartphone Apps to Support Self-Management of Hypertension: Review and Content Analysis
inferredcites →https://doi.org/10.2196/17642openalex-snapshot
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
inferredcites →https://doi.org/10.2196/18035openalex-snapshot
Health Recommender Systems: Systematic Review
inferredcites →https://doi.org/10.2196/19968openalex-snapshot
Effects of a Personalized Fitness Recommender System Using Gamification and Continuous Player Modeling: System Design and Long-Term Validation Study
inferredcites →https://doi.org/10.2196/37233openalex-snapshot
Drug Recommendation System for Diabetes Using a Collaborative Filtering and Clustering Approach: Development and Performance Evaluation
inferredcites →https://doi.org/10.2196/jmir.5692openalex-snapshot
Can Mobile Phone Apps Influence People’s Health Behavior Change? An Evidence Review
inferredcites →https://doi.org/10.2196/jmir.6015openalex-snapshot
Which Doctor to Trust: A Recommender System for Identifying the Right Doctors
inferredcites →https://doi.org/10.2196/jmir.6775openalex-snapshot
Efficacy of a Web-Based Guided Recommendation Service for a Curated List of Readily Available Mental Health and Well-Being Mobile Apps for Young People: Randomized Controlled Trial
inferredcites →https://doi.org/10.2196/jmir.7347openalex-snapshot
Tracing the Potential Flow of Consumer Data: A Network Analysis of Prominent Health and Fitness Apps
inferredcites →https://doi.org/10.2196/jmir.8.2.e10openalex-snapshot
Why Are Health Care Interventions Delivered Over the Internet? A Systematic Review of the Published Literature
inferredcites →https://doi.org/10.3233/shti190086openalex-snapshot
A Hybrid Recommender System to Guide Assessment and Surveillance of Adverse Childhood Experiences
inferredcites →https://doi.org/10.3389/fpubh.2021.737269openalex-snapshot
Blockchain-Secured Recommender System for Special Need Patients Using Deep Learning
inferredcites →https://doi.org/10.3389/frobt.2021.733835openalex-snapshot
Designing Persuasive Food Conversational Recommender Systems With Nudging and Socially-Aware Conversational Strategies
inferredcites →https://doi.org/10.3390/ijerph110404262openalex-snapshot
Design of a Real-Time and Continua-Based Framework for Care Guideline Recommendations
inferredcites →https://doi.org/10.3390/ijerph17082948openalex-snapshot
A New Design Scheme for Intelligent Upper Limb Rehabilitation Training Robot
inferredcites →https://doi.org/10.3390/molecules27041404openalex-snapshot
Computational Drug Repurposing Based on a Recommendation System and Drug–Drug Functional Pathway Similarity
inferredcites →https://doi.org/10.4103/0970-0218.94009openalex-snapshot
Health promotion: An effective tool for global health
inferredcites →https://doi.org/10.4108/icst.pervasivehealth.2011.246030openalex-snapshot
Motivate: towards Context-Aware Recommendation Mobile System for Healthy Living
inferredcites →https://doi.org/10.5811/westjem.2015.12.28781openalex-snapshot
There’s an App for That? Highlighting the Difficulty in Finding Clinically Relevant Smartphone Applications
inferredcites →https://doi.org/10.5815/ijieeb.2017.03.04openalex-snapshot
A Survey on the Generation of Recommender Systems
inferredcites →https://doi.org/10.7326/m18-0850openalex-snapshot
PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-031-80056-6_4openalex-snapshot
Personalized Healthcare in the Digital Age: Advancements and Applications in Healthcare Recommender Systems
inferred← citeshttps://doi.org/10.1007/s00146-026-02955-5openalex-snapshot
AI and shared decision-making: a systematic review
inferred← citeshttps://doi.org/10.1007/s00521-026-12089-wopenalex-snapshot
SimGOL: a similarity-based graph optimization and learning framework with flexible fusion for recommender systems
inferred← citeshttps://doi.org/10.1007/s11553-026-01338-4openalex-snapshot
Von Fragmentierung zu Vernetzung: Digitale Navigations- und Recommender-Systeme zur Förderung psychischer Gesundheit an Hochschulen
inferred← citeshttps://doi.org/10.1007/s40520-023-02552-2openalex-snapshot
A comprehensive review of machine learning algorithms and their application in geriatric medicine: present and future
inferred← citeshttps://doi.org/10.1016/b978-0-443-30046-2.00008-9openalex-snapshot
Large language model-based personalized recommendations in health
inferred← citeshttps://doi.org/10.1016/j.apjon.2026.101000openalex-snapshot
Development and usability testing of a health recommender system for symptom management in women with breast cancer who were receiving or had recently received chemotherapy
inferred← citeshttps://doi.org/10.1016/j.artmed.2024.102981openalex-snapshot
RECOMED: A comprehensive pharmaceutical recommendation system
inferred← citeshttps://doi.org/10.1016/j.ijmedinf.2024.105697openalex-snapshot
The evaluation of health recommender systems: A scoping review
inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103167openalex-snapshot
PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems
inferred← citeshttps://doi.org/10.1016/j.isci.2026.116220openalex-snapshot
Why health recommender systems struggle to reach clinical practice: A lifecycle-oriented systematic review
inferred← citeshttps://doi.org/10.1016/j.procir.2023.08.062openalex-snapshot
Unveiling the Latest Trends and Advancements in Machine Learning Algorithms for Recommender Systems: A Literature Review
inferred← citeshttps://doi.org/10.1016/j.procs.2026.08.240openalex-snapshot
Personalized Mental Health Interventions: A Comparative Study of Collaborative Filtering Approaches Using DASS-21 Data
inferred← citeshttps://doi.org/10.1080/10447318.2025.2502966openalex-snapshot
Understanding the Influence of Vibration Duration and Mutability on Behavioral Adherence Using Wrist-Worn Wearable Devices: A Mixed Methods Study
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/10.1097/nr9.0000000000000022openalex-snapshot
Iron triangle framework for the health recommender system: perspectives from intelligent care
inferred← citeshttps://doi.org/10.1109/access.2024.3442085openalex-snapshot
Machine Learning Algorithms for Improved Product Design User Experience
inferred← citeshttps://doi.org/10.1109/icosaas68663.2026.11648481openalex-snapshot
A Machine Learning-based Dietary Recommendation System for Allergy and Nutritional Risk Management
inferred← citeshttps://doi.org/10.1145/3769427openalex-snapshot
Inclusive Recommender Systems: Addressing Needs of Users with ADHD
inferred← citeshttps://doi.org/10.1145/3797873openalex-snapshot
Nuanced Differences, Profound Impact: A Comparative Learning-Enhanced Knowledge Graph Recommender for Expert Identification in Specialized Medical Fields
inferred← citeshttps://doi.org/10.11591/eei.v13i4.7749openalex-snapshot
A novel approach for e-health recommender systems
inferred← citeshttps://doi.org/10.11591/ijeecs.v31.i2.pp1088-1098openalex-snapshot
Towards a new healthy food decision-making system
inferred← citeshttps://doi.org/10.1177/20503121251348374openalex-snapshot
Recommender systems for obesity prevention: Scoping review of reviews
inferred← citeshttps://doi.org/10.1177/20552076241309386openalex-snapshot
Health recommender systems to facilitate collaborative decision-making in chronic disease management: A scoping review
inferred← citeshttps://doi.org/10.1186/s12889-025-22724-1openalex-snapshot
U-shaped association between social media usage frequency and suggestibility by internet health information in Chinese online population with pre-diabetes and diabetes: a cross-sectional study
inferred← citeshttps://doi.org/10.1186/s12912-025-03830-2openalex-snapshot
The digital intelligent precise nursing framework: theory development in health recommender system
inferred← citeshttps://doi.org/10.14569/ijacsa.2023.0140699openalex-snapshot
Exploring the Impact of Hybrid Recommender Systems on Personalized Mental Health Recommendations
inferred← citeshttps://doi.org/10.20944/preprints202402.1709.v1openalex-snapshot
LLM- Based Personalized Recommendations in Health
inferred← citeshttps://doi.org/10.21203/rs.3.rs-10862112/v1openalex-snapshot
Transparent Context-aware Retrieval for Mental Health and Substance Use Service Navigation
inferred← citeshttps://doi.org/10.2196/46073openalex-snapshot
Online Medical Consultation Service–Oriented Recommendations: Systematic Review
inferred← citeshttps://doi.org/10.2196/55714openalex-snapshot
Methods, Indicators, and End-User Involvement in the Evaluation of Digital Health Interventions for the Public: Scoping Review
inferred← citeshttps://doi.org/10.2196/60138openalex-snapshot
Designing Health Recommender Systems to Promote Health Equity: A Socioecological Perspective
inferred← citeshttps://doi.org/10.2196/69077openalex-snapshot
Wearable Technologies for Health Promotion and Disease Prevention in Older Adults: Systematic Scoping Review and Evidence Map
inferred← citeshttps://doi.org/10.2196/72636openalex-snapshot
Big Data–Driven Health Portraits for Personalized Management in Noncommunicable Diseases: Scoping Review
inferred← citeshttps://doi.org/10.2196/73151openalex-snapshot
Mapping Digital Nudges and Recommender Systems for Obesity Prevention: Scoping Review
inferred← citeshttps://doi.org/10.2196/77726openalex-snapshot
Diet-Related Health Recommender Systems for Patients With Chronic Health Conditions: 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/10.2196/87082openalex-snapshot
Impact of a Prototype Combining Recommender Functionality With Structured Documentation on Operator Performance in Calls to Medical Communication Centers: Quasi-Experimental Feasibility Study
inferred← citeshttps://doi.org/10.2196/preprints.64514openalex-snapshot
Recommendation Systems in Nutrition Field: A Scoping Review (Preprint)
inferred← citeshttps://doi.org/10.3389/fcvm.2026.1774938openalex-snapshot
A hybrid deep learning and large language model framework for MACE risk prediction and evidence-based clinical recommendations
inferred← citeshttps://doi.org/10.3389/fdgth.2026.1727940openalex-snapshot
Impact of coping profiles on social identity in a youth chronic pain recommender system: qualitative descriptive study
inferred← citeshttps://doi.org/10.3390/jpm13071048openalex-snapshot
Future pHealth Ecosystem-Holistic View on Privacy and Trust
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