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Health Recommender Systems: Systematic Review
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1001/jama.299.20.2437openalex-snapshot
The Power of Prevention and What It Requires
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_7openalex-snapshot
Context-Aware Recommender Systems
inferredcites →https://doi.org/10.1007/978-1-4899-7637-6openalex-snapshot
Recommender Systems Handbook
inferredcites →https://doi.org/10.1007/978-3-319-50478-0_20openalex-snapshot
Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives
inferredcites →https://doi.org/10.1007/978-3-540-72079-9openalex-snapshot
The adaptive web: methods and strategies of web personalization
inferredcites →https://doi.org/10.1007/978-3-540-72079-9_10openalex-snapshot
Content-Based Recommendation Systems
inferredcites →https://doi.org/10.1007/s10729-018-9441-yopenalex-snapshot
Mining the preferences of patients for ubiquitous clinic recommendation
inferredcites →https://doi.org/10.1007/s10902-004-1278-zopenalex-snapshot
Orientations to happiness and life satisfaction: the full life versus the empty life
inferredcites →https://doi.org/10.1007/s11257-011-9118-4openalex-snapshot
Explaining the user experience of recommender systems
inferredcites →https://doi.org/10.1016/j.artmed.2017.03.002openalex-snapshot
User recommendation in healthcare social media by assessing user similarity in heterogeneous network
inferredcites →https://doi.org/10.1016/j.chb.2013.02.014openalex-snapshot
Motivational, emotional, and behavioral correlates of fear of missing out
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.compag.2019.05.053openalex-snapshot
A review of visualisations in agricultural decision support systems: An HCI perspective
inferredcites →https://doi.org/10.1016/j.compbiomed.2015.11.013openalex-snapshot
Multimodal hybrid reasoning methodology for personalized wellbeing services
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.2013.09.005openalex-snapshot
Facing the cold start problem in recommender systems
inferredcites →https://doi.org/10.1016/j.eswa.2016.02.013openalex-snapshot
Interactive recommender systems: A survey of the state of the art and future research challenges and opportunities
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.is.2017.07.005openalex-snapshot
Power to the patients: The HealthNetsocial network
inferredcites →https://doi.org/10.1016/j.jbi.2013.12.015openalex-snapshot
glUCModel: A monitoring and modeling system for chronic diseases applied to diabetes
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/10.1023/a:1021240730564openalex-snapshot
Hybrid Recommender Systems: Survey and Experiments
inferredcites →https://doi.org/10.1037/0002-9432.76.3.395openalex-snapshot
Mental health in adolescence: Is America's youth flourishing?
inferredcites →https://doi.org/10.1037/1040-3590.18.2.192openalex-snapshot
The Mini-IPIP Scales: Tiny-yet-effective measures of the Big Five Factors of Personality.
inferredcites →https://doi.org/10.1093/jamia/ocy023openalex-snapshot
Evaluation of a recommender app for apps for the treatment of depression and anxiety: an analysis of longitudinal user engagement
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.2014.120openalex-snapshot
Personalized Healthcare Recommender Based on Social Media
inferredcites →https://doi.org/10.1109/aina.2014.93openalex-snapshot
Semantics-Enhanced Recommendation System for Social Healthcare
inferredcites →https://doi.org/10.1109/bigdatacongress.2017.63openalex-snapshot
TeenRead: An Adolescents Reading Recommendation System Towards Online Bibliotherapy
inferredcites →https://doi.org/10.1109/ccnc.2017.8015367openalex-snapshot
mStress: A mobile recommender system for just-in-time interventions for stress
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/cisti.2014.6877023openalex-snapshot
Geospatial recommender system for the location of health services
inferredcites →https://doi.org/10.1109/cscloud.2015.72openalex-snapshot
Ontology-Based Knowledge Representation for Secure Self-Diagnosis in Patient-Centered Teleheath with Cloud Systems
inferredcites →https://doi.org/10.1109/ehb.2013.6707249openalex-snapshot
A systematic literature review on Health Recommender Systems
inferredcites →https://doi.org/10.1109/health.2009.5406194openalex-snapshot
ExerTrek: A portable handheld exercise monitoring, tracking and recommendation system
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/iccp.2013.6646074openalex-snapshot
Particle Swarm Optimization-based method for generating healthy lifestyle recommendations
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/icisa.2010.5480416openalex-snapshot
Food Recommendation System Using Clustering Analysis for Diabetic Patients
inferredcites →https://doi.org/10.1109/icoac.2014.7229734openalex-snapshot
A trust enhanced Recommender System for medicare applications
inferredcites →https://doi.org/10.1109/icwamtip.2012.6413447openalex-snapshot
A doctor recommendation algorithm based on doctor performances and patient preferences
inferredcites →https://doi.org/10.1109/ijcnn.2016.7727190openalex-snapshot
Towards a patient satisfaction based hospital recommendation system
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/mc.2018.1731060openalex-snapshot
Recommender System Lets Coaches Identify and Help Athletes Who Begin Losing Motivation
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/soli.2016.7551676openalex-snapshot
An answer recommendation algorithm for medical community question answering systems
inferredcites →https://doi.org/10.1109/taai.2011.39openalex-snapshot
Implementation of a Goal-Oriented Recipe Recommendation System Providing Nutrition Information
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/tfuzz.2014.2379256openalex-snapshot
Adaptive Personalized Diet Linguistic Recommendation Mechanism Based on Type-2 Fuzzy Sets and Genetic Fuzzy Markup Language
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/10.1109/tlt.2012.11openalex-snapshot
Context-Aware Recommender Systems for Learning: A Survey and Future Challenges
inferredcites →https://doi.org/10.1109/wi-iat.2015.218openalex-snapshot
Walking Route Recommendation System for Taking a Walk as Health Promotion
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/10.1109/wi-iat.2015.77openalex-snapshot
Coordinated Persuasion with Dynamic Group Formation for Collaborative Elderly Care
inferredcites →https://doi.org/10.1136/bmj.b2535openalex-snapshot
Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement
inferredcites →https://doi.org/10.1145/1557914.1557930openalex-snapshot
Improving recommender systems with adaptive conversational strategies
inferredcites →https://doi.org/10.1145/1921591.1921593openalex-snapshot
Comparison of collaborative filtering algorithms
inferredcites →https://doi.org/10.1145/2064741.2064743openalex-snapshot
Applicability of recommender systems to medical surveillance systems
inferredcites →https://doi.org/10.1145/2513002.2513024openalex-snapshot
Towards personalised, gamified systems
inferredcites →https://doi.org/10.1145/2645710.2645740openalex-snapshot
A methodology for learning, analyzing, and mitigating social influence bias in recommender systems
inferredcites →https://doi.org/10.1145/2649387.2649399openalex-snapshot
Resolving healthcare forum posts via similar thread retrieval
inferredcites →https://doi.org/10.1145/2684200.2684298openalex-snapshot
Towards Activity Recommendation from Lifelogs
inferredcites →https://doi.org/10.1145/2695664.2695767openalex-snapshot
Integrating mobile sensing and social network for personalized health-care application
inferredcites →https://doi.org/10.1145/2750511.2750528openalex-snapshot
Using Tags and Latent Factors in a Food Recommender System
inferredcites →https://doi.org/10.1145/2792838.2799665openalex-snapshot
Towards Automatic Meal Plan Recommendations for Balanced Nutrition
inferredcites →https://doi.org/10.1145/2792838.2799669openalex-snapshot
Nudging Grocery Shoppers to Make Healthier Choices
inferredcites →https://doi.org/10.1145/2818048.2819956openalex-snapshot
Characterizing Dietary Choices, Nutrition, and Language in Food Deserts via Social Media
inferredcites →https://doi.org/10.1145/2930238.2930251openalex-snapshot
Lifestyle Recommendations for Hypertension through Rasch-based Feasibility Modeling
inferredcites →https://doi.org/10.1145/2959100.2959203openalex-snapshot
Engendering Health with Recommender Systems
inferredcites →https://doi.org/10.1145/3038912.3052573openalex-snapshot
Investigating the Healthiness of Internet-Sourced Recipes
inferredcites →https://doi.org/10.1145/3079452.3079499openalex-snapshot
Towards Health (Aware) Recommender Systems
inferredcites →https://doi.org/10.1145/3079628.3079640openalex-snapshot
Item Contents Good, User Tags Better
inferredcites →https://doi.org/10.1145/3127325.3127328openalex-snapshot
Users psychological profiles for leisure activity recommendation
inferredcites →https://doi.org/10.1145/3132847.3132946openalex-snapshot
Health Forum Thread Recommendation Using an Interest Aware Topic Model
inferredcites →https://doi.org/10.1145/3167020.3167057openalex-snapshot
Personalized Recipe Recommendations for Toddlers Based on Nutrient Intake and Food Preferences
inferredcites →https://doi.org/10.1145/3298689.3347001openalex-snapshot
Explaining and exploring job recommendations
inferredcites →https://doi.org/10.1145/506443.506619openalex-snapshot
The role of transparency in recommender systems
inferredcites →https://doi.org/10.1145/963770.963772openalex-snapshot
Evaluating collaborative filtering recommender systems
inferredcites →https://doi.org/10.1163/9789004337862_lgbo_com_050369openalex-snapshot
Encyclopedia of Library and Information Science
inferredcites →https://doi.org/10.1177/0002716215570573openalex-snapshot
Constructing Recommendation Systems for Effective Health Messages Using Content, Collaborative, and Hybrid Algorithms
inferredcites →https://doi.org/10.1177/1049732302238251openalex-snapshot
Appraising the Evidence: Reviewing Disparate Data Systematically
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/s13012-015-0336-8openalex-snapshot
Evaluating the QUIT-PRIMO clinical practice ePortal to increase smoker engagement with online cessation interventions: a national hybrid type 2 implementation study
inferredcites →https://doi.org/10.1371/journal.pmed.1000097openalex-snapshot
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
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/jmir.2227openalex-snapshot
Single-Case Experimental Designs to Evaluate Novel Technology-Based Health Interventions
inferredcites →https://doi.org/10.2196/jmir.4448openalex-snapshot
Collective-Intelligence Recommender Systems: Advancing Computer Tailoring for Health Behavior Change Into the 21st Century
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.6465openalex-snapshot
Impact of a Collective Intelligence Tailored Messaging System on Smoking Cessation: The Perspect Randomized Experiment
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.7994openalex-snapshot
Encouraging Physical Activity in Patients With Diabetes: Intervention Using a Reinforcement Learning System
inferredcites →https://doi.org/10.2196/mhealth.9236openalex-snapshot
Development and Evaluation of a Mobile Personalized Blood Glucose Prediction System for Patients With Gestational Diabetes Mellitus
inferredcites →https://doi.org/10.23919/cisti.2017.7975743openalex-snapshot
Recommender systems in mobile apps for health a systematic review
inferredcites →https://doi.org/10.2471/blt.09.070565openalex-snapshot
Global health risks: progress and challenges
inferredcites →https://doi.org/10.3233/978-1-61499-761-0-140openalex-snapshot
Architecture and User-Context Models of CoCare: A Context-Aware Mobile Recommender System for Health Promotion
inferredcites →https://doi.org/10.3390/ijerph110302580openalex-snapshot
Health Recommender Systems: Concepts, Requirements, Technical Basics and Challenges
inferredcites →https://doi.org/10.4018/ijhisi.2015100101openalex-snapshot
Systematic Literature Review on Empirical Results and Practical Implementations of Healthcare Recommender Systems
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/10.4108/icst.pervasivehealth.2014.255070openalex-snapshot
PopTherapy: Coping with Stress through Pop-Culture
inferredcites →https://doi.org/10.4108/icst.pervasivehealth.2015.259255openalex-snapshot
CARE - Extending a Digital Picture Frame with a Recommender Mode to Enhance Well-Being of Elderly People
inferredcites →https://doi.org/10.7146/aahcc.v1i1.21315openalex-snapshot
Concordance: A Critical Participatory Alternative in Healthcare IT
inferredcites →https://doi.org/10.7326/0003-4819-116-4-350_1openalex-snapshot
Health Behavior and Health Education: Theory, Research, and Practice
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/9781394261727.ch21openalex-snapshot
Recommending Medical Specialist and Detecting Point of Discomfort Using Computer Vision and Machine Learning
inferred← citeshttps://doi.org/10.1007/978-3-031-07696-1_10openalex-snapshot
Semantic Technologies for Clinically Relevant Personal Health Applications
inferred← citeshttps://doi.org/10.1007/978-3-031-37306-0_4openalex-snapshot
ICARE: An Intuitive Context-Aware Recommender with Explanations
inferred← citeshttps://doi.org/10.1007/978-3-031-52388-5_25openalex-snapshot
Health Recommender Systems
inferred← citeshttps://doi.org/10.1007/978-3-031-68905-5_34openalex-snapshot
A Transformer Based Medicine Recommendation System that Uses Drug Reviews
inferred← citeshttps://doi.org/10.1007/978-3-031-71079-7_4openalex-snapshot
Collaborative Filtering is Wrong and Here is Why
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/10.1007/978-3-031-95571-6_5openalex-snapshot
Examining Personalized Explainable Recommendations that Support College Students on Stress Management
inferred← citeshttps://doi.org/10.1007/978-3-032-03558-5_25openalex-snapshot
Smart Symptom-Based Disease Detection and Health Management Through ML Integration
inferred← citeshttps://doi.org/10.1007/978-3-032-35393-1_21openalex-snapshot
A Scalable LLM-Based System for Early Mental Health Intervention and Workforce Resilience Using Genkit
inferred← citeshttps://doi.org/10.1007/978-981-97-3962-2_19openalex-snapshot
Text Mining for Recommendation Systems/Expert Systems in Health Domain
inferred← citeshttps://doi.org/10.1007/978-981-99-0942-1_42openalex-snapshot
A Pilot Experience to Raise Awareness Among Computer Science Undergraduates About the Gender Biases of Algorithms
inferred← citeshttps://doi.org/10.1007/s00146-024-01992-2openalex-snapshot
Computational frameworks for zoonotic disease control in Society 5.0: opportunities, challenges and future research directions
inferred← citeshttps://doi.org/10.1007/s10462-025-11361-0openalex-snapshot
AI in motion: a systematic review of artificial intelligence-driven virtual assistants for physical activity promotion and their comparison with traditional strategies
inferred← citeshttps://doi.org/10.1007/s11245-023-09922-5openalex-snapshot
Artificial Intelligence and Autonomy: On the Ethical Dimension of Recommender Systems
inferred← citeshttps://doi.org/10.1007/s11257-023-09368-9openalex-snapshot
Connecting physical activity with context and motivation: a user study to define variables to integrate into mobile health recommenders
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/s11948-024-00479-zopenalex-snapshot
Rethinking Health Recommender Systems for Active Aging: An Autonomy-Based Ethical Analysis
inferred← citeshttps://doi.org/10.1007/s13668-026-00735-7openalex-snapshot
Social Media as a Double-Edged Sword in Sports Nutrition Dissemination: Opportunities, Challenges, and Pathways Forward
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/10.1007/s44163-026-01187-2openalex-snapshot
AI-augmented personalized treatment in healthcare a comprehensive survey of models benchmarking and deployment challenges
inferred← citeshttps://doi.org/10.1007/s44196-026-01305-zopenalex-snapshot
A Sentiment-Aware and Explainable Hybrid Recommender System Based on Ratings and Transformer Embeddings
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.chb.2024.108336openalex-snapshot
Online grocery shopping recommender systems: Common approaches and practices
inferred← citeshttps://doi.org/10.1016/j.engappai.2024.109028openalex-snapshot
Recommendation system of scientific articles from discharge summaries
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.122166openalex-snapshot
A systematic review on food recommender systems
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125423openalex-snapshot
When latent features meet side information: A preference relation based graph neural network for collaborative filtering
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128718openalex-snapshot
Intelligent generation of personalized cardiovascular healthcare program based on knowledge network
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.131826openalex-snapshot
An AI-driven multi-criteria decision-support system for elderly care personalization
inferred← citeshttps://doi.org/10.1016/j.ijhcs.2024.103441openalex-snapshot
“It’s a little bit like cardiomyopathy Tinder”: Toward designing to facilitate locating peers and learning self-care ideas in online health communities
inferred← citeshttps://doi.org/10.1016/j.ijhcs.2025.103511openalex-snapshot
Enhancing user information disclosure intention in dynamic conversations of intelligent recommendation systems based on large language models: A perspective of user gratification and privacy calculus
inferred← citeshttps://doi.org/10.1016/j.ijmedinf.2024.105554openalex-snapshot
A knowledge graph-based recommender system for dementia care: Design and evaluation study
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.invent.2022.100599openalex-snapshot
Development and usage of a health recommendation web tool (HeaRT) designed to inform women of personalized preventive health recommendations
inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103674openalex-snapshot
Study on the impact of recommendation algorithms on user perceived stress and health management behaviour in short video platforms
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.knosys.2025.115184openalex-snapshot
A robust deep feature learning approach for personalized residential electricity plan recommendation
inferred← citeshttps://doi.org/10.1016/j.mcpdig.2024.05.007openalex-snapshot
How are Machine Learning and Artificial Intelligence Used in Digital Behavior Change Interventions? A Scoping Review
inferred← citeshttps://doi.org/10.1016/j.nut.2023.112291openalex-snapshot
Can ChatGPT provide appropriate meal plans for NCD patients?
inferred← citeshttps://doi.org/10.1016/j.soncn.2023.151433openalex-snapshot
Digital Transformation of Cancer Care in the Era of Big Data, Artificial Intelligence and Data-Driven Interventions: Navigating the Field
inferred← citeshttps://doi.org/10.1024/0300-9831/a000795openalex-snapshot
LIFANA – toward developing a meal recommender system as a dietary support app for the elderly
inferred← citeshttps://doi.org/10.1038/s41597-022-01598-7openalex-snapshot
SeEn: Sequential enriched datasets for sequence-aware recommendations
inferred← citeshttps://doi.org/10.1038/s41746-025-02093-0openalex-snapshot
Do we need AI guardians to protect us from health information overload?
inferred← citeshttps://doi.org/10.1080/03007995.2025.2579378openalex-snapshot
How voice biomarkers have been used in heart failure management: a scoping review
inferred← citeshttps://doi.org/10.1080/24751839.2026.2690713openalex-snapshot
HyBLRecs: a hybrid drug recommendation system integrating content analysis and reliability enhancement
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/jhm-d-24-00102openalex-snapshot
AI-Powered Patient-Centered Care: A Call to Action for Innovation
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/10.1108/josm-12-2021-0487openalex-snapshot
The role of recommender systems in fostering consumers' long-term platform engagement
inferred← citeshttps://doi.org/10.1109/access.2022.3218776openalex-snapshot
A Comprehensive User Modeling Framework and a Recommender System for Personalizing Well-Being Related Behavior Change Interventions: Development and Evaluation
inferred← citeshttps://doi.org/10.1109/access.2025.3598342openalex-snapshot
Beyond Relevance: Enhancing Serendipity in Content-Based Recommendations With Knowledge Graphs
inferred← citeshttps://doi.org/10.1109/fmlds63805.2024.00089openalex-snapshot
Personalised Diet Recommendation System Using Bandits
inferred← citeshttps://doi.org/10.1109/iccmc56507.2023.10083785openalex-snapshot
Navigating the Healthcare Landscape with Recommendation Systems: A Survey of Current Applications and Potential Impact
inferred← citeshttps://doi.org/10.1109/icoei56765.2023.10126027openalex-snapshot
A Collaborative Filtering based Recommender System for Hospital Recommendation
inferred← citeshttps://doi.org/10.1109/tcbb.2023.3318209openalex-snapshot
Improving Clinical Decision Making With a Two-Stage Recommender System
inferred← citeshttps://doi.org/10.1109/tce.2023.3322869openalex-snapshot
A Novel Truth Discovery Approach for Health Recommendation Systems
inferred← citeshttps://doi.org/10.1109/tensymp68909.2026.11704001openalex-snapshot
AI-Powered Personalized Autism Therapy Activity Recommendation System for Emotional, Behavioral and Social Development
inferred← citeshttps://doi.org/10.1134/s105466182303001xopenalex-snapshot
Formation of Digital Patient-Oriented Recommendations Based on Multilevel Granulation
inferred← citeshttps://doi.org/10.1136/bmjopen-2023-083359openalex-snapshot
Evaluation of health recommender systems: a scoping review protocol
inferred← citeshttps://doi.org/10.1145/3477495.3531687openalex-snapshot
KA-Recsys: Patient Focused Knowledge Appropriate Health Recommender System
inferred← citeshttps://doi.org/10.1145/3491101.3519840openalex-snapshot
Can a Recommender System Support Treatment Personalisation in Digital Mental Health Therapy? A Quantitative Feasibility Assessment Using Data from a Behavioural Activation Therapy App
inferred← citeshttps://doi.org/10.1145/3503252.3534356openalex-snapshot
KA-Recsys: Patient Focused Knowledge Appropriate Health Recommender System
inferred← citeshttps://doi.org/10.1145/3523227.3547422openalex-snapshot
KA-Recsys: Knowledge Appropriate Patient Focused Recommendation Technologies
inferred← citeshttps://doi.org/10.1145/3550297openalex-snapshot
Examining and Promoting Explainable Recommendations for Personal Sensing Technology Acceptance
inferred← citeshttps://doi.org/10.1145/3605655.3622796openalex-snapshot
Toward Designing for Social Connectedness in Cardiovascular Disease Self-Care
inferred← citeshttps://doi.org/10.1145/3639047openalex-snapshot
Survey on Recommender Systems for Biomedical Items in Life and Health Sciences
inferred← citeshttps://doi.org/10.1145/3698204.3716473openalex-snapshot
Paths and Recreation: Inclusive Recommendation of Physical Activities in your Neighbourhood
inferred← citeshttps://doi.org/10.1145/3742414.3794724openalex-snapshot
Feasibility of Activity Fingerprints for Glucose Prediction
inferred← citeshttps://doi.org/10.1145/3746648openalex-snapshot
Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters
inferred← citeshttps://doi.org/10.1145/3767326openalex-snapshot
Explainable Surgical Procedures Recommender System Leveraging Large Language Models
inferred← citeshttps://doi.org/10.1145/3769427openalex-snapshot
Inclusive Recommender Systems: Addressing Needs of Users with ADHD
inferred← citeshttps://doi.org/10.1145/3772071openalex-snapshot
Designing and Personalising Hybrid Health Explanations for Lay Users
inferred← citeshttps://doi.org/10.1145/3773078.3831844openalex-snapshot
Personalised Drug Recommender Systems based on Electronic Health Records: Reproducibility and External Validity
inferred← citeshttps://doi.org/10.1145/3788864openalex-snapshot
A Multi-Armed Bandit Framework for Personalized Sustainability Goal Assignment
inferred← citeshttps://doi.org/10.1177/20503121251348374openalex-snapshot
Recommender systems for obesity prevention: Scoping review of reviews
inferred← citeshttps://doi.org/10.1186/s12888-025-07657-8openalex-snapshot
Developing and validating a machine learning pharmaceutical therapy recommender system for US-based hospital in-patients with schizophrenia spectrum disorders
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/10.1371/journal.pone.0353945openalex-snapshot
The effectiveness of a knowledge graph-based lifestyle intervention recommendation system in improving body composition, muscle strength, and physical function in sarcopenic obesity: Study protocol for a randomized controlled trial
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/10.19101/ijatee.2022.10100088openalex-snapshot
Evolutionary extreme learning machine based collaborative filtering
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/10.21203/rs.3.rs-3432142/v1openalex-snapshot
The Impact of a Web-based Clinical Decision Support System on Adherence to Venous Thromboembolism Prophylaxis Guidelines in ICU Nonsurgical Patients: A Prospective Study
inferred← citeshttps://doi.org/10.21203/rs.3.rs-842416/v1openalex-snapshot
Effect of Web-based Clinical Decision Support Systems on Adherence to Venous Thromboembolism Prophylaxis guideline among ICU Nonsurgical Patients: A Prospective Before and After Study
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/10.2196/38536openalex-snapshot
A Digital Health Intervention for Stress and Anxiety Relief in Perioperative Care: Protocol for a Feasibility Randomized Controlled Trial
inferred← citeshttps://doi.org/10.2196/38831openalex-snapshot
Content Recommendation Systems in Web-Based Mental Health Care: Real-world Application and Formative Evaluation
inferred← citeshttps://doi.org/10.2196/42789openalex-snapshot
Evaluating the Ability of Open-Source Artificial Intelligence to Predict Accepting-Journal Impact Factor and Eigenfactor Score Using Academic Article Abstracts: Cross-sectional Machine Learning Analysis
inferred← citeshttps://doi.org/10.2196/43105openalex-snapshot
Effects of User-Reported Risk Factors and Follow-Up Care Activities on Satisfaction With a COVID-19 Chatbot: Cross-Sectional Study
inferred← citeshttps://doi.org/10.2196/45788openalex-snapshot
Usability Evaluation of a Knowledge Graph–Based Dementia Care Intelligent Recommender System: Mixed Methods Study
inferred← citeshttps://doi.org/10.2196/46073openalex-snapshot
Online Medical Consultation Service–Oriented Recommendations: Systematic Review
inferred← citeshttps://doi.org/10.2196/51271openalex-snapshot
An Explanation Interface for Healthy Food Recommendations in a Real-Life Workplace Deployment: User-Centered Design Study
inferred← citeshttps://doi.org/10.2196/51831openalex-snapshot
Cocreating a Mobile Health App Providing Physical Activity Recommendations for Older People Living With Parkinson Disease or Dementia: User-Centered Pilot Study
inferred← citeshttps://doi.org/10.2196/54049openalex-snapshot
Stress Reduction in Perioperative Care: Feasibility Randomized Controlled Trial
inferred← citeshttps://doi.org/10.2196/56086openalex-snapshot
Scalable Precision Psychiatry With an Objective Measure of Psychological Stress: Prospective Real-World Study
inferred← citeshttps://doi.org/10.2196/60079openalex-snapshot
Mental Health Care Navigation Tools in Australia: Infoveillance Study
inferred← citeshttps://doi.org/10.2196/60138openalex-snapshot
Designing Health Recommender Systems to Promote Health Equity: A Socioecological Perspective
inferred← citeshttps://doi.org/10.2196/67886openalex-snapshot
Evaluating the Impact on Pain Perceptions, Pain Intensity, and Physical Activity of a Mobile App to Empower Employees With Musculoskeletal Pain: Mixed Methods Pilot Study
inferred← citeshttps://doi.org/10.2196/71305openalex-snapshot
Causal AI Recommendation System for Digital Mental Health: Bayesian Decision-Theoretic Analysis
inferred← citeshttps://doi.org/10.2196/73151openalex-snapshot
Mapping Digital Nudges and Recommender Systems for Obesity Prevention: Scoping Review
inferred← citeshttps://doi.org/10.2196/73726openalex-snapshot
Challenges for a Maternal-Care Health Recommender System in Indonesia: Formative Preimplementation Qualitative Study
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/10.2196/88198openalex-snapshot
Features of Virtual Navigation Systems for Health Care and Social Services Associated With Patient Outcomes: Protocol for a Scoping Review
inferred← citeshttps://doi.org/10.2196/preprints.37019openalex-snapshot
Development and Usage of a Health Recommendation Web Tool (HeaRT) Designed to Inform Women of Personalized Preventive Health Recommendations (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.38184openalex-snapshot
Dissemination and implementation research in health recommender systems: a systematic scoping review and evidence map (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.38536openalex-snapshot
A Digital Health Intervention for Stress and Anxiety Relief in Perioperative Care: Protocol for a Feasibility Trial. (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.51831openalex-snapshot
Developing Physical Activity Recommendations in a Mobile Health App for Older People with Chronic Conditions (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.64514openalex-snapshot
Recommendation Systems in Nutrition Field: A Scoping Review (Preprint)
inferred← citeshttps://doi.org/10.22214/ijraset.2025.70643openalex-snapshot
E-Healthcare Monitoring System Using ML
inferred← citeshttps://doi.org/10.28945/5215openalex-snapshot
Maternal Recommender System Systematic Literature Review: State of the Art and Future Studies
inferred← citeshttps://doi.org/10.30574/ijsra.2022.5.2.0001openalex-snapshot
The role of notification scheduling in improving patient outcomes
inferred← citeshttps://doi.org/10.3103/s0147688223060072openalex-snapshot
Intelligent Recommender Systems for Medicine. Particularities and Limitations
inferred← citeshttps://doi.org/10.31449/inf.v46i4.4161openalex-snapshot
Recommending Relevant Services in Electronic and Mobile Health Platforms
inferred← citeshttps://doi.org/10.3233/ida-220394openalex-snapshot
A systematic review on recommendation systems applied to chronic diseases
inferred← citeshttps://doi.org/10.3389/fdgth.2023.1137066openalex-snapshot
Patient preferences as human factors for health data recommender systems and shared decision making in orthopaedic practice
inferred← citeshttps://doi.org/10.3389/fdgth.2026.1691697openalex-snapshot
Responsible data selection method for algorithmic personalization of health apps: a case study on promoting mental health
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/10.3389/fmed.2022.906554openalex-snapshot
Applications of natural language processing in ophthalmology: present and future
inferred← citeshttps://doi.org/10.3389/fnut.2022.933130openalex-snapshot
Applications of Machine Learning Models to Predict and Prevent Obesity: A Mini-Review
inferred← citeshttps://doi.org/10.3389/fpsyg.2025.1629265openalex-snapshot
We don’t need more apps, we need connection: recommender systems as under-explored chance to promote students’ mental health at universities
inferred← citeshttps://doi.org/10.3389/fpubh.2026.1780898openalex-snapshot
Ontology-based dietary recommendation system for Chinese children and adolescents: development and a pilot validation study
inferred← citeshttps://doi.org/10.3390/app13105850openalex-snapshot
Improving Quality of Life in Chronic Patients: A Pilot Study on the Effectiveness of a Health Recommender System and Its Usability
inferred← citeshttps://doi.org/10.3390/computers11100150openalex-snapshot
Physical Activity Recommendation System Based on Deep Learning to Prevent Respiratory Diseases
inferred← citeshttps://doi.org/10.3390/electronics11081219openalex-snapshot
Applying Collective Intelligence in Health Recommender Systems for Smoking Cessation: A Comparison Trial
inferred← citeshttps://doi.org/10.3390/electronics13020302openalex-snapshot
MultArtRec: A Multimodal Neural Topic Modeling for Integrating Image and Text Features in Artwork Recommendation
inferred← citeshttps://doi.org/10.3390/electronics14071446openalex-snapshot
A Recommendation System Based on a Microservice Architecture to Avoid Workplace Stress
inferred← citeshttps://doi.org/10.3390/ijerph192215115openalex-snapshot
Health Recommender Systems Development, Usage, and Evaluation from 2010 to 2022: A Scoping Review
inferred← citeshttps://doi.org/10.3390/ijerph20021215openalex-snapshot
Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
inferred← citeshttps://doi.org/10.3390/info15100660openalex-snapshot
Recommender Systems Applications: Data Sources, Features, and Challenges
inferred← citeshttps://doi.org/10.3390/math12162582openalex-snapshot
Leveraging ChatGPT and Long Short-Term Memory in Recommender Algorithm for Self-Management of Cardiovascular Risk Factors
inferred← citeshttps://doi.org/10.3390/nu14204435openalex-snapshot
PROTEIN AI Advisor: A Knowledge-Based Recommendation Framework Using Expert-Validated Meals for Healthy Diets
inferred← citeshttps://doi.org/10.3390/sci7040159openalex-snapshot
Personalized Prediction of the Time to Loss of Response to Azacytidine in MDS Patients
inferred← citeshttps://doi.org/10.3390/technologies12080127openalex-snapshot
Feedback Collection and Nearest-Neighbor Profiling for Recommendation Systems in Healthcare Scenarios
inferred← citeshttps://doi.org/10.3837/tiis.2024.02.002openalex-snapshot
Knowledge Based Recommender System for Disease Diagnostic and Treatment Using Adaptive Fuzzy-Blocks
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