{"cited_by_count":32452,"description":"This cluster of papers focuses on ontology-based healthcare context modeling in a ubiquitous environment. It includes topics such as dietary nutrition recommendation, emergency situation monitoring, topic modeling for medical big data mining, depression risk prediction using deep neural network model, bio-detection for smart health service, and P2P cloud network services for IoT-based disaster situations.","display_name":"Innovation in Digital Healthcare Systems","domain_id":"4","external_ids":{"openalex":"https://openalex.org/T13243","wikipedia":"https://en.wikipedia.org/wiki/Ontology_(information_science)"},"field_id":"36","id":"T13243","keywords":[{"display_name":"personalized meal planning","id":"personalized-meal-planning","score":0.3571,"url":"https://openalex.org/keywords/personalized-meal-planning"},{"display_name":"personalized diet recommendation","id":"personalized-diet-recommendation","score":0.4454,"url":"https://openalex.org/keywords/personalized-diet-recommendation"},{"display_name":"meal recommendation","id":"meal-recommendation","score":0.2485,"url":"https://openalex.org/keywords/meal-recommendation"},{"display_name":"personalized nutrition recommendations","id":"personalized-nutrition-recommendations","score":0.2524,"url":"https://openalex.org/keywords/personalized-nutrition-recommendations"}],"legacy_keywords":["Ontology-based","Healthcare","Context Information Model","Ubiquitous Environment","Dietary Nutrition Recommendation","Emergency Situation Monitoring","Topic Modeling","Depression Risk Prediction","Bio-detection for Smart Health Service","P2P Cloud Network Services"],"openalex_id":"https://openalex.org/T13243","source_created_date":"2024-01-23T15:27:17","source_updated_date":"2026-10-17T03:02:00","subfield_id":"3605","url":"/topics/T13243","works_api_url":"https://api.openalex.org/works?filter=topics.id:T13243","works_count":8559,"label":"Innovation in Digital Healthcare Systems","provider":"openalex","revision":"765f900fb62938a2","taxonomy_revision":"f050b5d4780b1289","title":"Innovation in Digital Healthcare Systems","kind":"topic-directory","aeo_cohort":"topic-directory","catalogue_revision":"f050b5d4780b1289","numeric_address":"38356224775587724","address_version":"morton4x16-v1","coordinates":[4,36,3605,13243],"answer_status":"Directory metadata; local answer requires separate source review","truth_status":"Subject descriptor, not a factual answer or a demonstrated knowledge gap","reviewed_answer":null}