Medical records contain many terms that are difficult to process. Our aim in this study is to allow visual exploration of the information in medical databases where texts present a large number of syntactic variations and abbreviations by using an interface that facilitates content identification, navigation, and information retrieval. We propose the use of multi-term tag clouds as content representation tools and as assistants for browsing and querying tasks. The tag cloud generation is achieved by using a novelty mathematical method that allows related terms to remain grouped together within the tags. To evaluate this proposal, we have carried out a survey over a spanish database with 24,481 records. For this purpose, 23 expert users in the medical field were tasked to test the interface and answer some questions in order to evaluate the generated tag clouds properties. In addition, we obtained a precision of 0.990, a recall of 0.870, and a 1-score of 0.904 in the evaluation of the tag cloud as an information retrieval tool. The main contribution of this approach is that we automatically generate a visual interface over the text capable of capturing the semantics of the information and facilitating access to medical records, obtaining a high degree of satisfaction in the evaluation survey.
Download full-text PDF |
Source |
|---|---|
| http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534415 | PMC |
| http://dx.doi.org/10.3390/e23101275 | DOI Listing |
Publication Analysis
Top Keywords
Similar Publications
Value Propositions for Digital Shared Medication Plans to Boost Patient-Health Care Professional Partnerships: Co-Design Study.
J Particip Med
January 2025
Department of Ambulatory Care, Center for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.
Background: Health authorities worldwide have invested in digital technologies to establish robust information exchange systems for improving the safety and efficiency of medication management. Nevertheless, inaccurate medication lists and information gaps are common, particularly during care transitions, leading to avoidable harm, inefficiencies, and increased costs. Besides fragmented health care processes, the inconsistent incorporation of patient-driven changes contributes to these problems.
View Article and Find Full Text PDFDigital Information Exchange Between the Public and Researchers in Health Studies: Scoping Review.
J Med Internet Res
January 2025
Department of Prevention and Evaluation, Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany.
Background: Information exchange regarding the scope and content of health studies is becoming increasingly important. Digital methods, including study websites, can facilitate such an exchange.
Objective: This scoping review aimed to describe how digital information exchange occurs between the public and researchers in health studies.
Use of Electronic Health Records to Identify Factors Related to Skin Changes in Terminal Patients.
Adv Skin Wound Care
January 2025
Chia-Jung Chan, MS, RN, is Head Nurse, Taipei Medical University Hospital, Taipei, Taiwan. Yeu-Hui Chuang, PhD, RN, is Professor, School of Nursing, College of Nursing, Taipei Medical University, and Researcher, Research Center in Nursing Clinical Practice, Wan Fang Hospital, Taipei Medical University; Tsai-Wei Huang, PhD, RN, is Professor, School of Nursing, College of Nursing. Taipei Medical University, and Researcher, Research Center in Nursing Clinical Practice, Wan Fang Hospital, Taipei Medical University; Made Satya Nugraha Gautama, S.Kep, Ns, is Lecturer, Department of Nursing, Faculty of Medicine, Universitas Pendidikan Ganesha, Bali, Indonesia.
Objective: To investigate the incidence of skin changes at life's end (SCALE) among hospice patients and identify associated factors.
Methods: The authors conducted a retrospective chart review of demographic data, medical history, Braden Scale assessment scores, Charlson Comorbidity Index, symptom records, and medical treatments of patients admitted to a local teaching hospital's hospice unit between May 2019 and April 2021.
Results: Most (79%) of the 300 hospice patients included in the study had cancer.
Sex Differences in Early/Unplanned Separation Among US Service Members With a History of Mild Traumatic Brain Injury.
J Head Trauma Rehabil
January 2025
Author Affiliations: Program Executive Office, Defense Healthcare Management Systems, Arlington, Virginia (Ms Wal and Dr Caban); National Center for Collaborative Healthcare Innovation (NCCHI), VA Palo Alto Health Care System, Palo Alto, California (Mr Hoover); Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts (Dr Adams); Veterans Health Administration Rocky Mountain Mental Illness Research Education and Clinical Center, Aurora, Colorado (Drs Adams and Forster); Department of Physical Medicine & Rehabilitation, University of Colorado, Anschutz Medical Campus, Aurora, Colorado (Dr Forster); and Uniformed Services University of the Health Sciences, Graduate School of Nursing, Bethesda, Maryland (Dr Engler).
Objective: To investigate the incidence of early/unplanned (E/U) separations following mild traumatic brain injury (mTBI) and assess whether sex impacts the hazard of separation.
Setting: Military Health System (MHS).
Participants: Active duty service members (N = 75,730) with an initial mTBI diagnosis in military records between January 2011 and January 2018.
Milestone events in recessive dystrophic epidermolysis bullosa (RDEB): findings of the PEBLES Study.
Clin Exp Dermatol
January 2025
St John's Institute of Dermatology, Guy's and St Thomas' NHS Foundation Trust, London, UK.
Background: In recessive dystrophic epidermolysis bullosa (RDEB), complications like oesophageal strictures, hand contractures, cardiomyopathy and cutaneous squamous cell carcinoma (SCC) may develop, necessitating procedures such as oesophageal dilatation (OD), gastrostomy tube placement and hand surgery.
Objectives: To determine prevalence and age of onset of milestone events by RDEB subtype, specifically dysphagia, first OD, first gastrostomy tube, first hand surgery, cardiomyopathy, first SCC and death.
Methods: The Prospective Epidermolysis Bullosa Longitudinal Evaluation Study (PEBLES) is a register study of individuals with RDEB which records comprehensive EB- and non-EB-related health information.
Want AI Summaries of new PubMed Abstracts delivered to your In-box?
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!