Early diagnosis of HIV cases by means of text mining and machine learning models on clinical notes

Morales-Sánchez, Rodrigo; Montalvo, Soto; Riaño, Adrián; Martínez, Raquel; Velasco, María

doi:10.1016/j.compbiomed.2024.108830

Computers in Biology and Medicine

2024

DOI: 10.1016/j.compbiomed.2024.108830

|View full text |Cite

Early diagnosis of HIV cases by means of text mining and machine learning models on clinical notes

Rodrigo Morales-Sánchez,

Soto Montalvo,

Adrián Riaño

et al.

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...

Citation Types

Supporting

Mentioning

Contrasting

Year Published

2024

Publication Types

Select...

Article1

Relationship

Self Cite0

Independent1

Authors

Journals

Cited by 1 publication

References 29 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

Study of Suppression of Hiv Viral Load Among People Receiving Antiretroviral Therapy in Palembang City

Silva Vanessa,

Januar Sitorus,

Najmah

2024

JBE

View full text Add to dashboard Cite

Background: Suppression of viral load is a targeted strategy for the prevention of HIV transmission. Viral load (VL) testing can be done at all health centres in Palembang City with free services. Purpose: This study aims to evaluate VL suppression and factors associated with VL suppression. Methods: The study design of this research was a cross-sectional study with data analysis using the Chi-square and binomial logistic regression tests. The population in this study was all HIV patients who accessed health services for VL testing. Data sources were obtained from the HIV/AIDS Information System (SIHA) for the period 2023 - June 2024. Results: The majority of PLHIV cases were male (1072 people) (83%) and unmarried (802 people) (62.1%). The transmission group was male-sexual males, 54.88%, with an average age of 36.62 years. The results of multivariate analysis showed that there were three variables associated with viral load levels, namely age with a p-value <0.03, AOR = 1.59 (95% CI: 1.04-2.43), ARV adherence with a p-value < 0.00, AOR = 1.76 (95% CI: 1.18-2.61), and clinical stage with a p-value < 0.04 AOR = 1.02 (95% CI: 1.02-2.07). Conclusion: Adherence to ART therapy, prevention of opportunistic infections, and early detection of clinical stage are predictors of successful viral load suppression. The role and responsibility of the community and the active participation of health workers in early detection, treatment and care are needed.

show abstract

Study of Suppression of Hiv Viral Load Among People Receiving Antiretroviral Therapy in Palembang City

Silva Vanessa,

Januar Sitorus,

Najmah

2024

JBE

View full text Add to dashboard Cite

show abstract

scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.

Contact Info

customersupport@researchsolutions.com

10624 S. Eastern Ave., Ste. A-614

Henderson, NV 89052, USA

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Blog Terms and Conditions API Terms Privacy Policy Contact Cookie Preferences Do Not Sell or Share My Personal Information

Made with 💙 for researchers

Part of the Research Solutions Family.

Early diagnosis of HIV cases by means of text mining and machine learning models on clinical notes

Cited by 1 publication

References 29 publications

Study of Suppression of Hiv Viral Load Among People Receiving Antiretroviral Therapy in Palembang City

Study of Suppression of Hiv Viral Load Among People Receiving Antiretroviral Therapy in Palembang City

Contact Info

Product

Resources

About