Analysis of Big Data for Better Targeting of ART Adherence Strategies

This report presents the findings of a large spatial analysis of almost 3 million viral load tests from over 2 million HIV patients on antiretroviral therapy in South Africa. It is part of the second phase of a series of analytical and evaluation studies contributing to the design of an impact and process evaluation of South Africa’s National Adherence Guidelines for Chronic Diseases. The analysis was conducted by the National Health Laboratory Service (NHLS) and Boston University/Health Economics and Epidemiology Research Office (HE2RO), in collaboration with the National Institute for Communicable Diseases (NICD), the National Department of Health of South Africa, and the World Bank. A number of other institutions contributed in the multi-step process of creating a patient-linked cohort through a novel record linkage algorithm and a masterlist of public sector health facilities, which are both underpinning this analysis and described in the report. The analysis demonstrates the diversity in the proportion of HIV patients getting a viral load test annually and patients virally suppressed. The variation shows by geographic location and facility, as well as by age, gender and demography. It sheds light on high viral load levels in young HIV patients on treatment. Also, one in six male and one in nine female ART patients were identified as having a high risk of HIV transmission due to viral load levels above 10,000 copies/mL

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Bibliographic Details
Main Author: World Bank
Other Authors: Görgens, Marelize
Format: Report biblioteca
Language:English
en_US
Published: World Bank, Washington, DC 2015-11
Subjects:BIRTH, TREATMENT, SPECIALIST, PEOPLE, OLD AGE, INFORMATION SYSTEM, HUMAN IMMUNODEFICIENCY VIRUS, PREVENTION, HEALTH ECONOMICS, LOAD TESTING, DATA MINING, INFORMATION, HAEMATOLOGY, MONITORING, HEALTH CARE, DRUGS, ACQUIRED IMMUNODEFICIENCY SYNDROME, PREVALENCE, HIV PREVENTION, EFFECTS, HEALTH, COMPREHENSIVE CARE, TRANSMISSION, EPIDEMIC, IMPLEMENTATION PLAN, LABORATORY SERVICES, TIME PERIOD, ENVIRONMENTAL HEALTH, IMMUNODEFICIENCY SYNDROME, PERSONAL INFORMATION, SYNDROME, INFORMATION SYSTEMS, PUBLIC HEALTH, HEALTH SECTOR, HEALTH INFORMATION SYSTEMS, INSTITUTIONS, LINK, DATA, AIDS EPIDEMIC, DISEASES, COMPUTERS, INFECTIOUS DISEASES, IDENTIFICATION NUMBERS, PATIENT, PATIENTS, INTERVENTION, MEDICAL SCIENCES, HEALTH INDICATORS, CLINICAL BENEFIT, TARGETS, HIV INFECTION, MALE, LINKS, TUBERCULOSIS, HIV/AIDS, UNIQUE IDS, HEALTH INFORMATION, TREATMENTS, IDENTIFICATION NUMBER, CLINICIAN, AGED, HIV, TB, RESULTS, IMMUNODEFICIENCY, GENDER, MEDICINE, AGE GROUPS, SPREADSHEET, MOTHER, WORKSHOPS, ADOLESCENTS, HIV POSITIVE, PRIMARY HEALTH CARE, THERAPY, RESULT, UNIQUE IDENTIFIER, HIV TRANSMISSION, CLINICAL CARE, VIRUS, UNIQUE IDENTIFIERS, EXERCISE, CHILDREN, FEMALES, DISEASE, CLINICS, NETWORK, ID, DATA WAREHOUSE, PERFORMANCE, DONORS, INFECTION, ALL, SITES, TECHNICAL SUPPORT, COMMUNICATION, IDS, MALES, STRATEGY, EPIDEMIOLOGY, INTERFACE, PHOTO, DATABASE, HOSPITALS, AIDS, INFORMATION GAP, FEMALE, IMPLEMENTATION, TARGET,
Online Access:http://documents.worldbank.org/curated/en/922221474874783155/April-2014-to-March-2015
https://hdl.handle.net/10986/25399
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spelling dig-okr-10986253992024-08-07T19:57:48Z Analysis of Big Data for Better Targeting of ART Adherence Strategies Spatial Clustering Analysis of Viral Load Suppression by South African Province, District, Sub-District and Facility (April 2014-March 2015) World Bank Görgens, Marelize Fraser, Nicole Shubber, Zara BIRTH TREATMENT SPECIALIST PEOPLE OLD AGE INFORMATION SYSTEM HUMAN IMMUNODEFICIENCY VIRUS PREVENTION HEALTH ECONOMICS LOAD TESTING DATA MINING INFORMATION HAEMATOLOGY MONITORING HEALTH CARE DRUGS ACQUIRED IMMUNODEFICIENCY SYNDROME PREVALENCE HIV PREVENTION EFFECTS HEALTH COMPREHENSIVE CARE TRANSMISSION EPIDEMIC IMPLEMENTATION PLAN LABORATORY SERVICES TIME PERIOD ENVIRONMENTAL HEALTH IMMUNODEFICIENCY SYNDROME PERSONAL INFORMATION SYNDROME INFORMATION SYSTEMS PUBLIC HEALTH HEALTH SECTOR HEALTH INFORMATION SYSTEMS INSTITUTIONS LINK DATA AIDS EPIDEMIC DISEASES COMPUTERS INFECTIOUS DISEASES IDENTIFICATION NUMBERS PATIENT PATIENTS INTERVENTION MEDICAL SCIENCES HEALTH INDICATORS CLINICAL BENEFIT TARGETS HIV INFECTION MALE LINKS TUBERCULOSIS HIV/AIDS UNIQUE IDS HEALTH INFORMATION TREATMENTS IDENTIFICATION NUMBER CLINICIAN AGED HIV TB RESULTS IMMUNODEFICIENCY GENDER MEDICINE AGE GROUPS SPREADSHEET MOTHER WORKSHOPS ADOLESCENTS HIV POSITIVE PRIMARY HEALTH CARE THERAPY RESULT UNIQUE IDENTIFIER HIV TRANSMISSION CLINICAL CARE VIRUS UNIQUE IDENTIFIERS EXERCISE CHILDREN FEMALES DISEASE CLINICS NETWORK ID DATA WAREHOUSE PERFORMANCE DONORS INFECTION ALL SITES TECHNICAL SUPPORT COMMUNICATION IDS MALES STRATEGY EPIDEMIOLOGY INTERFACE PHOTO DATABASE HOSPITALS AIDS INFORMATION GAP FEMALE IMPLEMENTATION TARGET This report presents the findings of a large spatial analysis of almost 3 million viral load tests from over 2 million HIV patients on antiretroviral therapy in South Africa. It is part of the second phase of a series of analytical and evaluation studies contributing to the design of an impact and process evaluation of South Africa’s National Adherence Guidelines for Chronic Diseases. The analysis was conducted by the National Health Laboratory Service (NHLS) and Boston University/Health Economics and Epidemiology Research Office (HE2RO), in collaboration with the National Institute for Communicable Diseases (NICD), the National Department of Health of South Africa, and the World Bank. A number of other institutions contributed in the multi-step process of creating a patient-linked cohort through a novel record linkage algorithm and a masterlist of public sector health facilities, which are both underpinning this analysis and described in the report. The analysis demonstrates the diversity in the proportion of HIV patients getting a viral load test annually and patients virally suppressed. The variation shows by geographic location and facility, as well as by age, gender and demography. It sheds light on high viral load levels in young HIV patients on treatment. Also, one in six male and one in nine female ART patients were identified as having a high risk of HIV transmission due to viral load levels above 10,000 copies/mL 2016-11-21T22:08:38Z 2016-11-21T22:08:38Z 2015-11 Report Rapport Informe http://documents.worldbank.org/curated/en/922221474874783155/April-2014-to-March-2015 https://hdl.handle.net/10986/25399 English en_US CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo/ World Bank application/pdf World Bank, Washington, DC
institution Banco Mundial
collection DSpace
country Estados Unidos
countrycode US
component Bibliográfico
access En linea
databasecode dig-okr
tag biblioteca
region America del Norte
libraryname Biblioteca del Banco Mundial
language English
en_US
topic BIRTH
TREATMENT
SPECIALIST
PEOPLE
OLD AGE
INFORMATION SYSTEM
HUMAN IMMUNODEFICIENCY VIRUS
PREVENTION
HEALTH ECONOMICS
LOAD TESTING
DATA MINING
INFORMATION
HAEMATOLOGY
MONITORING
HEALTH CARE
DRUGS
ACQUIRED IMMUNODEFICIENCY SYNDROME
PREVALENCE
HIV PREVENTION
EFFECTS
HEALTH
COMPREHENSIVE CARE
TRANSMISSION
EPIDEMIC
IMPLEMENTATION PLAN
LABORATORY SERVICES
TIME PERIOD
ENVIRONMENTAL HEALTH
IMMUNODEFICIENCY SYNDROME
PERSONAL INFORMATION
SYNDROME
INFORMATION SYSTEMS
PUBLIC HEALTH
HEALTH SECTOR
HEALTH INFORMATION SYSTEMS
INSTITUTIONS
LINK
DATA
AIDS EPIDEMIC
DISEASES
COMPUTERS
INFECTIOUS DISEASES
IDENTIFICATION NUMBERS
PATIENT
PATIENTS
INTERVENTION
MEDICAL SCIENCES
HEALTH INDICATORS
CLINICAL BENEFIT
TARGETS
HIV INFECTION
MALE
LINKS
TUBERCULOSIS
HIV/AIDS
UNIQUE IDS
HEALTH INFORMATION
TREATMENTS
IDENTIFICATION NUMBER
CLINICIAN
AGED
HIV
TB
RESULTS
IMMUNODEFICIENCY
GENDER
MEDICINE
AGE GROUPS
SPREADSHEET
MOTHER
WORKSHOPS
ADOLESCENTS
HIV POSITIVE
PRIMARY HEALTH CARE
THERAPY
RESULT
UNIQUE IDENTIFIER
HIV TRANSMISSION
CLINICAL CARE
VIRUS
UNIQUE IDENTIFIERS
EXERCISE
CHILDREN
FEMALES
DISEASE
CLINICS
NETWORK
ID
DATA WAREHOUSE
PERFORMANCE
DONORS
INFECTION
ALL
SITES
TECHNICAL SUPPORT
COMMUNICATION
IDS
MALES
STRATEGY
EPIDEMIOLOGY
INTERFACE
PHOTO
DATABASE
HOSPITALS
AIDS
INFORMATION GAP
FEMALE
IMPLEMENTATION
TARGET
BIRTH
TREATMENT
SPECIALIST
PEOPLE
OLD AGE
INFORMATION SYSTEM
HUMAN IMMUNODEFICIENCY VIRUS
PREVENTION
HEALTH ECONOMICS
LOAD TESTING
DATA MINING
INFORMATION
HAEMATOLOGY
MONITORING
HEALTH CARE
DRUGS
ACQUIRED IMMUNODEFICIENCY SYNDROME
PREVALENCE
HIV PREVENTION
EFFECTS
HEALTH
COMPREHENSIVE CARE
TRANSMISSION
EPIDEMIC
IMPLEMENTATION PLAN
LABORATORY SERVICES
TIME PERIOD
ENVIRONMENTAL HEALTH
IMMUNODEFICIENCY SYNDROME
PERSONAL INFORMATION
SYNDROME
INFORMATION SYSTEMS
PUBLIC HEALTH
HEALTH SECTOR
HEALTH INFORMATION SYSTEMS
INSTITUTIONS
LINK
DATA
AIDS EPIDEMIC
DISEASES
COMPUTERS
INFECTIOUS DISEASES
IDENTIFICATION NUMBERS
PATIENT
PATIENTS
INTERVENTION
MEDICAL SCIENCES
HEALTH INDICATORS
CLINICAL BENEFIT
TARGETS
HIV INFECTION
MALE
LINKS
TUBERCULOSIS
HIV/AIDS
UNIQUE IDS
HEALTH INFORMATION
TREATMENTS
IDENTIFICATION NUMBER
CLINICIAN
AGED
HIV
TB
RESULTS
IMMUNODEFICIENCY
GENDER
MEDICINE
AGE GROUPS
SPREADSHEET
MOTHER
WORKSHOPS
ADOLESCENTS
HIV POSITIVE
PRIMARY HEALTH CARE
THERAPY
RESULT
UNIQUE IDENTIFIER
HIV TRANSMISSION
CLINICAL CARE
VIRUS
UNIQUE IDENTIFIERS
EXERCISE
CHILDREN
FEMALES
DISEASE
CLINICS
NETWORK
ID
DATA WAREHOUSE
PERFORMANCE
DONORS
INFECTION
ALL
SITES
TECHNICAL SUPPORT
COMMUNICATION
IDS
MALES
STRATEGY
EPIDEMIOLOGY
INTERFACE
PHOTO
DATABASE
HOSPITALS
AIDS
INFORMATION GAP
FEMALE
IMPLEMENTATION
TARGET
spellingShingle BIRTH
TREATMENT
SPECIALIST
PEOPLE
OLD AGE
INFORMATION SYSTEM
HUMAN IMMUNODEFICIENCY VIRUS
PREVENTION
HEALTH ECONOMICS
LOAD TESTING
DATA MINING
INFORMATION
HAEMATOLOGY
MONITORING
HEALTH CARE
DRUGS
ACQUIRED IMMUNODEFICIENCY SYNDROME
PREVALENCE
HIV PREVENTION
EFFECTS
HEALTH
COMPREHENSIVE CARE
TRANSMISSION
EPIDEMIC
IMPLEMENTATION PLAN
LABORATORY SERVICES
TIME PERIOD
ENVIRONMENTAL HEALTH
IMMUNODEFICIENCY SYNDROME
PERSONAL INFORMATION
SYNDROME
INFORMATION SYSTEMS
PUBLIC HEALTH
HEALTH SECTOR
HEALTH INFORMATION SYSTEMS
INSTITUTIONS
LINK
DATA
AIDS EPIDEMIC
DISEASES
COMPUTERS
INFECTIOUS DISEASES
IDENTIFICATION NUMBERS
PATIENT
PATIENTS
INTERVENTION
MEDICAL SCIENCES
HEALTH INDICATORS
CLINICAL BENEFIT
TARGETS
HIV INFECTION
MALE
LINKS
TUBERCULOSIS
HIV/AIDS
UNIQUE IDS
HEALTH INFORMATION
TREATMENTS
IDENTIFICATION NUMBER
CLINICIAN
AGED
HIV
TB
RESULTS
IMMUNODEFICIENCY
GENDER
MEDICINE
AGE GROUPS
SPREADSHEET
MOTHER
WORKSHOPS
ADOLESCENTS
HIV POSITIVE
PRIMARY HEALTH CARE
THERAPY
RESULT
UNIQUE IDENTIFIER
HIV TRANSMISSION
CLINICAL CARE
VIRUS
UNIQUE IDENTIFIERS
EXERCISE
CHILDREN
FEMALES
DISEASE
CLINICS
NETWORK
ID
DATA WAREHOUSE
PERFORMANCE
DONORS
INFECTION
ALL
SITES
TECHNICAL SUPPORT
COMMUNICATION
IDS
MALES
STRATEGY
EPIDEMIOLOGY
INTERFACE
PHOTO
DATABASE
HOSPITALS
AIDS
INFORMATION GAP
FEMALE
IMPLEMENTATION
TARGET
BIRTH
TREATMENT
SPECIALIST
PEOPLE
OLD AGE
INFORMATION SYSTEM
HUMAN IMMUNODEFICIENCY VIRUS
PREVENTION
HEALTH ECONOMICS
LOAD TESTING
DATA MINING
INFORMATION
HAEMATOLOGY
MONITORING
HEALTH CARE
DRUGS
ACQUIRED IMMUNODEFICIENCY SYNDROME
PREVALENCE
HIV PREVENTION
EFFECTS
HEALTH
COMPREHENSIVE CARE
TRANSMISSION
EPIDEMIC
IMPLEMENTATION PLAN
LABORATORY SERVICES
TIME PERIOD
ENVIRONMENTAL HEALTH
IMMUNODEFICIENCY SYNDROME
PERSONAL INFORMATION
SYNDROME
INFORMATION SYSTEMS
PUBLIC HEALTH
HEALTH SECTOR
HEALTH INFORMATION SYSTEMS
INSTITUTIONS
LINK
DATA
AIDS EPIDEMIC
DISEASES
COMPUTERS
INFECTIOUS DISEASES
IDENTIFICATION NUMBERS
PATIENT
PATIENTS
INTERVENTION
MEDICAL SCIENCES
HEALTH INDICATORS
CLINICAL BENEFIT
TARGETS
HIV INFECTION
MALE
LINKS
TUBERCULOSIS
HIV/AIDS
UNIQUE IDS
HEALTH INFORMATION
TREATMENTS
IDENTIFICATION NUMBER
CLINICIAN
AGED
HIV
TB
RESULTS
IMMUNODEFICIENCY
GENDER
MEDICINE
AGE GROUPS
SPREADSHEET
MOTHER
WORKSHOPS
ADOLESCENTS
HIV POSITIVE
PRIMARY HEALTH CARE
THERAPY
RESULT
UNIQUE IDENTIFIER
HIV TRANSMISSION
CLINICAL CARE
VIRUS
UNIQUE IDENTIFIERS
EXERCISE
CHILDREN
FEMALES
DISEASE
CLINICS
NETWORK
ID
DATA WAREHOUSE
PERFORMANCE
DONORS
INFECTION
ALL
SITES
TECHNICAL SUPPORT
COMMUNICATION
IDS
MALES
STRATEGY
EPIDEMIOLOGY
INTERFACE
PHOTO
DATABASE
HOSPITALS
AIDS
INFORMATION GAP
FEMALE
IMPLEMENTATION
TARGET
World Bank
Analysis of Big Data for Better Targeting of ART Adherence Strategies
description This report presents the findings of a large spatial analysis of almost 3 million viral load tests from over 2 million HIV patients on antiretroviral therapy in South Africa. It is part of the second phase of a series of analytical and evaluation studies contributing to the design of an impact and process evaluation of South Africa’s National Adherence Guidelines for Chronic Diseases. The analysis was conducted by the National Health Laboratory Service (NHLS) and Boston University/Health Economics and Epidemiology Research Office (HE2RO), in collaboration with the National Institute for Communicable Diseases (NICD), the National Department of Health of South Africa, and the World Bank. A number of other institutions contributed in the multi-step process of creating a patient-linked cohort through a novel record linkage algorithm and a masterlist of public sector health facilities, which are both underpinning this analysis and described in the report. The analysis demonstrates the diversity in the proportion of HIV patients getting a viral load test annually and patients virally suppressed. The variation shows by geographic location and facility, as well as by age, gender and demography. It sheds light on high viral load levels in young HIV patients on treatment. Also, one in six male and one in nine female ART patients were identified as having a high risk of HIV transmission due to viral load levels above 10,000 copies/mL
author2 Görgens, Marelize
author_facet Görgens, Marelize
World Bank
format Report
topic_facet BIRTH
TREATMENT
SPECIALIST
PEOPLE
OLD AGE
INFORMATION SYSTEM
HUMAN IMMUNODEFICIENCY VIRUS
PREVENTION
HEALTH ECONOMICS
LOAD TESTING
DATA MINING
INFORMATION
HAEMATOLOGY
MONITORING
HEALTH CARE
DRUGS
ACQUIRED IMMUNODEFICIENCY SYNDROME
PREVALENCE
HIV PREVENTION
EFFECTS
HEALTH
COMPREHENSIVE CARE
TRANSMISSION
EPIDEMIC
IMPLEMENTATION PLAN
LABORATORY SERVICES
TIME PERIOD
ENVIRONMENTAL HEALTH
IMMUNODEFICIENCY SYNDROME
PERSONAL INFORMATION
SYNDROME
INFORMATION SYSTEMS
PUBLIC HEALTH
HEALTH SECTOR
HEALTH INFORMATION SYSTEMS
INSTITUTIONS
LINK
DATA
AIDS EPIDEMIC
DISEASES
COMPUTERS
INFECTIOUS DISEASES
IDENTIFICATION NUMBERS
PATIENT
PATIENTS
INTERVENTION
MEDICAL SCIENCES
HEALTH INDICATORS
CLINICAL BENEFIT
TARGETS
HIV INFECTION
MALE
LINKS
TUBERCULOSIS
HIV/AIDS
UNIQUE IDS
HEALTH INFORMATION
TREATMENTS
IDENTIFICATION NUMBER
CLINICIAN
AGED
HIV
TB
RESULTS
IMMUNODEFICIENCY
GENDER
MEDICINE
AGE GROUPS
SPREADSHEET
MOTHER
WORKSHOPS
ADOLESCENTS
HIV POSITIVE
PRIMARY HEALTH CARE
THERAPY
RESULT
UNIQUE IDENTIFIER
HIV TRANSMISSION
CLINICAL CARE
VIRUS
UNIQUE IDENTIFIERS
EXERCISE
CHILDREN
FEMALES
DISEASE
CLINICS
NETWORK
ID
DATA WAREHOUSE
PERFORMANCE
DONORS
INFECTION
ALL
SITES
TECHNICAL SUPPORT
COMMUNICATION
IDS
MALES
STRATEGY
EPIDEMIOLOGY
INTERFACE
PHOTO
DATABASE
HOSPITALS
AIDS
INFORMATION GAP
FEMALE
IMPLEMENTATION
TARGET
author World Bank
author_sort World Bank
title Analysis of Big Data for Better Targeting of ART Adherence Strategies
title_short Analysis of Big Data for Better Targeting of ART Adherence Strategies
title_full Analysis of Big Data for Better Targeting of ART Adherence Strategies
title_fullStr Analysis of Big Data for Better Targeting of ART Adherence Strategies
title_full_unstemmed Analysis of Big Data for Better Targeting of ART Adherence Strategies
title_sort analysis of big data for better targeting of art adherence strategies
publisher World Bank, Washington, DC
publishDate 2015-11
url http://documents.worldbank.org/curated/en/922221474874783155/April-2014-to-March-2015
https://hdl.handle.net/10986/25399
work_keys_str_mv AT worldbank analysisofbigdataforbettertargetingofartadherencestrategies
AT worldbank spatialclusteringanalysisofviralloadsuppressionbysouthafricanprovincedistrictsubdistrictandfacilityapril2014march2015
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