Developing an artificial intelligence-based mHealth intervention to increase HIV testing in Malaysia
Developing an artificial intelligence-based mHealth intervention to increase HIV testing in Malaysia
批准号:
10261495
负责人:
FREDERICK LEWIS ALTICE
金额:
$18.64万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-09-11 至 2022-06-30
关键词:
AIDS preventionAlgorithmsArtificial IntelligenceAutomationBehavioralCellular PhoneChargeChinaClinicCommunitiesComputer SystemsContinuity of Patient CareCountryDataData AnalysesDecision MakingDisclosureDiscriminationEarly DiagnosisEarly treatmentEpidemicFacebookFrequenciesGeneral PopulationGuidelinesHIVHIV/STDHealth PersonnelHealth Services AccessibilityHumanHuman ResourcesHuman immunodeficiency virus testHybridsIncomeIndividualInfectionInjecting drug userIntelligenceInterventionLearningMachine LearningMalaysiaMalaysianManualsMeasuresMedical StudentsMethodsModelingMotivationNamesOutputParticipantPatient Self-ReportPatientsPatternPersonsPeruPhasePhysiciansPolicePoliciesPopulationPrevalencePrevention strategyProcessReach, Effectiveness, Adoption, Implementation, and MaintenanceReportingResearchResearch MethodologyResearch PersonnelRiskSame-sexSex BehaviorSexual PartnersSexual TransmissionSocial NetworkSouth AfricaStigmatizationSubgroupSubstance Use DisorderSurveysTarget PopulationsTelevisionTestingTimeTrainingUniversitiesViralbasebiobehaviorchatbotclinical carecomputer programcost effectivecriminal behaviordesignefficacy evaluationefficacy outcomesexperiencehealth managementhigh risk behaviorhigh risk menhumiliationimplementation outcomesimplementation scienceinnovationlow and middle-income countriesmHealthmachine learning algorithmmembermenmen who have sex with menmobile applicationmodel buildingnext generationovertreatmentpre-exposure prophylaxisresponsesame sex behaviorscale upsimulationskillssmartphone Applicationsocial stigmasodomystemtailored messagingtheoriestransmission processtreatment as usualweb site
中文摘要
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英文摘要
Project Summary
HIV testing jumpstarts entry into the HIV prevention and treatment cascade. HIV testing levels, however, are
especially low in men who have sex with men (MSM), who increasingly contribute to heightened HIV transmission
in the presence of high levels of stigma and discrimination. For high risk MSM, new guidelines recommend
frequent HIV testing, ranging from every 3 to 6 months. Yet, HIV testing in MSM often occurs less frequently due
to individual (e.g., heightened concerns about risk disclosure), clinic (e.g., confidentiality breaches, and
discrimination from healthcare providers) and policy (criminalization of same-sex sexual behaviors) barriers. HIV
prevalence in MSM in Malaysia has soared to 21.6% nationally, exceeding 40.9% in Kuala Lumpur. While
surveillance surveys of MSM in Malaysia who meet criteria for PrEP suggest that ever tested is 70.3%, past-
year tested is 40.9%, and only 9.5% were tested more than 1 time per year, despite extraordinary levels of self-
reported risk. Once tested, however, MSM with HIV in Malaysia are likely to be treated with ART and achieve
viral suppression, making HIV testing a central focus for HIV prevention and treatment.
Innovative strategies that motivate and provide guidance for testing among MSM in Malaysia are therefore
urgently needed. Intervening using Information-Motivation-Behavioral Skills (IBM) model is ideally suited to
overcome barriers to recommended HIV testing in MSM. Moreover, in settings like Malaysia where the HIV
epidemic has transitioned from primarily concentrated in PWID to a volatile epidemic in MSM, theory-guided
behavioral change strategies that inform, motivate and provide pragmatic skills to more fully engage in
recommended HIV testing are poised to accelerate the HIV prevention and care continuum. Given that there are
many individual, clinic and policy barriers to HIV testing, mobile health (mHealth) interventions that reduce “in
person” contact and offer a menu of behavioral skills is ideally suited to increase access to MSM in highly
stigmatized settings and promote recommended HIV testing. Recent studies in the U.S., China, South Africa,
and Peru show that mHealth interventions using smartphones and apps have the potential to increase HIV testing
while maintaining MSM’s confidentiality. Such mHealth interventions are feasible and acceptable among MSM,
including in Malaysia where most MSM find sexual partners using social-networking apps with similar interfaces
and functionalities to the proposed intervention. Current mHealth strategies, however, are limited by their lack of
automation and need for high-intensity and sustained human inputs, which restricts their scale-up. Artificial
intelligence (AI) using machine learning (ML) may overcome such limitations, but has yet to be applied to
mHealth-based HIV testing algorithms. We therefore aim to develop and pilot test an AI-chatbot (R21 phase).
Findings from the R21 phase will inform a Type 1 Hybrid Implementation Science trial (R33 phase) to evaluate
the efficacy and implementation outcomes of the AI-chatbot for HIV testing relative to treatment as usual.
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会议论文
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