REmote symptom COllection to improVE postopeRative care (RECOVER)
远程症状收集以改善术后护理(恢复)
基本信息
- 批准号:10637739
- 负责人:
- 金额:$ 65.78万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-07-15 至 2027-12-31
- 项目状态:未结题
- 来源:
- 关键词:AddressAdverse eventArtificial IntelligenceAttentionBlack raceCancer PatientCaringCessation of lifeCholangiocarcinomaClinicalClinical TrialsCollectionColorectal CancerCommunicationDevicesDisparityDisparity populationEffectivenessEmergency department visitEventFriendsGastrointestinal Surgical ProceduresGoalsHealthHealth Services ResearchHealth systemHealthcare SystemsHispanicHomeHospitalsInformaticsInpatientsInterventionIntuitionMalignant neoplasm of gastrointestinal tractMalignant neoplasm of liverMalignant neoplasm of pancreasMarketingMedicalMid-Atlantic RegionMinorityModelingMonitorNatural Language ProcessingOperative Surgical ProceduresOutcomePatientsPhasePostoperative CarePostoperative PeriodPredictive FactorProviderReportingResearchSamplingSocial ProblemsStrategic PlanningStructural RacismSymptomsSystemTechnologyUnited States National Institutes of HealthVoicecancer carecancer surgerycoronavirus diseasecostdisparity reductioneffectiveness evaluationefficacy evaluationethnic health disparityethnoracialethnoracial disparityethnoracial minorityexperienceflexibilityfollow-upgastroesophageal cancergastrointestinal symptomhealth care disparityhealth information technologyhospital readmissionimprovedinnovationinnovative technologieslow health literacyminority patientmobile applicationmultidisciplinarypatient orientedpatient-clinician communicationpilot testprovider adherenceracial disparityrandomized, clinical trialsresponsesafety netsmart speakersocialsuccesssurgery outcometelephone basedtool
项目摘要
This proposal aims to leverage artificial intelligence (AI) and natural language processing (NLP) and conduct a
randomized clinical trial to examine how a voice-assisted remote patient symptom monitoring system
(VARSMS) can be useful in reducing ethnoracial disparities after gastrointestinal (GI) cancer surgery. There
are significant disparities among ethnoracial minorities along the continuum of GI surgical cancer care. Even
after controlling for key factors, Black and Hispanic patients are twice as likely as White patients to experience
operative deaths and complications after GI cancer surgery in part due to poor communication, low health
literacy, understanding or follow-up across a range of factors. Research indicates that disparities in outcomes
for minority surgical patients may be driven by events during the vulnerable phase of surgical transitions when
patients are recovering at home under difficult social and medical conditions. Lack of early recognition or
management of postoperative symptoms can lead to complications and readmissions.
Remote patient symptom monitoring may be a powerful tool to reduce disparities in post-discharge
complications by facilitating patient-friendly connections to the care team. Our pilot test, built on Amazon Alexa
and Echo devices, has shown successful usage of this innovative technology among a sample of mostly
ethnoracial minority patients (70%) to which it was targeted. But large-scale evidence is lacking.
To address this timely gap, we propose to conduct a randomized clinical trial to examine how a voice-assisted
remote patient symptom monitoring system can reduce disparities in GI cancer surgery outcomes within one of
the largest and ethnoracially rich (50% Black) healthcare systems in the Mid-Atlantic region. Our overarching
goal is to increase patient-clinician communication in reporting post-discharge symptoms using an innovative
voice-assisted system to better inform early clinical intervention decisions and thereby reduce readmissions,
complications, and emergency room (ER) visits. Building on the success of a pilot clinical trial that leveraged
voice-assisted remote patient symptom monitoring and the care transition conceptual framework, our
collaborative multidisciplinary team to:
Aim 1: To conduct a randomized clinical trial to evaluate the effectiveness of a VARSMS at reducing
the number of adverse events assessed by a composite outcome including in-patient readmissions
and ER visits among GI cancer surgery patients for 40 days post-discharge.
Aim 2: To evaluate the efficacy of VARSMS in improving patient-clinician communication and
adherence during post-discharge care transition after GI cancer surgery for minority patients
compared to White patients.
Aim 3: To evaluate provider’s experience with the VARSMS system during post-discharge care
transition after GI cancer surgery, with special attention to non-White patients.
该提案旨在利用人工智能(AI)和自然语言处理(NLP),并进行一项
项目成果
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