METHODOLOGY FOR DEVELOPING ADAPTIVE INTERVENTIONS
制定适应性干预措施的方法
基本信息
- 批准号:7679636
- 负责人:
- 金额:$ 48.39万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2008
- 资助国家:美国
- 起止时间:2008-09-01 至 2010-08-31
- 项目状态:已结题
- 来源:
- 关键词:AddressAdherenceAdverse effectsAffectAppendixBehavioralClinicalClinical TrialsCollectionCommunicationCosts and BenefitsCounselingDataData AnalysesDecision MakingDependenceDevelopmentDoseDrug AddictionDrug abuseEnsureExperimental DesignsFacility Construction Funding CategoryFeedbackFosteringFutureGoalsGreenlandHealthHumanIndividualInternationalInterventionLiteratureMeasuresMethodologyMethodsModelingNumbersOutcomeOutputPatient observationPatientsPersonal CommunicationPersonal SatisfactionPharmaceutical PreparationsPharmacologic SubstancePreventionPrevention programPreventive InterventionPrincipal InvestigatorPrior TherapyPublic HealthPurposeRandomizedRandomized Controlled Clinical TrialsRelapseResearchResearch DesignResearch PersonnelResearch Project GrantsResistanceResourcesRiskRobin birdScientistSeveritiesSocietiesStandards of Weights and MeasuresTherapeuticTimeWorkbasecostcravingdesigndrug abuse preventionexperienceimprovedindexinginnovationinterestpreferencepreventresponsestressorsuccesssymposiumtooltreatment effect
项目摘要
The long-term goal of this project is to improve clinical practice and thus public health by facilitating the evidence-based construction of efficacious, adaptive preventive interventions and treatments in drug abuse. Clinicians naturally adapt the level and type of therapy according to patient outcomes such as severity, response to past therapy, risk, stressors, adherence, preference and burden. This project will develop methods for informing and enhancing this adaptive clinical practice. Adaptive interventions are composed of operationalized decision rules that input patient outcomes and output recommended alterations in intensity and/or type of therapy. The construction of adaptive interventions requires addressing questions such as,
"How do we best use measures of risk and other outcomes in order to decide when a patient's therapy needs to be intensified or stepped down?". "What sequence of therapies is best for achieving maximal improvement or preventing drug dependence?" and "Should this sequence of therapies vary by patient outcomes?" This project facilitates the construction of adaptive interventions by developing the following methodological innovations. First, practical experimental designs that will yield data most useful in constructing evidence-based adaptive interventions will be developed. Second, this project will improve and evaluate analysis methods that can be used with subject data in which either or both the timing of therapeutic changes and therapy alterations are randomized. These methods can be used to construct the decision rules that comprise an adaptive intervention. Third, this project will provide methods that can be
used with subject data in which the timing of therapeutic changes and therapy alterations were made according to decision rules. This third group of methods can be used to assess the utility of the decision rules comprising an implemented adaptive intervention. To ensure applicability and receive feedback this work will include collaborative research with health scientists interested in constructing adaptive interventions. The goal is to accelerate the improvement of both prevention programs and treatments. Because drug abuse and dependence are costly to society, the broader public benefits from improved prevention programs aimed at reducing drug abuse and from improved treatment for drug dependent individuals.
该项目的长期目标是通过促进基于证据的药物滥用有效、适应性预防干预措施和治疗的构建来改善临床实践,从而改善公共卫生。临床医生自然会根据患者的治疗结果(例如严重程度、对过去治疗的反应、风险、压力源、依从性、偏好和负担)调整治疗的水平和类型。该项目将开发方法来告知和加强这种适应性临床实践。适应性干预措施由可操作的决策规则组成,这些规则输入患者的结果并输出建议的治疗强度和/或类型的改变。适应性干预措施的构建需要解决以下问题:
“我们如何最好地利用风险和其他结果的衡量标准来决定何时需要加强或减少患者的治疗?”。 “什么样的治疗顺序最能实现最大程度的改善或预防药物依赖?”和“这种治疗顺序是否应该根据患者的结果而变化?”该项目通过开发以下方法创新来促进适应性干预措施的构建。首先,将开发实用的实验设计,这些设计将产生对构建基于证据的适应性干预措施最有用的数据。其次,该项目将改进和评估可用于受试者数据的分析方法,其中治疗改变和治疗改变的时间或两者都是随机的。这些方法可用于构建包含自适应干预的决策规则。第三,该项目将提供可
与受试者数据一起使用,其中治疗改变和治疗改变的时间是根据决策规则进行的。这第三组方法可用于评估包括实施的自适应干预的决策规则的效用。为了确保适用性并获得反馈,这项工作将包括与有兴趣构建适应性干预措施的健康科学家进行合作研究。目标是加快预防计划和治疗的改进。由于药物滥用和药物依赖对社会造成高昂代价,因此旨在减少药物滥用的改进预防方案和改善药物依赖者的治疗可以使更广泛的公众受益。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
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SUSAN A MURPHY其他文献
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{{ truncateString('SUSAN A MURPHY', 18)}}的其他基金
Continual Optimization and Personalization of Just-in-Time Adaptive Interventions for SUD Prevention, Treatment, and Recovery
针对 SUD 预防、治疗和恢复的及时适应性干预措施的持续优化和个性化
- 批准号:
10640293 - 财政年份:2021
- 资助金额:
$ 48.39万 - 项目类别:
Continual Optimization and Personalization of Just-in-Time Adaptive Interventions for SUD Prevention, Treatment, and Recovery
针对 SUD 预防、治疗和恢复的及时适应性干预措施的持续优化和个性化
- 批准号:
10473764 - 财政年份:2021
- 资助金额:
$ 48.39万 - 项目类别:
Continual Optimization and Personalization of Just-in-Time Adaptive Interventions for SUD Prevention, Treatment, and Recovery
针对 SUD 预防、治疗和恢复的及时适应性干预措施的持续优化和个性化
- 批准号:
10267871 - 财政年份:2021
- 资助金额:
$ 48.39万 - 项目类别:
mDOT TR&D2 (Optimization): Dynamic Optimization of Continuously Adapting mHealth Interventions via Prudent, Statistically Efficient, and Coherent Reinforcement Learning
mDOT TR
- 批准号:
10541807 - 财政年份:2020
- 资助金额:
$ 48.39万 - 项目类别:
Data-Based Methods for Just-In-Time Adaptive Interventions in Alcohol Use
基于数据的酒精使用及时适应性干预方法
- 批准号:
8962743 - 财政年份:2015
- 资助金额:
$ 48.39万 - 项目类别:
Data-Based Methods for Just-In-Time Adaptive interventions in Alcohol Use
基于数据的酒精使用即时适应性干预方法
- 批准号:
9757592 - 财政年份:2015
- 资助金额:
$ 48.39万 - 项目类别:
Data-Based Methods for Just-In-Time Adaptive interventions in Alcohol Use
基于数据的酒精使用即时适应性干预方法
- 批准号:
9515100 - 财政年份:2015
- 资助金额:
$ 48.39万 - 项目类别:
Learning Adaptive Treatment Strategies in Mental Health
学习心理健康的适应性治疗策略
- 批准号:
7244542 - 财政年份:2007
- 资助金额:
$ 48.39万 - 项目类别:
Learning Adaptive Treatment Strategies in Mental Health
学习心理健康的适应性治疗策略
- 批准号:
7849489 - 财政年份:2007
- 资助金额:
$ 48.39万 - 项目类别:
Learning Adaptive Treatment Strategies in Mental Health
学习心理健康的适应性治疗策略
- 批准号:
8081794 - 财政年份:2007
- 资助金额:
$ 48.39万 - 项目类别:
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