Dataset Information

Adaptive interventions for opioid prescription management and consumption monitoring.

ABSTRACT:

Objectives

While opioid addiction, treatment, and recovery are receiving attention, not much has been done on adaptive interventions to prevent opioid use disorder (OUD). To address this, we identify opioid prescription and opioid consumption as promising targets for adaptive interventions and present a design framework.

Materials and methods

Using the framework, we designed Smart Prescription Management (SPM) and Smart Consumption Monitoring (SCM) interventions. The interventions are evaluated using analytical modeling and secondary data on doctor shopping, opioid overdose, prescription quality, and cost components.

Results

SPM was most effective (30-90% improvement, for example, prescriptions reduced from 18 to 1.8 per patient) for extensive doctor shopping and reduced overdose events and mortality. Opioid adherence was improved and the likelihood of addiction declined (10-30%) as the response rate to SCM was increased. There is the potential for significant incentives ($2267-$3237) to be offered for addressing severe OUD.

Discussion

The framework and designed interventions adapt to changing needs and conditions of the patients to become an important part of global efforts in preventing OUD. To the best of our knowledge, this is the first paper on adaptive interventions for preventing OUD by addressing both prescription and consumption.

Conclusion

SPM and SCM improved opioid prescription and consumption while reducing the risk of opioid addiction. These interventions will assist in better prescription decisions and in managing opioid consumption leading to desirable outcomes. The interventions can be extended to other substance use disorders and to study complex scenarios of prescription and nonprescription opioids in clinical studies.

SUBMITTER: Singh N

PROVIDER: S-EPMC9933075 | biostudies-literature | 2023 Feb

REPOSITORIES: biostudies-literature

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Publications

Adaptive interventions for opioid prescription management and consumption monitoring.

Singh Neetu N Varshney Upkar U

Journal of the American Medical Informatics Association : JAMIA 20230201 3

<h4>Objectives</h4>While opioid addiction, treatment, and recovery are receiving attention, not much has been done on adaptive interventions to prevent opioid use disorder (OUD). To address this, we identify opioid prescription and opioid consumption as promising targets for adaptive interventions and present a design framework.<h4>Materials and methods</h4>Using the framework, we designed Smart Prescription Management (SPM) and Smart Consumption Monitoring (SCM) interventions. The interventions ...[more]

PMID: 36562638

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Project description:ObjectivesThis study explored adolescents' awareness about prescription opioid misuse, sources of medication information, and educational preferences.DesignAn online survey explored adolescents' understanding and perceptions of prescription opioids and opioid misuse and safety, medication information sources, and educational preferences.Setting and participantsEligible participants included students from 3 Wisconsin high schools who could speak and understand English. Participants were recruited through "backpack mail" and completed surveys online at school.Outcome measursSurvey responses were compared across demographic information of the study participants. Binary response items were compared across demographic strata by Fisher exact tests, and Likert responses were analyzed by Kruskal-Wallis tests.ResultsA total of 190 students (53% female, 53% white, 32% Hispanic) were surveyed. Most (83.5%) considered using someone else's opioid medication to be misuse, 85.2% identified using opioids at a higher dose or frequency than prescribed as misuse, and 67.6% considered using an opioid prescription after its expiration date to be misuse. Approximately 90% of students perceived that opioid misuse causes some, quite a bit, or a great deal of harm to a person's physical and mental health and school ability. Many students were able to correctly identify examples and consequences of misuse, however 24.7% believed that flushing opioids down the drain was dangerous. The most common source for finding information about opioids was Google or other search engines (67.6%), followed by talking with parents (56.7%), talking with a doctor or nurse (54.9%), and online videos (42.3%).ConclusionAdolescents have some opioid safety knowledge, but there is a clear opportunity to increase knowledge and understanding of risks. Adolescents could benefit from opioid safety education, particularly on safe storage and disposal, harms of misuse, and strategies for discouraging peer opioid misuse.

Dataset Information

Adaptive interventions for opioid prescription management and consumption monitoring.

Objectives

Materials and methods

Results

Discussion

Conclusion

Publications

Adaptive interventions for opioid prescription management and consumption monitoring.

Similar Datasets

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