ReviewJournal of medical Internet research2023
Overdose Alert and Response Technologies: State-of-the-art Review.
Review in Journal of medical Internet research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
27 citing papers in PubMed.
- A wearable acoustofluidic patch for rapid reversal of opioid overdose.Nature communications · 2026Article
- "That would be such a game changer": a qualitative study of the acceptability and feasibility of a digital harm reduction support tool among people who use drugs.Harm reduction journal · 2026Article
- Feasibility and Acceptability of Restroom Motion Sensors for Detecting Overdoses.Substance use & addiction journal · 2026Article
- Article
- Accessing digital harm reduction services -exploring the impact of the "Here4UScotland" application.Harm reduction journal · 2026Article
- Feasibility and Form Factor Validation of Reflective Shoulder-Mounted Pulse Oximeter in Patients with Suspected Sleep Apnea.Sensors (Basel, Switzerland) · 2026Article
- Perceptions and Preferences Regarding Opioid Sensor Devices: A Theory-Driven Cross-Sectional Survey of Community Responders and Healthcare Providers.Healthcare (Basel, Switzerland) · 2026Article
- Assessing attitudes towards elements of the overdose response hotlines/applications (ORHAs).Harm reduction journal · 2026Article
- Defining terminology and outcome measures for evaluating overdose response technology: An international Delphi study.Drug and alcohol review · 2025Article
- Sociodemographic and clinical characteristics associated with overdose among patients with a substance-related diagnosis in the emergency department of Southern California.Harm reduction journal · 2025Article
- Are Treatment Services Ready for the Use of Big Data Analytics and AI in Managing Opioid Use Disorder?Journal of medical Internet research · 2025Article
- Academic Detailing to Enhance Adoption of Clinical Decision Support for Patients at Risk of Opioid Overdose.Applied clinical informatics · 2025Article
- "Oh, Another Overdose, for the Love of Pete": First Responder Perspectives on Overdose Response Technology.The western journal of emergency medicine · 2025Article
- Perceptions of overdose response hotlines and applications among rural and remote individuals who use drugs in Canada: a qualitative study.Health promotion and chronic disease prevention in Canada : research, policy and practice · 2024Article
- An autonomous implantable device for the prevention of death from opioid overdose.Science advances · 2024Article
- From Digital Inclusion to Digital Transformation in the Prevention of Drug-Related Deaths in Scotland: Qualitative Study.Journal of medical Internet research · 2024Article
- An Autonomous Implantable Device for the Prevention of Death from Opioid Overdose.bioRxiv : the preprint server for biology · 2024Article
- Using digital technology to reduce drug-related harms: a targeted service users' perspective of the Digital Lifelines Scotland programme.Harm reduction journal · 2024Article
- Implementing Canada's first national virtual phone based overdose prevention service: lessons learned from creating the National Overdose Response Service (NORS).Harm reduction journal · 2024Article
- Perspectives of healthcare workers on the integration of overdose detection technologies in acute care settings.Addiction science & clinical practice · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDrug overdose deaths, particularly from opioids, are a major global burden, with 128,000 deaths estimated in 2019. Opioid overdoses can be reversed through the timely administration of naloxone but only if responders are able to administer it. There is an emerging body of research and development in technologies that can detect the early signs of an overdose and facilitate timely responses.
objectiveOur aim was to identify and classify overdose-specific digital technologies being developed, implemented, and evaluated.
methodsWe conducted a "state-of-the-art review." A systematic search was conducted in MEDLINE, Embase, Web of Science, Scopus, ACM, IEEE Xplore, and SciELO. We also searched references from articles and scanned the gray literature. The search included terms related to telehealth and digital technologies, drugs, and overdose and papers published since 2010. We classified our findings by type of technology and its function, year of publication, country of study, study design, and theme. We performed a thematic analysis to classify the papers according to the main subject.
resultsIncluded in the selection were 17 original research papers, 2 proof-of-concept studies, 4 reviews, 3 US government grant registries, and 6 commercial devices that had not been named in peer-reviewed literature. All articles were published between 2017 and 2022, with a marked increase since 2019. All were based in or referred to the United States or Canada and concerned opioid overdose. In total, 39% (9/23) of the papers either evaluated or described devices designed to monitor vital signs and prompt an alert once a certain threshold indicating a potential overdose has been reached. A total of 43% (10/23) of the papers focused on technologies to alert potential responders to overdoses and facilitate response. In total, 48% (11/23) of the papers and 67% (4/6) of the commercial devices described combined alert and response devices. Sensors monitor a range of vital signs, such as oxygen saturation level, respiratory rate, or movement. Response devices are mostly smartphone apps enabling responders to arrive earlier to an overdose site. Closed-loop devices that can detect an overdose through a sensor and automatically administer naloxone without any external intervention are still in the experimental or proof-of-concept phase. The studies were grouped into 4 themes: acceptability (7/23, 30%), efficacy or effectiveness (5/23, 22%), device use and decision-making (3/23, 13%), and description of devices (6/23, 26%).
conclusionsThere has been increasing interest in the research and application of these technologies in recent years. Literature suggests willingness to use these devices by people who use drugs and affected communities. More real-life studies are needed to test the effectiveness of these technologies to adapt them to the different settings and populations that might benefit from them.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.