The Application of Drones in Healthcare and Health-Related Services in North America: A Scoping Review
Abstract
:1. Introduction
A Note on the North American Focus
2. Methods
Document Selection
- Title or abstract indicates focus on healthcare, medicine, public health, and/or human population health application;
- Authors explicitly state North American (i.e., Canada, United States, or Mexico) context;
- Document was peer-reviewed; and
- Document was written in English.
3. Data Analysis
4. Results
4.1. Health Applications
4.2. Benefits and Costs of Drones
4.3. Factors Influencing Use and Performance
4.4. Community Engagement and Sociocultural Context
4.5. Author-Identified Next Steps
5. Discussion
6. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Stoakes, U. The leapfrog opportunity in the world’s underserved healthcare markets. Forbes, 1 August 2015. [Google Scholar]
- United Nations Department of Economic and Social Affiars. World Economic and Social Survey. 2018. Available online: https://www.un.org/development/desa/dpad/wp-content/uploads/sites/45/publication/WESS2018_full_web.pdf (accessed on 13 February 2020).
- Glauser, W. Blood-delivering drones saving lives in Africa and maybe soon in Canada. Can. Med. Assoc. J. 2018, 190, E88–E89. Available online: http://www.cmaj.ca/lookup/doi/10.1503/cmaj.109-5541 (accessed on 14 February 2020). [CrossRef] [PubMed] [Green Version]
- Carrillo-Larco, R.M.; Moscoso-Porras, M.; Taype-Rondan, A.; Ruiz-Alejos, A.; Bernabe-Ortiz, A. The use of unmanned aerial vehicles for health purposes: A systematic review of experimental studies. Glob. Health Epidemiol. Genom. 2018, 3, e13. Available online: https://www.cambridge.org/core/product/identifier/S2054420018000118/type/journal_article (accessed on 14 February 2020). [CrossRef] [PubMed]
- Hampson, M. Drone delivers human kidney: The organ was flown several kilometers by a drone without incurring damage. IEEE Spectr. 2019, 56, 7–9. Available online: https://ieeexplore.ieee.org/document/8594776/ (accessed on 14 February 2020). [CrossRef]
- Lippi, G.; Mattiuzzi, C. Biological samples transportation by drones: Ready for prime time? Ann. Transl. Med. 2016, 4, 92. Available online: http://www.ncbi.nlm.nih.gov/pubmed/27047951 (accessed on 27 February 2020). [CrossRef] [PubMed]
- Rosser, J.C.; Vignesh, V.; Terwilliger, B.A.; Parker, B.C. Surgical and Medical Applications of Drones: A Comprehensive Review. JSLS J. Soc. Laparoendosc. Surg. 2018, 22, e2018.00018. Available online: http://www.ncbi.nlm.nih.gov/pubmed/30356360 (accessed on 25 February 2020). [CrossRef] [PubMed] [Green Version]
- Scott, J.E.; Scott, C.H. Drone Delivery Models for Healthcare. In Proceedings of the 50th Hawaii International Conference on System Sciences, Village, HI, USA, 4–7 January 2017; pp. 3297–3304. Available online: http://hdl.handle.net/10125/41557 (accessed on 25 February 2020).
- Thiels, C.A.; Aho, J.M.; Zietlow, S.P.; Jenkins, D.H. Use of unmanned aerial vehicles for medical product transport. Air Med. J. 2015, 34, 104–108. [Google Scholar] [CrossRef]
- Canadian Agency for Drugs and Technology in Health. Health Technology Update: A Newsletter on New and Emerging Health Care Technologies in Canada Rural and Remote Issue. 2018. Available online: https://www.cadth.ca/sites/default/files/pdf/htu_issue_21_aug_2018.pdf (accessed on 12 February 2020).
- Mendez, I.; Jong, M.; Keays-White, D.; Turner, G. The use of remote presence for health care delivery in a northern Inuit community: A feasibility study. Int. J. Circ. Health 2013, 72, 21112. Available online: https://www.tandfonline.com/doi/full/10.3402/ijch.v72i0.21112 (accessed on 11 February 2020). [CrossRef]
- Arksey, H.; O’Malley, L. Scoping studies: Towards a methodological framework. Int. J. Soc. Res. Methodol. Theory Pract. 2005, 8, 19–32. [Google Scholar] [CrossRef] [Green Version]
- Hsieh, H.-F.; Shannon, S.E. Three approaches to qualitative content analysis. Qual. Health Res. 2005, 15, 1277–1288. [Google Scholar] [CrossRef]
- QSR International. N*Vivo 12; QSR International: Doncaster, Australia, 2018. [Google Scholar]
- Al-Zayer, M.; Trelligus, S.; Bhandari, J.; Dave, F.S.; Folmer, E. Exploring the use of a drone to guide blind runners. In ASSETS 2016: Proceedings of the 18th International ACM SIGACCESS Conference on Computers and Accessibility; ACM: New York, NY, USA, 2016; pp. 263–264. [Google Scholar]
- Al-Rawabdeh, A.; Moussa, A.; Foroutan, M.; El-Sheimy, N.; Habib, A. Time series UAV image-based point clouds for landslide progression evaluation applications. Sensors 2017, 17, 2378. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Dayananda, K.R.; Gomes, R.; Straub, J. An interconnected architecture for an emergency medical response unmanned aerial system. In Proceedings of the 2017 IEEE/AIAA 36th Digital Avionics Systems Conference (DASC), St. Petersburg, FL, USA, 17–21 September 2017. [Google Scholar]
- Cohen, J. Natural disasters: Drone spy plane helps fight California fires. Science 2007, 318, 727. [Google Scholar] [CrossRef] [PubMed]
- Dunnington, L.; Nakagawa, M. Fast and safe gas detection from underground coal fire by drone fly over. Environ. Pollut. 2017, 229, 139–145. [Google Scholar] [CrossRef] [PubMed]
- Francisco, M. Organ delivery by 1000 drones. Nat. Biotechnol. 2016, 34, 684. [Google Scholar] [CrossRef] [PubMed]
- Levine, J.S.; Ambrosia, V.; Brass, J.A.; Davis, R.E.; Dull, C.W.; Greenfield, P.H.; Harrison, F.W.; Killough, B.D.; Kist, E.H.; Pinto, J.P.; et al. Monitoring wildfires using an autonomous aerial system (AAS). Remote Sens. Appl. Glob. Position Syst. 2004, 5661, 104–120. [Google Scholar]
- Balasingam, M. Drones in medicine—The rise of the machines. Int. J. Clin. Pract. 2017, 71, 2–5. [Google Scholar] [CrossRef] [Green Version]
- Gardner, T. Drone-delivered health care in rural Appalachia. Clin. Adv. 2016, 19, 18–23. Available online: http://search.ebscohost.com/login.aspx?direct=true&db=cin20&AN=120221648&site=ehost-live (accessed on 23 February 2020).
- Jain, T.; Sibley, A.; Stryhn, H.; Hubloue, I. Comparison of unmanned aerial vehicle technology-assisted triage versus standard practice in triaging casualties by paramedic students in a mass-casualty incident scenario. Prehosp Disast. Med. 2018, 33, 375–380. [Google Scholar] [CrossRef]
- Jain, T.; Sibley, A.; Stryhn, H.; Hubloue, I. Comparison of Unmanned Aerial Vehicle Technology Versus Standard Practice in Identification of Hazards at a Mass Casualty Incident Scenario by Primary Care Paramedic Students. Disast. Med. Public Health Prep. 2018, 12, 631–634. [Google Scholar] [CrossRef]
- Jalal, A.H.; Umasankar, Y.; Christopher, F.; Pretto, E.A.; Bhansali, S. A model for safe transport of critical patients in unmanned drones with a ‘watch’ style continuous anesthesia sensor. J. Electrochem. Soc. 2018, 165, B3071–B3077. [Google Scholar] [CrossRef] [Green Version]
- Kim, S.J.; Lim, G.J.; Cho, J.; Côté, M.J. Drone-Aided Healthcare Services for Patients with Chronic Diseases in Rural Areas. J. Intell. Robot. Syst. Theory Appl. 2017, 88, 163–180. [Google Scholar] [CrossRef]
- Lin, C.A.; Shah, K.; Mauntel, L.C.C.; Shah, S.A. Drone delivery of Medications: Review of the landscape and legal considerations. Am. J. Health Pharm. 2018, 75, 153–158. [Google Scholar] [CrossRef] [PubMed]
- Van Tilburg, C. First Report of Using Portable Unmanned Aircraft Systems (Drones) for Search and Rescue. Wilderness Environ. Med. 2017, 28, 116–118. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bogle, B.; Rosamond, W.D.; Snyder, K.T.; Zègre-Hemsey, J.K. The case for drone-assisted emergency response to cardiac arrest. N. C. Med. J. 2019, 80, 204–212. [Google Scholar] [CrossRef]
- Cardil, A.; Monedero, S.; Ramírez, J.; Silva, C.A. Assessing and reinitializing wildland fire simulations through satellite active fire data. J. Environ. Manag. 2019, 231, 996–1003. [Google Scholar] [CrossRef]
- Clark, D.G.; Ford, J.D.; Tabish, T. What role can unmanned aerial vehicles play in emergency response in the Arctic: A case study from Canada. PLoS ONE 2018, 13, e0205299. [Google Scholar] [CrossRef]
- Boutilier, J.J.; Brooks, S.C.; Janmohamed, A.; Byers, A.; Buick, J.E.; Zhan, C.; Schoellig, A.P.; Cheskes, S.; Morrison, L.J.; Chan, T.C. Optimizing a Drone Network to Deliver Automated External Defibrillators. Circulation 2017, 135, 2454–2465. [Google Scholar] [CrossRef]
- Mark, D.B.; Hansen, S.M.; Starks, M.L.; Cummings, M.L. Drone-Based Automatic External Defibrillators for Sudden Death?: Do We Need More Courage or More Serenity? Circulation 2017, 135, 2466–2469. [Google Scholar] [CrossRef]
- Zègre-Hemsey, J.K.; Bogle, B.; Cunningham, C.J.; Snyder, K.; Rosamond, W. Delivery of Automated External Defibrillators (AED) by Drones: Implications for Emergency Cardiac Care. Curr. Cardiovasc. Risk Rep. 2018, 12, 3–7. [Google Scholar] [CrossRef]
- Amukele, T.K.; Sokoll, L.J.; Pepper, D.; Howard, D.P.; Street, J. Can unmanned aerial systems (Drones) be used for the routine transport of chemistry, hematology, and coagulation laboratory specimens? PLoS ONE 2015, 10, e0134020. [Google Scholar] [CrossRef] [Green Version]
- Amukele, T.K.; Street, J.; Carroll, K.; Miller, H.; Zhang, S.X. Drone transport of microbes in blood and sputum laboratory specimens. J. Clin. Microbiol. 2016, 54, 2622–2625. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Scalea, J.R.; Restaino, S.; Scassero, M.; Blankenship, G.; Bartlett, S.T.; Wereley, N. An initial investigation of unmanned aircraft systems (UAS) and real-time organ status measurement for transporting human organs. IEEE J. Transl. Eng. Health Med. 2018, 6, 1–7. [Google Scholar] [CrossRef] [PubMed]
- Braun, J.; Gertz, S.D.; Furer, A.; Bader, T.; Frenkel, H.; Chen, J.; Glassberg, E.; Nachman, D. The promising future of drones in prehospital medical care and its application to battlefield medicine. J. Trauma Acute Care Surg. 2019, 87 (Suppl. 1), S28–S34. [Google Scholar] [CrossRef] [PubMed]
- Homier, V.; de Champlain, F.; Nolan, M.; Fleet, R. Identification of Swimmers in Distress Using Unmanned Aerial Vehicles: Experience at the Mont-Tremblant IRONMAN Triathlon. Prehospital. Emerg. Care 2020, 24, 451–458. [Google Scholar] [CrossRef] [PubMed]
- Scalea, J.R.; Restaino, S.; Scassero, M.; Bartlett, S.T.; Wereley, N. The final frontier? Exploring organ transportation by drone. Am. J. Transpl. 2019, 19, 962–964. [Google Scholar] [CrossRef] [PubMed]
- Amukele, T.K.; Hernandez, J.; Snozek, C.L.; Wyatt, R.G.; Douglas, M.; Amini, R.; Street, J. Drone Transport of Chemistry and Hematology Samples over Long Distances. Am. J. Clin. Pathol. 2017, 148, 427–435. [Google Scholar] [CrossRef] [Green Version]
- Canadian Agency for Drugs and Technology in Health. Focus on: Drone Applications in Health Care. 2018. Available online: https://www.cadth.ca/sites/default/files/pdf/htu_issue_21_aug_2018.pdf (accessed on 23 February 2020).
- Kamel Boulos, M.N.; Wilson, J.T.; Clauson, K.A. Geospatial blockchain: Promises, challenges, and scenarios in health and healthcare. Int. J. Health Geogr. 2018, 17, 25. Available online: https://ij-healthgeographics.biomedcentral.com/articles/10.1186/s12942-018-0144-x (accessed on 2 April 2020). [CrossRef] [PubMed]
- Zeadally, S.; Isaac, J.T.; Baig, Z. Security Attacks and Solutions in Electronic Health (E-health) Systems. J. Med. Syst. 2016, 40, 263. Available online: http://link.springer.com/10.1007/s10916-016-0597-z (accessed on 2 April 2020). [CrossRef]
- Konert, A.; Smereka, J.; Szarpak, L. The Use of Drones in Emergency Medicine: Practical and Legal Aspects. Emerg. Med. Int. 2019, 2019, 3589792. [Google Scholar] [CrossRef] [Green Version]
- Cummings, A.R.; Cummings, G.R.; Hamer, E.; Moses, P.; Norman, Z.; Captain, V.; Bento, R.; Butler, K. Developing a UAV-Based Monitoring Program with Indigenous Peoples. J. Unmanned. Veh. Syst. 2017, 5, 115–125. Available online: http://www.nrcresearchpress.com/doi/10.1139/juvs-2016-0022 (accessed on 2 April 2020). [CrossRef]
- Paneque-Gálvez, J.; Vargas-Ramírez, N.; Napoletano, B.; Cummings, A. Grassroots Innovation Using Drones for Indigenous Mapping and Monitoring. Land 2017, 6, 86. Available online: https://www.mdpi.com/2073-445X/6/4/86 (accessed on 2 April 2020). [CrossRef] [Green Version]
- Resnik, D.B.; Elliott, K.C. Using Drones to Study Human Beings: Ethical and Regulatory Issues. Sci. Eng. Ethics 2019, 25, 707–718. [Google Scholar] [CrossRef] [PubMed]
- Mackert, M.; Mabry-Flynn, A.; Champlin, S.; Donovan, E.E.; Pounders, K. Health literacy and health information technology adoption: The potential for a new digital divide. J. Med. Internet. Res. 2016, 18, e264. [Google Scholar] [CrossRef] [PubMed]
- Manganello, J.; Gerstner, G.; Pergolino, K.; Graham, Y.; Falisi, A.; Strogatz, D. The relationship of health literacy with use of digital technology for health information: Implications for public health practice. J. Public Health Manag. Pract. 2017, 23, 380–387. [Google Scholar] [CrossRef] [PubMed]
- Kenny, A.; Farmer, J.; Dickson-Swift, V.; Hyett, N. Community participation for rural health: A review of challenges. Health Expect. 2015, 18, 1906–1917. [Google Scholar] [CrossRef]
- Radin, J. “Digital Natives”: How Medical and Indigenous Histories Matter for Big Data. Osiris 2017, 32, 43–64. Available online: https://www.journals.uchicago.edu/doi/10.1086/693853 (accessed on 12 March 2020). [CrossRef]
- Haidari, L.A.; Brown, S.T.; Ferguson, M.; Bancroft, E.; Spiker, M.; Wilcox, A.; Ambikapathi, R.; Sampath, V.; Connor, D.L.; Lee, B.Y. The economic and operational value of using drones to transport vaccines. Vaccine 2016, 34, 4062–4067. Available online: https://linkinghub.elsevier.com/retrieve/pii/S0264410X16304352 (accessed on 12 March 2020). [CrossRef] [Green Version]
Block 1—Drone Nomenclature | Block 2—Health Nomenclature | |
---|---|---|
Terms | drone | Health |
drones | Well-being | |
unmanned aerial vehicle | Well being | |
unmanned aerial vehicles | Healthcare | |
unmanned aerial system | Health care | |
unmanned aerial systems | Public health | |
remotely piloted vehicle | Medicine | |
remotely piloted vehicles | Medical | |
remotely piloted aircraft | ||
remotely piloted aircraft system | ||
remotely piloted aircraft systems | ||
remotely operated vehicle | ||
remotely operated vehicles |
Article Author | Article Title | Year | Country of Study | Human-or Technology-Focused | Indoor or Outdoor Application | Targeted Population Segments |
---|---|---|---|---|---|---|
Al-Rawabdeh, A., Moussa, A., Foroutan, M., El-Sheimy, N., & Habib, A. | Time series UAV image-based point clouds for landslide progression evaluation applications | 2017 | Canada | Technology | Outdoor | Urban populations |
Al-Zayer, M., Tregillus, S., Bhandari, J., Feil-Seifer, D., & Folmer, E. | Exploring the use of a drone to guide a blind runner | 2016 | United States | Human | Not specified | Blind individuals |
Amukele, T.K., Sokoll, L.J., Pepper, D., Howard, D.P., & Street, J. | Can unmanned aerial systems (Drones) be used for the routine transport of chemistry, hematology, and coagulation laboratory specimens? | 2015 | United States | Technology | Outdoor | Biomedical supply transport |
Amukele, T.K., Street, J., Carroll, K., Miller, H., & Zhang, S.X. | Drone transport of microbes in blood and sputum laboratory specimens. | 2016 | United States | Technology | Outdoor | Biomedical supply transport |
Amukele, T.K., Hernandez, J., Snozek, C.L., Wyatt, R.G., Douglas, M., Amini, R., & Street, J. | Drone Transport of Chemistry and Hematology Samples over Long Distances. | 2017 | United States | Technology | Outdoor | Biomedical supply transport |
Balasingam, M. | Drones in medicine—the rise of the machines | 2017 | United States | Technology | Outdoor | Biomedical supply transport; emergency first responders; telemedicine providers; elderly individuals |
Bogle, B., Rosamond, W., Synder, K.T., & Zègre-Hemsey, J.K. | The case for drone-assisted emergency response to cardiac arrest | 2019 | United States | Technology | Outdoor | Emergency first responders |
Boutilier, J.J., Brooks, S.C., Janmohamed, A., Byers, A., Buick, J.E., Zhan, C., … Chan, C.Y. | Optimizing a Drone Network to Deliver Automated External Defibrillators. | 2017 | Canada | Technology | Outdoor | Emergency first responders; urban populations |
Braun, J., Gertz., S.D., Furer, A., Bader, T., Frenkel, H., Chen, J., Glassberg, E., & Nachman, D. | The promising future of drones in prehospital medical care and its application to battlefield medicine | 2019 | United States | Technology | Outdoor | Military healthcare |
Cardil, A., Monedero, S., Ramírez, J., & Silva, C.A. | Assessing and reinitializing wildland fire simulations through satellite active fire data. | 2018 | United States | Technology | Outdoor | Firefighters |
Carrillo-Larco, R.M., Moscoso-Porras, M., Taype-Rondan, A., Ruiz-Alejos, A., & Bernabe-Ortiz, A. | The use of unmanned aerial vehicles for health purposes: a systematic review of experimental studies. | 2018 | United States | Human & Technology | Outdoor | Emergency first responders; Biomedical supply transport |
Clark, D.G., Ford, J.D., & Tabish, T. | What role can unmanned aerial vehicles play in emergency response in the Arctic: A case study from Canada. | 2018 | Canada | Human | Outdoor | Remote populations; Indigenous populations |
Cohen, J. | Natural disasters: Drone spy plane helps fight California fires. | 2007 | United States | Technology | Outdoor | Firefighters |
Dayananda, K.R., Gomes, R., & Straub, J. | An interconnected architecture for an emergency medical response unmanned aerial system. | 2017 | United States | Technology | Outdoor | Emergency first responders |
Dunnington, L., & Nakagawa, M. | Fast and safe gas detection from underground coal fire by drone fly over. | 2017 | United States | Technology | Outdoor | Coal miners; firefighters |
Francisco, M. | Organ delivery by 1000 drones. | 2016 | United States | Technology | Outdoor | Biomedical supply transport |
Glauser, W. | Blood-delivering drones saving lives in Africa and maybe soon in Canada. | 2018 | Canada | Technology | Outdoor | Biomedical supply transport; rural populations |
Homier, V., de Champlain, F., Nolan, M., & Fleet, R. | Identification of swimmers in distress using unmanned aerial vehicles: Experience at the Mont-Tremblant IRONMAN triathlon | 2020 | Canada | Technology | Outdoor | Emergency first responders |
Jain, T., Sibley, A., Stryhn, H., & Hubloue, I. | Comparison of unmanned aerial vehicle technology-assisted triage versus standard practice in triaging casualties by paramedic students in a mass-casualty incident scenario. | 2018 | Canada | Human | Outdoor | Emergency first responders |
Jain, T., Sibley, A., Stryhn, H., & Hubloue, I. | Comparison of Unmanned Aerial Vehicle Technology Versus Standard Practice in Identification of Hazards at a Mass Casualty Incident Scenario by Primary Care Paramedic Students. | 2018 | Canada | Human | Outdoor | Emergency first responders |
Jalal, A.H., Umasankar, Y., Christopher, F., Pretto, E.A., & Bhansali, S. | A model for safe transport of critical patients in unmanned drones with a ‘watch’ style continuous anesthesia sensor. | 2018 | United States | Technology | Outdoor | Critically-ill patients |
Kim, S.J., Lim, G.J., Cho, J., & Côté, M.J. | Drone-Aided Healthcare Services for Patients with Chronic Diseases in Rural Areas. | 2017 | United States | Technology | Outdoor | Rural populations; healthcare personnel |
Canadian Agency for Drugs and Technology in Health. | Focus on: Drone applications in health care | 2018 | Canada | Technology | Outdoor | Rural populations |
Lin, C.A., Shah, K., Mauntel, L.C.C., & Shah, S.A. | Drone delivery of Medications: Review of the landscape and legal considerations. | 2018 | United States | Human & Technology | Outdoor | Biomedical supply transport |
Mark, D.B., Hansen, S.M., Starks, M.L., & Cummings, M.L. | Drone-Based Automatic External Defibrillators for Sudden Death?: Do We Need More Courage or More Serenity? | 2017 | United States | Technology | Outdoor | Emergency first responders; |
Scalea, J.R., Restaino, S., Scassero, M., Blankenship, G., Bartlett, S.T., & Wereley, N. | An initial investigation of unmanned aircraft systems (UAS) and real-time organ status measurement for transporting human organs. | 2018 | United States | Technology | Outdoor | Biomedical supply transport |
Scalea, J.R., Restaino, S., Scassero, M., Bartlett, S.T., & Wereley, N. | The final frontier? Exploring organ transportation by drone. | 2019 | United States | Technology | Outdoor | Biomedical supply transport |
Van Tilburg, C. | First Report of Using Portable Unmanned Aircraft Systems (Drones) for Search and Rescue. | 2017 | United States | Technology | Outdoor | Emergency first responders; remote populations |
Zègre-Hemsey, J.K., Bogle, B., Cunningham, C.J., Snyder, K., & Rosamond, W. | Delivery of Automated External Defibrillators (AED) by Drones: Implications for Emergency Cardiac Care. | 2018 | United States | Technology | Outdoor | Emergency first responders; |
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Share and Cite
Hiebert, B.; Nouvet, E.; Jeyabalan, V.; Donelle, L. The Application of Drones in Healthcare and Health-Related Services in North America: A Scoping Review. Drones 2020, 4, 30. https://doi.org/10.3390/drones4030030
Hiebert B, Nouvet E, Jeyabalan V, Donelle L. The Application of Drones in Healthcare and Health-Related Services in North America: A Scoping Review. Drones. 2020; 4(3):30. https://doi.org/10.3390/drones4030030
Chicago/Turabian StyleHiebert, Bradley, Elysée Nouvet, Vyshnave Jeyabalan, and Lorie Donelle. 2020. "The Application of Drones in Healthcare and Health-Related Services in North America: A Scoping Review" Drones 4, no. 3: 30. https://doi.org/10.3390/drones4030030
APA StyleHiebert, B., Nouvet, E., Jeyabalan, V., & Donelle, L. (2020). The Application of Drones in Healthcare and Health-Related Services in North America: A Scoping Review. Drones, 4(3), 30. https://doi.org/10.3390/drones4030030