Abstract
In the age of the Internet of Things (IoT), ethical considerations of digitally-led public health surveillance are crucial. However, their application becomes complicated due to an implicit dichotomy of ethical and legal factors. Decision-makers often omit ethical considerations, citing legal ones to justify how public health surveillance is approached and implemented. We propose an analytical framework informed by a further exposition of how influence and power are enacted at the macro, meso, and micro levelscorrelated to a spectrum of ethical practices. We then apply the spectrum of ethical practices to the four use cases of “Healthcare Delivery Using Drones”, “COVID-19 Pandemic in Canada”, “Air Quality and Air Pollution”, and “Heatwaves”. When technology deployment prioritizes efficiency over accessibility, it can exacerbate disparities, especially for individuals with lower socioeconomic status and literacy levels. To mitigate these issues, it is essential to incorporate public deliberation, co-design, and community engagement into decision-making processes. This approach advances the incorporation of diverse perspectives to better frame technology initiatives.
Keywords
Introduction
Background
Public health surveillance (
An analytical framework
Ethics in IoT technologies as a code of conduct and sphere of influence may be analyzed using at least three levels of societal strata. The macro, meso, and micro levels are comprehensively described in the World Commission on the Ethics of Scientific Knowledge and Technology's working session, concept note. This final technical report on the ethical implications of the loT was published by the United Nations Educational, Scientific and Cultural Organization. 8
In politics where legislation and mandates for

Macro level - ethical and legal dichotomies.
Meso level - IoT technology
Smart communities, such as a physical network of long-term care facilities linked to healthcare systems, would operate at the meso level where “directive transactions” (i.e., exertion of control from top-down) are expected. 9 Bargaining (i.e., “rational discussions”, “fair fights”, or “negotiations”) is less tolerated unless unions and powerful associations/advocacy groups have a place at the power table 11 (See Figure 2).

Meso level - ethical and legal dichotomies.
Micro level - IoT technology
The home environment operates at the micro level where IoT technologies such as sensors are embedded within the living space and day-to-day activities, functioning in the background, and any data being shared can either be opportunistic or designated. 11 (See Figure 3). Interpersonal influence to encourage IoT technologies utilization may appear as “flattery”, “begging”, or even “shaming”.

Micro level - ethical and legal dichotomies.
Ethical and legal considerations for IoT technologies use in public health surveillance
There exist practices on the ethics spectrum expounded by Herschel and Miori in their paper
Levels of influence with ethical and legal considerations for IoT technologies.
Four use cases
The following four use cases (I-IV), namely,
Public health surveillance during pandemics, climate change, air quality & global health.
Discussion
Ethical considerations for drone technology use in public health surveillance
At the macro (global) level, unmanned drones can potentially improve access to healthcare in geographically difficult-to-reach areas.
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Drones offer solutions to overcome such constraints, enhancing services and reducing costs and waiting times. Drones have been employed to transport medications to mobile clinics in southwest Virginia's rural and underserved regions, including the mountainous Appalachian area.
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Additionally, drones have facilitated the swift delivery of blood from Rwanda's capital city to local hospitals, significantly reducing delivery time from four hours to just 15 min.
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In Canada,
Ethical considerations in COVID-19 pandemic surveillance in Canada
At the macro (national) level, several ethical considerations can be linked to the
Ethical considerations in the delivery of an air quality app for public health surveillance
At the meso level, the
Ethical considerations in public health surveillance of heatwaves
At the micro level, sharing thermostat data with entities who have the power to act may be in the best interest of individuals seeking to protect their health. 19 However, the required actions that occur after the data sharing are more important. The data-sharing process should prioritize the welfare of individuals to safeguard their health. Since equity-deserving groups have the least resources and capacity to change their circumstances, there must be just recognition and appropriate action to meet their needs. In our use case, ethical concerns arise when tailoring heat action plans to different contexts, such as modern homes, workplaces, schools, and refugee camps. 16 Discussions between municipalities and occupants must occur to ensure that the information is shared to benefit the occupants and users of the buildings, especially when it may save lives.
Recommendations for ethical internet of things technology use in public health surveillance
In sum, when technology deployment efficiency trumps accessibility concerns, top-down decision-making can worsen disparities, particularly for those with lower SES and literacy. Public deliberation, co-design and community engagement can help mitigate them.
At the macro level, public buy-in into governmental and intergovernmental oversight is vital when establishing standardized data governance, particularly for IoT-based At the meso and micro levels, the emphasis should be on co-designing IoT solutions with end-users to promote “rational discussions” and “negotiations” over IoT technology used in
The ubiquitousness of IoT technologies raises dual legal and ethical concerns due to potential harms versus benefits in the general population. Our perspective has provided multi-level societal contexts for why and how ethical problems with
Footnotes
Acknowledgments
The authors acknowledge and are grateful for Dr Jennie Day's input, who reviewed a draft version of this article.
Author contributions
THP drafted the manuscript as the lead author; ML, AO, JB, ZB reviewed and edited two rounds of the draft manuscript; PPM conceptualized the project and served as the senior author.
Declaration of conflicting interests
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The authors received no financial support for the research, authorship, and/or publication of this article.
Ethical approval
Ethical approval was not required.
Guarantor
THP
