Presented at Geneva Health Forum 2024, Geneva · All posters from this congress
Public HealthOpen accessPoster communication · 2026-0040

Preparing for Tomorrow: Tools, Skills, and Sensors in Forecasting Climate Change's Health Consequences

Daniel Josef Lindegger1✉

  1. 1 Independent Researcher, Switzerland & United Kingdom

Received 25 October 2026 · Accepted 26 October 2026 · Published 26 October 2026

DOI: https://doi.org/10.5281/zenodo.23675271

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The ClimateSense Model demonstrates a balance between vulnerability and resilience which can be changed with the right tools based on sensory input. The output is a change of policy which steers climate change into the right direction.
The ClimateSense Model demonstrates a balance between vulnerability and resilience which can be changed with the right tools based on sensory input. The output is a change of policy which steers climate change into the right direction.Click or press Esc to close

Key messages

  1. Climate change significantly impacts human health through rising temperatures and ecosystem changes.
  2. New sensors, tools, and skills are essential to predict and mitigate health consequences of climate change.
  3. The ClimateSense model promotes proactive strategies to enhance preparedness and resilience against climate-related health risks.

Abstract

Introduction

Climate change has important implications for human health. Temperatures continue to rise and extreme weather conditions become more frequent. Resulting changes in ecosystems will impact health in general and more specifically, distribution of communicable, vector-borne and heat-related diseases. It is imperative to adopt proactive measures to anticipate and mitigate the health impact of climate change. New sensors, skills and tools are required to predict impact on human health and conceptualise proactive measures against adverse consequences of rising temperatures.

Materials and methods

A search of the current literature on anticipatory research specific to sensors, skills and tools for prediction was employed. A design thinking model, the ClimateSense Model was conceptualised based on the analysis.

Results

Sensors include physical sensors and information technology such as remote sensing with satellites, aircrafts and drones, biological sensors like RNA and DNA sequencing technologies, and chemical sensors for greenhouse gases. Tools include mobile applications and artificial intelligence, internet-of-things technology, and crowdsourcing. Skills involve digital skills to interpret and communicate sensor-derived data using interactive maps, plots, time series, and analysis of big data with statistical skills or artificial intelligence.

Conclusion

Synergistic combination of tools, skills and sensors, as conceptualised in the ClimateSense model, are essential to anticipate consequences of climate change for health. By promoting anticipatory preparedness, policymakers, healthcare professionals and communities can better mitigate the adverse health impacts of climate change, build resilience to its effects and define a planetary health strategy.

Original poster

References

  1. 1. Ceccato P et al. Data and tools to integrate climate and environmental information into public health. JIDP. 2018;7(1):126.
  2. 2. Borhan MS et al. Sensors and Methods for Measuring Greenhouse Gas Emissions from Different Components of Livestock Production Facilities. GEP. 2022;10(12):242-72.
Keywords
Climate Change · Health Consequences · Sensors · Tools · Skills · Forecasting
Received
25 October 2026
Accepted
26 October 2026
Published
26 October 2026
Peer review
Single-anonymized review by the Editorial Board · How we review
DOI
https://doi.org/10.5281/zenodo.23675271
License
© The Authors 2026. Distributed under CC BY 4.0
Journal
MP Journal of Medical Research · ISSN 3144-8402

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