Submitted:
05 September 2025
Posted:
08 September 2025
You are already at the latest version
Abstract
Keywords:
Introduction
Scientific Rationale
Methods
Study Design
Data Sources and Assumptions
Carbon Emissions Estimation
-
Material Usage:
- ○
- Paper: CO2e = weight of paper (kg) × EF (1.0 kg CO2e/kg)
- ○
- Toner: CO2e = number of printed pages × 1g CO2/page
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Electricity Consumption:
- ○
- CO2e = kWh used × country-specific emission factor
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Transport:
- ○
- CO2e = Σ (travel distance per participant × emission factor per km × number of participants × proportion using transport mode)
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IT Devices:
- ○
- CO2e = device type × energy usage/hour × hours used × national carbon intensity
Statistical Analysis
Limitations
Data Collection
Primary Data
Secondary Data
Data Analysis
Emissions Sources
Results
Recruitment Modality and Emissions Burden
| Country | Recruitment Method | Total Emissions (kgCO2e) |
|---|---|---|
| Brazil | Digital | 0.227 |
| UK | Digital | 0.396 |
| Nigeria | Digital | 0.437 |
| Ghana | Digital | 0.362 |
| Singapore | Digital | 769.628 |
| Sri Lanka | Hybrid | 125.958 |
| Malaysia | In-person | 4260.314 |
| India | In-person | 27070.063 |
Material Usage Disparities
Electricity Consumption
Transport-Related Emissions
Digital Recruitment and Device Emissions
Kruskal-Wallis Test (Non-Parametric Alternative)
Discussion
Improving Carbon Emissions by Using Digital Recruitment
Practical Implications
Sustainability and the SDGs
Strengths and Limitations
Conclusion
Author contributions
Funding
Availability of data and material
Code availability
Ethics approval
Consent to participate
Consent for publication
Acknowledgements
Conflicts of interest
References
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| Recruitment Method | Countries (n) | Range of Total Emissions (kgCO2e) |
|---|---|---|
| In-person | 2 | 4,260 – 27,054 |
| Hybrid | 1 | 126 |
| Digital | 5 | – 437 |
| Domain | Recommendation | Justification |
|---|---|---|
| Recruitment Design | Prioritise digital or hybrid recruitment models where feasible | Minimises travel and paper-related emissions; improves scalability |
| Equity and Access | Develop inclusive digital tools tailored to low-literacy and marginalised groups | Prevents exclusion and improves ethical integrity in digital research participation |
| Infrastructure Investment | Fund digital infrastructure in low-resource settings | Enables future transition to low-carbon recruitment pathways |
| Paper and Printing Practices | Mandate recycled paper use and efficient printer settings | Reduces emissions from virgin paper and toner consumption |
| Transport Strategy | Encourage carpooling and low-emission transport alternatives | Mitigates unavoidable emissions from in-person recruitment |
| Policy and Funding | Require carbon impact assessments in research funding applications | Embeds environmental accountability within the research funding lifecycle |
| Capacity Building | Train researchers on sustainable research design and carbon accounting | Improves institutional readiness to meet sustainability targets |
| Global Health Governance | Integrate health research sustainability into national climate strategies | Aligns research with national and global commitments to SDG 13 and climate action |
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