{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T03:47:43Z","timestamp":1787024863482,"version":"build-2736575974"},"reference-count":52,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Form Res"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>\n                      Climate change is a pressing public health issue, with the US health care sector contributing about 479 million tons of carbon dioxide (CO\n                      <jats:sub>2<\/jats:sub>\n                      ) annually. Online continuing medical education offers an alternative solution to increase global education delivery while reducing CO\n                      <jats:sub>2<\/jats:sub>\n                      emissions associated with traditional teaching methods.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>\n                      This study aimed to evaluate the carbon dioxide equivalent (CO\n                      <jats:sub>2<\/jats:sub>\n                      e) emissions associated with different delivery methods of the CERTAIN (Checklist for Early Recognition and Treatment of Acute Illness and Injury) global critical care education program. Specifically, we aimed to compare the climate impact of local in-person courses in Rochester, MN, international in-person courses, and online courses to determine the potential environmental benefits of transitioning to digital education platforms.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      A cross-sectional analysis of CO\n                      <jats:sub>2<\/jats:sub>\n                      e emissions linked to the CERTAIN program was conducted from 2016 to 2022. We compared the climate impact of 3 different course offerings: local in-person at Rochester, MN, international in-person courses, and online courses. The international conferences were conducted in the host country with faculty traveling there to provide the educational content. CO\n                      <jats:sub>2<\/jats:sub>\n                      e emissions were calculated using the \u201cMy Climate Flight Calculator\u201d and \u201cEnvironmental Protection Agency Emission Factors\u201d formulas for travel, conference venues, and online course\u2013related emissions. Learner satisfaction was assessed via validated 5-point Likert surveys.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Local courses had the highest emissions: 52.7 tons\/course (2.5 tons\/participant), 96% from air travel (\n                      <jats:italic>50.6tons, P<\/jats:italic>\n                      &lt;.001), versus other formats. International courses showed 20.2 tons\/course (0.4 tons\/participant), of which 93%(18.8 tons) were travel-related. Online courses reduced emissions by 96% per capita (0.1 tons\/participant,\n                      <jats:italic>P<\/jats:italic>\n                      &lt;.001) and 89% per course (5.6 tons,\n                      <jats:italic>P<\/jats:italic>\n                      &lt;.001) versus local format. Overall course ratings were either excellent (live 50%, n=136) vs online 44%, n=11) or very good (live 30.9%, n=84 vs online 53%, n=12) for both live and online courses.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>\n                      The transition to online delivery of our CERTAIN global education program has led to a substantial reduction in CO\n                      <jats:sub>2<\/jats:sub>\n                      emissions, mainly by eliminating travel, with similar levels of learner satisfaction. These findings support a strategic shift toward digital medical education platforms to promote environmental responsibility and broaden global educational access.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/63524","type":"journal-article","created":{"date-parts":[[2025,7,31]],"date-time":"2025-07-31T22:51:17Z","timestamp":1754002277000},"page":"e63524-e63524","source":"Crossref","is-referenced-by-count":2,"title":["Environmental Impact of Online Versus in-Person Critical Care Education Through the Carbon Footprint Analysis of the CERTAIN Program: Cross-Sectional Study"],"prefix":"10.2196","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-7704-9817","authenticated-orcid":false,"given":"Baiyong","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9469-6656","authenticated-orcid":false,"given":"Claudia Castillo","family":"Zambrano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1362-6769","authenticated-orcid":false,"given":"Nasrin","family":"Nikravangolsefid","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8022-9029","authenticated-orcid":false,"given":"Ricardo Machado","family":"Carvalhais","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0891-9495","authenticated-orcid":false,"given":"Alexander","family":"Niven","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4218-0890","authenticated-orcid":false,"given":"Ognjen","family":"Gajic","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1737-6536","authenticated-orcid":false,"given":"Yue","family":"Dong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2025,7,31]]},"reference":[{"issue":"24","key":"R1","doi-asserted-by":"publisher","first-page":"2234","DOI":"10.1056\/NEJMp2402018","article-title":"Carbon-footprint analyses in RCTs - toward sustainable clinical practice","volume":"390","author":"Nordberg","journal-title":"N Engl J Med"},{"key":"R2","unstructured":"Climate change. World Health Organization. 2023. URL: https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/climate-change-and-health [Accessed 22-06-2025]"},{"issue":"23","key":"R3","doi-asserted-by":"publisher","first-page":"2117","DOI":"10.1056\/NEJMp2115675","article-title":"Decarbonizing the U.S. health sector - a call to action","volume":"385","author":"Dzau","journal-title":"N Engl J Med"},{"issue":"1","key":"R4","doi-asserted-by":"publisher","DOI":"10.1186\/s13054-024-04937-9","article-title":"Past, present, and future of sustainable intensive care: narrative review and a large hospital system experience","volume":"28","author":"Masud","journal-title":"Crit Care"},{"issue":"5","key":"R5","doi-asserted-by":"publisher","first-page":"334","DOI":"10.1136\/medethics-2020-106842","article-title":"Environmental sustainability and the carbon emissions of pharmaceuticals","volume":"48","author":"Richie","journal-title":"J Med Ethics"},{"issue":"10006","key":"R6","doi-asserted-by":"publisher","first-page":"1798","DOI":"10.1016\/S0140-6736(15)60931-X","article-title":"Tackling climate change: the greatest opportunity for global health","volume":"386","author":"Wang","journal-title":"Lancet"},{"key":"R7","doi-asserted-by":"crossref","unstructured":"Sampath B . Reducing healthcare carbon emissions: a primer on measures and actions for healthcare organizations to mitigate climate change. Institute for Healthcare Improvement. 2022. URL: https:\/\/doi.org\/10.13074\/jent.2025.03.2511154 [Accessed 22-06-2025]","DOI":"10.13074\/jent.2025.03.2511154"},{"key":"R8","unstructured":"WHO guidance for climate-resilient and environmentally sustainable health care facilities. World Health Organization. 2020. URL: https:\/\/www.who.int\/publications\/i\/item\/9789240012226 [Accessed 22-06-2025]"},{"key":"R9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2011.06.004","article-title":"Quantitative analysis of factors affecting greenhouse gas emissions at institutions of higher education","volume":"48","author":"Klein-Banai","journal-title":"J Clean Prod"},{"issue":"4","key":"R10","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1007\/s13555-024-01120-4","article-title":"Virtual learning decreases the carbon footprint of medical education","volume":"14","author":"Sharma","journal-title":"Dermatol Ther (Heidelb)"},{"key":"R11","doi-asserted-by":"publisher","DOI":"10.1016\/j.joclim.2021.100006","article-title":"Using telemedicine for a lower carbon footprint in healthcare: a twofold tale of healing","volume":"1","author":"Tsagkaris","journal-title":"The Journal of Climate Change and Health"},{"issue":"3","key":"R12","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1515\/ijeeps-2021-0186","article-title":"Correlation between electric energy use and CO  emissions in a university campus in Brazil","volume":"23","author":"Lameir\u00e3o","journal-title":"International Journal of Emerging Electric Power Systems"},{"key":"R13","doi-asserted-by":"publisher","DOI":"10.3389\/fpubh.2023.1118685","article-title":"Impact of virtual continued medical education on carbon footprint and awareness of digital sobriety: a retrospective cross-sectional study among public health professionals in India","volume":"11","author":"Gandhi","journal-title":"Front Public Health"},{"issue":"6","key":"R14","doi-asserted-by":"publisher","first-page":"e598","DOI":"10.1097\/CCM.0000000000004937","article-title":"Checklist for early recognition and treatment of acute illness and injury: an exploratory multicenter international quality-improvement study in the ICUs with variable resources","volume":"49","author":"Vukoja","journal-title":"Crit Care Med"},{"issue":"1","key":"R15","doi-asserted-by":"publisher","first-page":"55","DOI":"10.5492\/wjccm.v4.i1.55","article-title":"Checklist for early recognition and treatment of acute illness: International collaboration to improve critical care practice","volume":"4","author":"Vukoja","journal-title":"World J Crit Care Med"},{"issue":"2","key":"R16","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2023.0050","article-title":"Implementation of a multimodal knowledge-exchange platform to provide trauma critical care education during the ongoing conflict in Ukraine","volume":"6","author":"Rovati","journal-title":"JAMA Netw Open"},{"issue":"2","key":"R17","doi-asserted-by":"publisher","first-page":"198","DOI":"10.34197\/ats-scholar.2022-0086IN","article-title":"Digital delivery of a global critical care education program","volume":"4","author":"Sun","journal-title":"ATS Sch"},{"issue":"3","key":"R18","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1097\/SIH.0000000000000656","article-title":"International virtual simulation education in critical care during COVID-19 pandemic: preliminary description of the virtual checklist for early recognition and treatment of acute illness and injury program","volume":"17","author":"Flurin","journal-title":"Simul Healthc"},{"key":"R19","unstructured":"CO2 flight calculator. myclimate. URL: https:\/\/co2.myclimate.org\/en\/flight_calculators\/new [Accessed 22-06-2025]"},{"key":"R20","unstructured":"Greenhouse gas inventory guidance indirect emissions from events and conferences. EPA Center for Corporate Climate Leadership. 2018. URL: https:\/\/www.epa.gov\/sites\/default\/files\/2018-12\/documents\/indirectemissions_draft2_12212018_b_508pass_3.pdf [Accessed 22-06-2025]"},{"key":"R21","unstructured":"CO2 emissions calculator for your car. myclimate. 2024. URL: https:\/\/co2.myclimate.org\/en\/car_calculators\/new [Accessed 22-06-2025]"},{"issue":"4","key":"R22","doi-asserted-by":"publisher","first-page":"608","DOI":"10.1080\/00207233.2020.1864190","article-title":"A framework to estimate emissions from virtual conferences","volume":"78","author":"Faber","journal-title":"International Journal of Environmental Studies"},{"issue":"12","key":"R23","doi-asserted-by":"publisher","first-page":"2469","DOI":"10.1097\/CORR.0000000000002764","article-title":"American Orthopaedic Foot and Ankle Society Annual Meeting all-in-person attendance results in immense carbon expenditure","volume":"481","author":"Parker","journal-title":"Clin Orthop Relat Res"},{"key":"R24","doi-asserted-by":"publisher","DOI":"10.3389\/fsuep.2023.1230253","article-title":"The current state and potential evolution of carbon emissions in the healthcare sector: a narrative review article","volume":"2","author":"Mominkhan","journal-title":"Front Sustain Energy Policy"},{"issue":"5","key":"R25","doi-asserted-by":"publisher","first-page":"1758","DOI":"10.4269\/ajtmh.20-1013","article-title":"Reducing the carbon footprint of academic conferences: the example of the American Society of Tropical Medicine and Hygiene","volume":"103","author":"Bousema","journal-title":"Am J Trop Med Hyg"},{"key":"R26","doi-asserted-by":"publisher","DOI":"10.1108\/14676370810856279","article-title":"Designing low carbon higher education systems: environmental impacts of campus and distance learning systems","volume":"9","author":"Roy","journal-title":"International Journal of Sustainability in Higher Education"},{"issue":"1","key":"R27","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1016\/j.enpol.2008.08.029","article-title":"International aviation emissions to 2025: can emissions be stabilised without restricting demand?","volume":"37","author":"Macintosh","journal-title":"Energy Policy"},{"issue":"10","key":"R28","doi-asserted-by":"publisher","first-page":"e434","DOI":"10.1097\/JOM.0000000000001681","article-title":"Medical conferences and climate change mitigation: challenges, opportunities, and omissions","volume":"61","author":"Storz","journal-title":"J Occup Environ Med"},{"key":"R29","unstructured":"Ryu K . 1.5-degree lifestyles: targets and options for reducing lifestyle carbon footprints. In: Institute for Global Environmental Strategies (IGES). 2019. [doi: 10.57405\/iges-6719] ISBN: 978-4-88788-220-1"},{"key":"R30","unstructured":"global Carbon Atlas: A platform to explore and visualize the most up-to-date data on carbon fluxes resulting from human activities and natural processes. global Carbon Atlas. 2023. URL: https:\/\/globalcarbonatlas.org [Accessed 22-06-2025]"},{"issue":"6","key":"R31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0066508","article-title":"The carbon footprint of conference papers","volume":"8","author":"Spinellis","journal-title":"PLoS ONE"},{"key":"R32","doi-asserted-by":"crossref","unstructured":"J\u00e4ckle S . The carbon footprint of travelling to international academic conferences and options to minimise it. In: Academic Flying and the Means of Communication. Springer Nature; 2022:19-52. [doi: 10.1007\/978-981-16-4911-0_2]","DOI":"10.1007\/978-981-16-4911-0_2"},{"issue":"12","key":"R33","doi-asserted-by":"publisher","first-page":"5001","DOI":"10.3390\/su12125001","article-title":"Carbon footprint evaluation of the business event sector in Japan","volume":"12","author":"Kitamura","journal-title":"Sustainability"},{"key":"R34","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.118516","article-title":"How sustainable are sustainability conferences? \u2013 Comprehensive life cycle assessment of an international conference series in Europe","volume":"242","author":"Neugebauer","journal-title":"J Clean Prod"},{"key":"R35","doi-asserted-by":"publisher","DOI":"10.2196\/44823","article-title":"The role of virtual consulting in developing environmentally sustainable health care: systematic literature review","volume":"25","author":"Pickard Strange","journal-title":"J Med Internet Res"},{"issue":"3","key":"R36","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1080\/0142159X.2020.1864310","article-title":"An update on developments in medical education in response to the COVID-19 pandemic: A BEME scoping review: BEME Guide No. 64","volume":"43","author":"Daniel","journal-title":"Med Teach"},{"issue":"5","key":"R37","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1186\/cc6984","article-title":"Clinical review: critical care in the global context--disparities in burden of illness, access, and economics","volume":"12","author":"Fowler","journal-title":"Crit Care"},{"issue":"11","key":"R38","doi-asserted-by":"publisher","first-page":"1574","DOI":"10.1097\/ACM.0000000000004230","article-title":"Addressing equity in global medical education during the COVID-19 pandemic: the Global Medical Education Collaborative","volume":"96","author":"Posever","journal-title":"Acad Med"},{"issue":"603","key":"R39","doi-asserted-by":"publisher","first-page":"603","DOI":"10.2147\/AMEP.S115321","article-title":"Advances in medical education and practice: role of massive open online courses","volume":"8","author":"Goldberg","journal-title":"Adv Med Educ Pract"},{"issue":"3","key":"R40","doi-asserted-by":"publisher","first-page":"41","DOI":"10.36834\/cmej.75681","article-title":"On the advantages and disadvantages of virtual continuing medical education: a scoping review","volume":"14","author":"Cheng","journal-title":"Can Med Educ J"},{"issue":"2","key":"R41","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/j.idc.2011.02.006","article-title":"Building a global health education network for clinical care and research. The benefits and challenges of distance learning tools. Lessons learned from the Hopkins Center for Clinical Global Health Education","volume":"25","author":"Bollinger","journal-title":"Infect Dis Clin North Am"},{"key":"R42","doi-asserted-by":"crossref","unstructured":"Jindal M Bajal E Singh P Diwakar M Arya C Sharma K . Online education in covid-19: limitations and improvements. Presented at: 2021 IEEE 8th Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON); Nov 11-13, 2021:1-5; Dehradun, India. [doi: 10.1109\/UPCON52273.2021.9667605]","DOI":"10.1109\/UPCON52273.2021.9667605"},{"issue":"24","key":"R43","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph192416787","article-title":"Experience of online learning from COVID-19: preparing for the future of digital transformation in education","volume":"19","author":"Jiang","journal-title":"Int J Environ Res Public Health"},{"issue":"8","key":"R44","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0250378","article-title":"Student\u2019s experiences with online teaching following COVID-19 lockdown: a mixed methods explorative study","volume":"16","author":"Almendingen","journal-title":"PLoS ONE"},{"key":"R45","doi-asserted-by":"publisher","DOI":"10.1016\/j.chieco.2021.101629","article-title":"Compensating for academic loss: online learning and student performance during the COVID-19 pandemic","volume":"68","author":"Clark","journal-title":"China Econ Rev"},{"issue":"10","key":"R46","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0239490","article-title":"Influence of COVID-19 confinement on students\u2019 performance in higher education","volume":"15","author":"Gonzalez","journal-title":"PLoS ONE"},{"issue":"3","key":"R47","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1038\/nn1851","article-title":"A deficit in the ability to form new human memories without sleep","volume":"10","author":"Yoo","journal-title":"Nat Neurosci"},{"issue":"4","key":"R48","doi-asserted-by":"publisher","first-page":"1394","DOI":"10.1378\/chest.12-2963","article-title":"Air travel: effects of sleep deprivation and jet lag","volume":"144","author":"Weingarten","journal-title":"Chest"},{"issue":"1","key":"R49","doi-asserted-by":"publisher","DOI":"10.1186\/s12909-021-02888-1","article-title":"Online versus classroom teaching for medical students during COVID-19: measuring effectiveness and satisfaction","volume":"21","author":"AlQhtani","journal-title":"BMC Med Educ"},{"issue":"2","key":"R50","doi-asserted-by":"publisher","first-page":"85","DOI":"10.3390\/ime1020011","article-title":"Beyond the COVID-19 pandemic: can online teaching reduce the carbon footprint of the internationalisation of UK higher education?","volume":"1","author":"Mustafa","journal-title":"IME"},{"key":"R51","unstructured":"The climate action & innovation matrix: a guidebook to level up your climate strategy. Climate Collaborative. 2023. URL: https:\/\/assets.nationbuilder.com\/climatecollaborative\/pages\/2645\/attachments\/original\/1712071072\/Climate-Action-Matrix-FINALv1.pdf?1712071072 [Accessed 22-06-2025]"},{"key":"R52","unstructured":"Emissions calculator. Travel Impact Model. 2024. URL: https:\/\/travelimpactmodel.org\/lookup\/flight [Accessed 22-06-2025]"}],"container-title":["JMIR Formative Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/formative.jmir.org\/2025\/1\/e63524","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T22:31:00Z","timestamp":1785537060000},"score":1,"resource":{"primary":{"URL":"https:\/\/formative.jmir.org\/2025\/1\/e63524"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,31]]},"references-count":52,"URL":"https:\/\/doi.org\/10.2196\/63524","relation":{},"ISSN":["2561-326X"],"issn-type":[{"value":"2561-326X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,31]]},"article-number":"v9i24e63524"}}