{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T23:21:59Z","timestamp":1783034519250,"version":"3.54.6"},"publisher-location":"Cham","reference-count":40,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032305206","type":"print"},{"value":"9783032305213","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T00:00:00Z","timestamp":1783036800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T00:00:00Z","timestamp":1783036800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-3-032-30521-3_8","type":"book-chapter","created":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T23:14:17Z","timestamp":1783034057000},"page":"115-131","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["The Influence of Fatigue on Decision-Making in Military Context"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-3782-8158","authenticated-orcid":false,"given":"Francisco","family":"Abreu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4998-6010","authenticated-orcid":false,"given":"Nuno","family":"Almeida","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0300-4675","authenticated-orcid":false,"given":"Renato","family":"Santos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3137-1459","authenticated-orcid":false,"given":"Rui","family":"Lucena","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1074-1297","authenticated-orcid":false,"given":"Paula","family":"Sim\u00f5es","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,3]]},"reference":[{"key":"8_CR1","doi-asserted-by":"crossref","unstructured":"De Boisboissel, G.: New technologies and decision-making for the military. In: Advances in Decision Making (2021)","DOI":"10.5772\/intechopen.98849"},{"key":"8_CR2","unstructured":"Deveci, M., Kuvvetli, Y., Akyurt, \u0130.Z.: Survey on military operations of fuzzy set theory and its applications (2020)"},{"key":"8_CR3","doi-asserted-by":"publisher","first-page":"2521","DOI":"10.1080\/07853890.2022.2122553","volume":"54","author":"AW Vaes","year":"2022","unstructured":"Vaes, A.W., et al.: Physical and mental fatigue in people with non-communicable chronic diseases. Ann. Med. 54, 2521\u20132533 (2022)","journal-title":"Ann. Med."},{"key":"8_CR4","doi-asserted-by":"crossref","unstructured":"Alkhawaldeh, I.: The effect of mental fatigue on the accuracy of the direct free kick in terms of some kinematic variables for football players. Asian J. Sports Med. (2023)","DOI":"10.5812\/asjsm-134232"},{"key":"8_CR5","doi-asserted-by":"crossref","unstructured":"Nasirzadeh, F., Mir, M., Hussain, S., Sustainability, M., Darbandy, T.: Physical fatigue detection using entropy analysis of heart rate signals. Sustainability 2020\u2022mdpi.com (2020)","DOI":"10.3390\/su12072714"},{"key":"8_CR6","doi-asserted-by":"crossref","unstructured":"Torri, F., Lopriore, P., Montano, V., Siciliano, G.: Pathophysiology and management of fatigue in neuromuscular diseases. Int. J. Molecular Sci. 2023\u2022mdpi.com (2023)","DOI":"10.3390\/ijms24055005"},{"key":"8_CR7","doi-asserted-by":"publisher","unstructured":"Jin, H., et al.: Relationship between physical fatigue and mental fatigue based on multimodal meas-urement under different load levels. Ergonomics 2024\u2022Taylor & Francis 67, 1748\u20131763 (2024). https:\/\/doi.org\/10.1080\/00140139.2024.2364667","DOI":"10.1080\/00140139.2024.2364667"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"Nindl, B., Leone, C., Tharion, M.: Physical performance responses during 72 h of mili-tary operational stress. Med. Sci. Sports & Exercise, 2002\u2022ovid.com (2022)","DOI":"10.1097\/00005768-200211000-00019"},{"key":"8_CR9","doi-asserted-by":"crossref","unstructured":"Luxton, D., Greenburg, D., Ryan, J., Niven, A., Wheeler G, Mysliwiek V: Prevalence and impact of short sleep duration in redeployed OIF soldiers. Sleep, 2011\u2022academic.oup.com (2011)","DOI":"10.5665\/SLEEP.1236"},{"key":"8_CR10","doi-asserted-by":"publisher","unstructured":"Sekel, N.M., et al.: Mili-tary tactical adaptive decision making during simulated military operational stress is in-fluenced by personality, resilience, aerobic fitness, and neurocognitive function. Front. Psychol. 14 (2023). https:\/\/doi.org\/10.3389\/FPSYG.2023.1102425\/FULL","DOI":"10.3389\/FPSYG.2023.1102425\/FULL"},{"key":"8_CR11","doi-asserted-by":"publisher","first-page":"844","DOI":"10.1176\/APPI.AJP.2014.13040502","volume":"171","author":"DC Johnson","year":"2014","unstructured":"Johnson, D.C., et al.: Modifying resilience mechanisms in at risk individuals: a controlled study of mindfulness training in Marines preparing for deployment. Am. J. Psychiatry 171, 844\u2013853 (2014). https:\/\/doi.org\/10.1176\/APPI.AJP.2014.13040502","journal-title":"Am. J. Psychiatry"},{"key":"8_CR12","doi-asserted-by":"publisher","unstructured":"Flood, A., Keegan, R.J.: Cognitive resilience to psychological stress in military per-sonnel. Front. Psychol. 13 (2022). https:\/\/doi.org\/10.3389\/fpsyg.2022.809003","DOI":"10.3389\/fpsyg.2022.809003"},{"key":"8_CR13","doi-asserted-by":"crossref","unstructured":"Weeks, S., McAuliffe, C., DuRussel, D., Pasquina, P.: Physiological and psychological fatigue in extreme conditions: the military example. Elsevier (2010)","DOI":"10.1016\/j.pmrj.2010.03.023"},{"key":"8_CR14","doi-asserted-by":"crossref","unstructured":"Bustos, D., Guedes, J., Vaz, M., Pombo E: Non-invasive physiological monitoring for physical exertion and fatigue assessment in military personnel: a systematic review. Int. J. Environ. Res. Public Health 2021\u2022mdpi.com (2021)","DOI":"10.3390\/ijerph18168815"},{"key":"8_CR15","unstructured":"Oeschger, R., Roos, L., Wyss, T., Buller, M.: Influence of soldiers\u2019 cardiorespiratory fitness on physiological responses and dropouts during a loaded long-distance march. Military Med. 2023\u2022academic.oup.com. (2023)"},{"key":"8_CR16","doi-asserted-by":"crossref","unstructured":"Walsh, D., Palevo, G., Polascik, M., Slaton, J.: Physiological differences of US army cadets during a loaded and unloaded 6-mile ruck march. researchgate.net (2020)","DOI":"10.1249\/01.mss.0000677872.72106.6a"},{"key":"8_CR17","unstructured":"Weyden, M. van der, Merrigan, J.J., Newman, K., Hahn, J., Martin, J.: Army Combat Fitness Test Scores moderate cognitive function improvements after a ruck march: a hi-erarchical linear model approach. J. Strength & Conditioning Res. 2022\u2022journals.lww.com (2022)"},{"key":"8_CR18","doi-asserted-by":"crossref","unstructured":"Gheondea, D.: Military Mobility \u2013 A Present-Day Requirement \u2013. Romanian Military Thinking. pp. 44\u201363 (2022)","DOI":"10.55535\/RMT.2022.1.03"},{"key":"8_CR19","unstructured":"Costa, K. da, Cantelon, J., Hussey, E., Ward, N.: Psychological responses to ruck marches during military training. researchgate.net (2022)"},{"key":"8_CR20","doi-asserted-by":"crossref","unstructured":"Bloch, A., Steckenrider, J., RA Zifchock, Freisinger, G., Bode, V., Elkin-Frankston, S.: Effect of fatigue on movement patterns during a loaded ruck march. Military Medicine, 2024\u2022academic.oup.com (2024)","DOI":"10.1093\/milmed\/usad086"},{"key":"8_CR21","doi-asserted-by":"publisher","first-page":"2540","DOI":"10.1249\/MSS.0000000000002085","volume":"51","author":"GE Giles","year":"2019","unstructured":"Giles, G.E., Hasselquist, L., Caruso, C.M., Eddy, M.D.: Load carriage and physical exertion influence cognitive control in military scenarios. Med. Sci. Sports Exerc. 51, 2540\u20132546 (2019). https:\/\/doi.org\/10.1249\/MSS.0000000000002085","journal-title":"Med. Sci. Sports Exerc."},{"key":"8_CR22","doi-asserted-by":"publisher","unstructured":"Bloch, A., Steckenrider, J., Zifchock RA: A systematic review on the effect of cognitive fatigue in teams. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 68, no. 1, pp. 1287\u20131291. Sage CA: Los Angeles, CA: SAGE Publications (2024). https:\/\/doi.org\/10.1177\/10711813241275515","DOI":"10.1177\/10711813241275515"},{"key":"8_CR23","doi-asserted-by":"crossref","unstructured":"Aljahni, M.: The effect of fatigue on cognitive tasks among young adults. Int. J. Phys. Therapy Res. Pract. 2024\u2022inkwellinfinite.com. 3, 425\u2013435 (2024)","DOI":"10.62464\/ijoprp.v3i11.72"},{"key":"8_CR24","doi-asserted-by":"publisher","unstructured":"J\u00f8rgen, D., Jepsen, R., Riis Jepsen, J., Zhao, Z., Van Leeuwen, W.M.A.: Seafarer fa-tigue: a review of risk factors, consequences for seafarers\u2019 health and safety and options for mitigation. Int. Maritime Health 2015\u2022journals.viamedica.pl. 66, 106\u2013117 (2015). https:\/\/doi.org\/10.5603\/IMH.2015.0024","DOI":"10.5603\/IMH.2015.0024"},{"key":"8_CR25","doi-asserted-by":"publisher","first-page":"1976","DOI":"10.1080\/02699931.2025.2468281","volume":"39","author":"C Lindner","year":"2025","unstructured":"Lindner, C., Nagy, G., Roell, L., Zitzmann, S.: Investigating the impact of perceived mental fatigue on sustained attention performance: a latent growth curve analysis taking social desirability into account. Cogn. Emot. 39, 1976\u20131987 (2025). https:\/\/doi.org\/10.1080\/02699931.2025.2468281","journal-title":"Cogn. Emot."},{"key":"8_CR26","unstructured":"Hepler, T.: Decision-making in sport under mental and physical stress. academia.edu. (2015)"},{"key":"8_CR27","doi-asserted-by":"publisher","unstructured":"Jia, H., Lin, C., Wang EM: Effects of mental fatigue on risk preference and feedback processing in risk decision-making. Sci. Rep. 2022\u2022nature.com 12, 10695 (2022). https:\/\/doi.org\/10.1038\/s41598-022-14682-0","DOI":"10.1038\/s41598-022-14682-0"},{"key":"8_CR28","doi-asserted-by":"crossref","unstructured":"Hockey, R.: The psychology of fatigue: Work, effort and control (2013)","DOI":"10.1017\/CBO9781139015394"},{"key":"8_CR29","doi-asserted-by":"publisher","unstructured":"Hopstaken, J., Linden, D., Van Der, Bakker, A.B., Kompier, M.A.: A multifaceted investi-gation of the link between mental fatigue and task disengagement. Psychophysiology, 2015\u2022Wiley Online Library, vol. 52, pp. 305\u2013315 (2015). https:\/\/doi.org\/10.1111\/psyp.12339","DOI":"10.1111\/psyp.12339"},{"key":"8_CR30","unstructured":"Linden, D. Van der, Frese, M., Meijman, T.F.: Mental fatigue and the control of cognitive processes: effects on perseveration and planning. Elsevier (2003)"},{"key":"8_CR31","unstructured":"Seisdedos, N.: RP-30: Resolu\u00e7\u00e3o de Problemas\u2013Manual t\u00e9cnico. Editora Hogrefe. (2020)"},{"key":"8_CR32","doi-asserted-by":"publisher","first-page":"432","DOI":"10.1111\/ijsa.12089","volume":"22","author":"E Barros","year":"2014","unstructured":"Barros, E., Kausel, E.E., Cuadra, F., D\u00edaz, D.A.: Using general mental ability and personality traits to predict job performance in three Chilean organizations. Int. J. Sel. Assess. 22, 432\u2013438 (2014)","journal-title":"Int. J. Sel. Assess."},{"key":"8_CR33","doi-asserted-by":"crossref","unstructured":"Espasa-Labrador, J., Fort-Vanmeerhaeghe, A., Montalvo, A., Carrasco-Marginet, M., Irurtia, A., Calleja-Gonzalez, J.: Monitoring internal load in women\u2019s basketball via sub-jective and device-based methods: a systematic review. mdpi.com (2023)","DOI":"10.3390\/s23094447"},{"key":"8_CR34","doi-asserted-by":"crossref","unstructured":"Sobolewski, E.: The relationships between internal and external load measures for divi-sion I college football practice. mdpi.com2020\u2022mdpi.com (2020)","DOI":"10.3390\/sports8120165"},{"key":"8_CR35","doi-asserted-by":"crossref","unstructured":"Swain, D., Leutholtz, B., King, M., Haas, L.: Relationship between% heart rate reserve and% VO2reserve in treadmill exercise. Med. Sci. Sports & Exercise 1998\u2022ovid.com (1998)","DOI":"10.1097\/00005768-199802000-00022"},{"key":"8_CR36","unstructured":"Edwards, S.: High performance training and racing. In: The Heart Rate Monitor Book (1993)"},{"key":"8_CR37","doi-asserted-by":"crossref","unstructured":"Canino, M., et al.: Quantifying training load during physically demanding tasks in US Army soldiers: a comparison of physiological and psychological measurements. Military Med. 2020\u2022academic.oup.com. (2020)","DOI":"10.1093\/milmed\/usz445"},{"key":"8_CR38","doi-asserted-by":"publisher","unstructured":"Mckee, J.R., De Marco, K., Girard, O., Peiffer, J.J., Scott, B.R.: Effects of blood flow restriction on internal and external training load metrics during acute and chronic short-term repeated-sprint training in team-sport athletes. J. Sports Sci. 43 (2025). https:\/\/doi.org\/10.1080\/02640414.2025.2457863","DOI":"10.1080\/02640414.2025.2457863"},{"key":"8_CR39","doi-asserted-by":"publisher","unstructured":"Casella, G., Berger, R.L.: Statistical Inference, Second Edition. Statistical Inference, Second Edition., pp. 1\u2013535 (2024). https:\/\/doi.org\/10.1201\/9781003456285","DOI":"10.1201\/9781003456285"},{"key":"8_CR40","doi-asserted-by":"publisher","unstructured":"Yonar, A., Yonar, H., Demirsoz, M., Tekindal, M.: A comparative analysis for homo-geneityof variance tests. J. Sci. Arts. 24 (2023). https:\/\/doi.org\/10.46939\/j.sci.arts-24.2-a06","DOI":"10.46939\/j.sci.arts-24.2-a06"}],"container-title":["Lecture Notes in Computer Science","Computational Science and Its Applications \u2013 ICCSA 2026 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-30521-3_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T23:14:37Z","timestamp":1783034077000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-30521-3_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,3]]},"ISBN":["9783032305206","9783032305213"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-30521-3_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,3]]},"assertion":[{"value":"3 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no conflicts of interest to declare\n                      .","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ICCSA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Science and Its Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Braga","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccsa2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iccsa.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}