{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T12:14:46Z","timestamp":1775564086011,"version":"3.50.1"},"reference-count":19,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T00:00:00Z","timestamp":1772236800000},"content-version":"vor","delay-in-days":58,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001871","name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Procedia Computer Science"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1016\/j.procs.2026.02.443","type":"journal-article","created":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T12:39:40Z","timestamp":1774355980000},"page":"101-108","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Predictive models for planning seasonality: The Algarve\u2019s case"],"prefix":"10.1016","volume":"278","author":[{"given":"Ema","family":"Baptista","sequence":"first","affiliation":[]},{"given":"Paula V.","family":"Martins","sequence":"additional","affiliation":[]},{"given":"S\u00edlvia","family":"Fernandes","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.procs.2026.02.443_bib1","doi-asserted-by":"crossref","unstructured":"Matos, R., Ferreira, D., and Pedro, M. I. (2021) \u201cEconomic analysis of Portuguese public hospitals through the construction of quality, efficiency, access, and financial related composite indicators\u201d. Social Indicators Research, 157(1): 361-392. https:\/\/doi.org\/10.1007\/s11205-021-02650-6.","DOI":"10.1007\/s11205-021-02650-6"},{"issue":"4","key":"10.1016\/j.procs.2026.02.443_bib2","first-page":"256","article-title":"\u201cTempos dif\u00edceis para a obstetr\u00edcia e ginecologia portuguesa\u201d.","volume":"17","author":"Ayres de Campos","year":"2023","journal-title":"Acta Obst\u00e9trica e Ginecol\u00f3gica Portuguesa"},{"key":"10.1016\/j.procs.2026.02.443_bib3","doi-asserted-by":"crossref","unstructured":"Ferreira, D. C., and Nunes, A. M. (2019) \u201cTechnical efficiency of Portuguese public hospitals: A comparative analysis across the five regions of Portugal\u201d. The International Journal of Health Planning and Management, 34(1): 411-422. https:\/\/doi.org\/10.1002\/hpm.2658.","DOI":"10.1002\/hpm.2658"},{"key":"10.1016\/j.procs.2026.02.443_bib4","unstructured":"Ministry of Health (2022) Plano estrat\u00e9gico do Minist\u00e9rio da Sa\u00fade para a resposta sazonal em sa\u00fade - Inverno 2022-2023. https:\/\/www.sns.gov.pt\/wp-content\/uploads\/2022\/11\/Resposta-Sazonal-em-Sau%CC%81de_Estrate%CC%81gia-do-Ministe%CC%81rio-da-Sau%CC%81de_23-novembro.pdf."},{"key":"10.1016\/j.procs.2026.02.443_bib5","unstructured":"Al-Vita (2022). \u201cPlano de conting\u00eancia gripe sazonal 2022-2023\u201d. https:\/\/www.sns.gov.pt\/wp-content\/uploads\/2023\/01\/uc-e-umdr-al-vita.pdf."},{"key":"10.1016\/j.procs.2026.02.443_bib6","doi-asserted-by":"crossref","unstructured":"Metz, C., Schmid, A., and Veldhoen, S. (2024) \u201cIncrease in complicated upper respiratory tract infection in children during the 2022\/2023 winter season - a post coronavirus disease 2019 effect?\u201d. Pediatric Radiology, 54(1): 49-57. https:\/\/doi.org\/10.1007\/s00247-023-05808-1.","DOI":"10.1007\/s00247-023-05808-1"},{"key":"10.1016\/j.procs.2026.02.443_bib7","series-title":"Ciclo de semin\u00e1rios [apresenta\u00e7\u00e3o em sala de aula]. Disciplina de Metodologias de Investiga\u00e7\u00e3o","author":"Fernandes","year":"2024"},{"key":"10.1016\/j.procs.2026.02.443_bib8","unstructured":"INE - Instituto Nacional de Estat\u00edstica (2024) Base de Dados do INE. https:\/\/www.ine.pt\/xportal\/xmain?xpid=INE&xpgid=ine_base_dados&contexto=bd&selTab=tab2."},{"key":"10.1016\/j.procs.2026.02.443_bib9","series-title":"\u201cS\u00edndrome de burnout nos profissionais de sa\u00fade: Causas, consequ\u00eancias, preven\u00e7\u00e3o e tratamento\u201d","author":"Martins","year":"2017"},{"key":"10.1016\/j.procs.2026.02.443_bib10","doi-asserted-by":"crossref","unstructured":"Faulkner, A., Harding, T., Miller, C., Davies, P., and McNair, C. (2021) \u201cTourism and the Highlands: A cross-sectional study on trauma and orthopedic service use by tourists in 2017\u201d. The Surgeon, 19(3): 162-166. https:\/\/doi.org\/10.1016\/j.surge.2020.06.003.","DOI":"10.1016\/j.surge.2020.06.003"},{"key":"10.1016\/j.procs.2026.02.443_bib11","doi-asserted-by":"crossref","first-page":"102491","DOI":"10.1016\/j.tmaid.2022.102491","article-title":"\u201cImpact of tourists on emergency department in a high-tourism alpine area: An observational study\u201d.","volume":"51","author":"Turcato","year":"2023","journal-title":"Travel Medicine and Infectious Disease"},{"key":"10.1016\/j.procs.2026.02.443_bib12","unstructured":"Management Solutions (2020) Auto Machine Learning, rumo \u00e0 automa\u00e7\u00e3o dos modelos. Management Solutions. https:\/\/www.managementsolutions.com\/sites\/default\/files\/publicaciones\/pt\/auto-machine-learning-pt.pdf."},{"key":"10.1016\/j.procs.2026.02.443_bib13","unstructured":"Altair Engineering Inc. (2024) \u201cPrivacy Policy\u201d. Dispon\u00edvel em https:\/\/docs.rapidminer.com\/latest\/studio\/guided\/auto-model\/."},{"key":"10.1016\/j.procs.2026.02.443_bib14","unstructured":"Statistics Solutions (2024) Pearson\u2019s correlation coefficient. https:\/\/www.statisticssolutions.com\/free-resources\/directory-of-statistical-analyses\/pearsons-correlation-coefficient\/."},{"key":"10.1016\/j.procs.2026.02.443_bib15","unstructured":"Mukaka, M. M. (2012) \u201cStatistics corner: A guide to appropriate use of correlation coefficient in medical research\u201d. Malawi Medical Journal, 24(3): 69-71. PMID: 23638278; PMCID: PMC3576830."},{"key":"10.1016\/j.procs.2026.02.443_bib16","unstructured":"Permetrics (2021) Regression Metrics - Relative error. https:\/\/permetrics.readthedocs.io\/en\/latest\/pages\/regression\/RE.html."},{"key":"10.1016\/j.procs.2026.02.443_bib17","doi-asserted-by":"crossref","unstructured":"Cho, H., She, J., De Marchi, D., El-Zaatari, H., Barnes, E.L., Kahkoska, A.R., Kosorok, M.R. and Virkud, A.V. (2024) \u201cMachine learning and health science research: Tutorial\u201d. Journal of Medical Internet Research, 26, e50890. https:\/\/doi.org\/10.2196\/50890.","DOI":"10.2196\/50890"},{"key":"10.1016\/j.procs.2026.02.443_bib18","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1186\/s12916-024-03566-x","article-title":"\u201cIntegrating machine learning and artificial intelligence in life-course epidemiology: Pathways to innovative public health solutions\u201d.","volume":"22","author":"Chen","year":"2024","journal-title":"BMC Medicine"},{"key":"10.1016\/j.procs.2026.02.443_bib19","doi-asserted-by":"crossref","unstructured":"Hasan, M. R. (2024) \u201cAddressing seasonality and trend detection in predictive sales forecasting: A machine learning perspective\u201d. Journal of Business and Management Studies, 6(2): 100-109. https:\/\/doi.org\/10.32996\/jbms.2024.6.2.10.","DOI":"10.32996\/jbms.2024.6.2.10"}],"container-title":["Procedia Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926005648?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926005648?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T11:33:02Z","timestamp":1775561582000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877050926005648"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":19,"alternative-id":["S1877050926005648"],"URL":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.443","relation":{},"ISSN":["1877-0509"],"issn-type":[{"value":"1877-0509","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Predictive models for planning seasonality: The Algarve\u2019s case","name":"articletitle","label":"Article Title"},{"value":"Procedia Computer Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.443","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}]}}