{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,29]],"date-time":"2025-03-29T04:13:09Z","timestamp":1743221589398,"version":"3.40.3"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031734991"},{"type":"electronic","value":"9783031735004"}],"license":[{"start":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T00:00:00Z","timestamp":1731715200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T00:00:00Z","timestamp":1731715200000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-73500-4_10","type":"book-chapter","created":{"date-parts":[[2024,11,15]],"date-time":"2024-11-15T04:01:21Z","timestamp":1731643281000},"page":"110-119","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Predictive Modeling for Medication Administration in Intensive Medicine: A Data-Driven Approach"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-4796-9938","authenticated-orcid":false,"given":"Jo\u00e3o","family":"Fontes","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6320-8878","authenticated-orcid":false,"given":"Tiago","family":"Guimar\u00e3es","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1218-0980","authenticated-orcid":false,"given":"Maria Manuel","family":"Salazar","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6075-7185","authenticated-orcid":false,"given":"C\u00e9sar","family":"Quintas","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5458-3390","authenticated-orcid":false,"given":"J\u00falio","family":"Duarte","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5441-3316","authenticated-orcid":false,"given":"Manuel","family":"Santos","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,11,16]]},"reference":[{"issue":"3","key":"10_CR1","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1177\/1751143717746566","volume":"19","author":"FR James","year":"2018","unstructured":"James, F.R., Power, N., Laha, S.: Decision-making in intensive care medicine\u2013a review. J. Intensive Care Soc. 19(3), 247\u2013258 (2018)","journal-title":"J. Intensive Care Soc."},{"key":"10_CR2","unstructured":"Doyle, G.R., McCutcheon, J.A.: 6.2 Safe medication administration. In: Clinical Procedures for Safer Patient Care. Open Textbook BC, British Columbia (2015)"},{"key":"10_CR3","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1186\/s13054-022-03915-3","volume":"26","author":"JH Yoon","year":"2022","unstructured":"Yoon, J.H., Pinsky, M.R., Clermont, G.: Artificial intelligence in critical care medicine. Crit. Care 26, 75 (2022). https:\/\/doi.org\/10.1186\/s13054-022-03915-3","journal-title":"Crit. Care"},{"key":"10_CR4","doi-asserted-by":"publisher","unstructured":"Coelho, F., et al.: Interventions to minimize medication error by nurses in intensive care: a scoping review protocol. Nurs. Rep. 13(3), 1040\u20131050 (2023). https:\/\/doi.org\/10.3390\/nursrep13030091","DOI":"10.3390\/nursrep13030091"},{"key":"10_CR5","doi-asserted-by":"publisher","unstructured":"Liu, S., Du, H., Feng, M.: Robust predictive models in clinical data\u2014random forest and support vector machines. In: Leveraging Data Science for Global Health, pp. 219\u2013228 (2020). https:\/\/doi.org\/10.1007\/978-3-030-47994-7_13","DOI":"10.1007\/978-3-030-47994-7_13"},{"issue":"3","key":"10_CR6","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1016\/j.ijnss.2023.06.020","volume":"10","author":"M Christensen","year":"2023","unstructured":"Christensen, M., Liang, M.: Critical care:a concept analysis. Int. J. Nurs. Sci. 10(3), 403\u2013413 (2023). https:\/\/doi.org\/10.1016\/j.ijnss.2023.06.020","journal-title":"Int. J. Nurs. Sci."},{"key":"10_CR7","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1186\/s13054-019-2564-9","volume":"23","author":"D Shillan","year":"2019","unstructured":"Shillan, D., Sterne, J.A.C., Champneys, A., et al.: Use of machine learning to analyse routinely collected intensive care unit data: a systematic review. Crit. Care 23, 284 (2019). https:\/\/doi.org\/10.1186\/s13054-019-2564-9","journal-title":"Crit. Care"},{"key":"10_CR8","doi-asserted-by":"publisher","unstructured":"Mann, J. K., Kaffashi, F., Vandendriessche, B., Jacono, F. J., Loparo, K.: Data collection and analysis in the ICU. In: Neurocritical Care Informatics: Translating Raw Data into Bedside Action, pp. 111\u2013134 (2020). https:\/\/doi.org\/10.1007\/978-3-662-59307-3_6","DOI":"10.1007\/978-3-662-59307-3_6"},{"key":"10_CR9","doi-asserted-by":"publisher","unstructured":"Kari, A., Ruokonen, E., Takala, J.: Decision support systems in intensive care. In: Vincent, J.L. (eds) Yearbook of Intensive Care and Emergency Medicine 1992. Yearbook of Intensive Care and Emergency Medicine, vol. 1992, Springer, Berlin, Heidelberg (1992). https:\/\/doi.org\/10.1007\/978-3-642-84734-9_66","DOI":"10.1007\/978-3-642-84734-9_66"},{"issue":"6","key":"10_CR10","doi-asserted-by":"publisher","first-page":"534","DOI":"10.1111\/ijpp.12430","volume":"26","author":"RS Bourne","year":"2018","unstructured":"Bourne, R.S., Shulman, R., Jennings, J.K.: Reducing medication errors in critical care patients: pharmacist key resources and relationship with medicines optimisation. Int. J. Pharm. Pract. 26(6), 534\u2013540 (2018). https:\/\/doi.org\/10.1111\/ijpp.12430","journal-title":"Int. J. Pharm. Pract."},{"issue":"5","key":"10_CR11","doi-asserted-by":"publisher","first-page":"541","DOI":"10.5005\/jp-journals-10071-24215","volume":"26","author":"D Juneja","year":"2022","unstructured":"Juneja, D., Mishra, A.: Medication prescription errors in intensive care unit: an avoidable menace. Indian J. Crit. Care Med. 26(5), 541\u2013542 (2022)","journal-title":"Indian J. Crit. Care Med."},{"issue":"1","key":"10_CR12","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1038\/s41746-020-0221-y","volume":"3","author":"RT Sutton","year":"2020","unstructured":"Sutton, R.T., Pincock, D., Baumgart, D.C., Sadowski, D.C., Fedorak, R.N., Kroeker, K.I.: An overview of clinical decision support systems: benefits, risks, and strategies for success. NPJ Digital Med. 3(1), 17 (2020). https:\/\/doi.org\/10.1038\/s41746-020-0221-y","journal-title":"NPJ Digital Med."},{"key":"10_CR13","doi-asserted-by":"publisher","DOI":"10.3389\/fcomp.2021.690576","volume":"3","author":"M Hendriks","year":"2021","unstructured":"Hendriks, M., Willemsen, M.C., Sartor, F., Hoonhout, J.: Respecting human autonomy in critical care clinical decision support. Front. Comput. Sci. 3, 690576 (2021). https:\/\/doi.org\/10.3389\/fcomp.2021.690576","journal-title":"Front. Comput. Sci."},{"key":"10_CR14","doi-asserted-by":"publisher","unstructured":"Hoens, T.R.., Chawla, N.V.: Imbalanced datasets: from sampling to classifiers. In: Imbalanced Learning: Foundations, Algorithms, and Applications, pp. 43\u201359 (2013). https:\/\/doi.org\/10.1002\/9781118646106.ch3","DOI":"10.1002\/9781118646106.ch3"}],"container-title":["Lecture Notes in Computer Science","Progress in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-73500-4_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T17:22:10Z","timestamp":1743182530000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-73500-4_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,16]]},"ISBN":["9783031734991","9783031735004"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-73500-4_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024,11,16]]},"assertion":[{"value":"16 November 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"EPIA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"EPIA Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Viana do Castelo","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":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"epia2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/epia2024.pt","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}