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For: Spangler D, Hermansson T, Smekal D, Blomberg H. A validation of machine learning-based risk scores in the prehospital setting. PLoS One 2019;14:e0226518. [PMID: 31834920 PMCID: PMC6910679 DOI: 10.1371/journal.pone.0226518] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2019] [Accepted: 11/26/2019] [Indexed: 12/23/2022]  Open
Number Cited by Other Article(s)
1
Askar M, Tafavvoghi M, Småbrekke L, Bongo LA, Svendsen K. Using machine learning methods to predict all-cause somatic hospitalizations in adults: A systematic review. PLoS One 2024;19:e0309175. [PMID: 39178283 PMCID: PMC11343463 DOI: 10.1371/journal.pone.0309175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 08/06/2024] [Indexed: 08/25/2024]  Open
2
Petrella RJ. The AI Future of Emergency Medicine. Ann Emerg Med 2024;84:139-153. [PMID: 38795081 DOI: 10.1016/j.annemergmed.2024.01.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 05/27/2024]
3
O'Neill M, Cheskes S, Drennan I, Keown-Stoneman C, Lin S, Nolan B. Injury severity bias in missing prehospital vital signs: Prevalence and implications for trauma registries. Injury 2024:111747. [PMID: 39054233 DOI: 10.1016/j.injury.2024.111747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 06/17/2024] [Accepted: 07/16/2024] [Indexed: 07/27/2024]
4
Ferri P, Lomonaco V, Passaro LC, Félix-De Castro A, Sánchez-Cuesta P, Sáez C, García-Gómez JM. Deep continual learning for medical call incidents text classification under the presence of dataset shifts. Comput Biol Med 2024;175:108548. [PMID: 38718666 DOI: 10.1016/j.compbiomed.2024.108548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 04/11/2024] [Accepted: 04/28/2024] [Indexed: 05/15/2024]
5
Vakili Ojarood M, Yaghoubi T, Farzan R. Machine learning for prehospital care of patients with severe burns. Burns 2024;50:1041-1043. [PMID: 38461082 DOI: 10.1016/j.burns.2024.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 02/02/2024] [Accepted: 02/21/2024] [Indexed: 03/11/2024]
6
Levy MJ, Crowe RP, Abraham H, Bailey A, Blue M, Ekl R, Garfinkel E, Holloman JB, Hutchens J, Jacobsen R, Johnson C, Margolis A, Troncoso R, Williams JG, Myers JB. Dispatch Categories as Indicators of Out-of-Hospital Time Critical Interventions and Associated Emergency Department Outcomes. PREHOSP EMERG CARE 2024:1-6. [PMID: 38626286 DOI: 10.1080/10903127.2024.2342015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 04/04/2024] [Indexed: 04/18/2024]
7
Costa DB, Pinna FCDA, Joiner AP, Rice B, de Souza JVP, Gabella JL, Andrade L, Vissoci JRN, Néto JC. AI-based approach for transcribing and classifying unstructured emergency call data: A methodological proposal. PLOS DIGITAL HEALTH 2023;2:e0000406. [PMID: 38055710 PMCID: PMC10699611 DOI: 10.1371/journal.pdig.0000406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 11/07/2023] [Indexed: 12/08/2023]
8
de Koning E, van der Haas Y, Saguna S, Stoop E, Bosch J, Beeres S, Schalij M, Boogers M. AI Algorithm to Predict Acute Coronary Syndrome in Prehospital Cardiac Care: Retrospective Cohort Study. JMIR Cardio 2023;7:e51375. [PMID: 37906226 PMCID: PMC10646678 DOI: 10.2196/51375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 08/29/2023] [Accepted: 09/19/2023] [Indexed: 11/02/2023]  Open
9
Bakidou A, Caragounis EC, Andersson Hagiwara M, Jonsson A, Sjöqvist BA, Candefjord S. On Scene Injury Severity Prediction (OSISP) model for trauma developed using the Swedish Trauma Registry. BMC Med Inform Decis Mak 2023;23:206. [PMID: 37814288 PMCID: PMC10561449 DOI: 10.1186/s12911-023-02290-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 09/04/2023] [Indexed: 10/11/2023]  Open
10
Chee ML, Chee ML, Huang H, Mazzochi K, Taylor K, Wang H, Feng M, Ho AFW, Siddiqui FJ, Ong MEH, Liu N. Artificial intelligence and machine learning in prehospital emergency care: A scoping review. iScience 2023;26:107407. [PMID: 37609632 PMCID: PMC10440716 DOI: 10.1016/j.isci.2023.107407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]  Open
11
Lee S, Park HJ, Hwang J, Lee SW, Han KS, Kim WY, Jeong J, Kang H, Kim A, Lee C, Kim SJ. Machine Learning-Based Models for Prediction of Critical Illness at Community, Paramedic, and Hospital Stages. Emerg Med Int 2023;2023:1221704. [PMID: 37404873 PMCID: PMC10317605 DOI: 10.1155/2023/1221704] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 05/08/2023] [Accepted: 06/02/2023] [Indexed: 07/06/2023]  Open
12
Rees N, Holding K, Sujan M. Information governance as a socio-technical process in the development of trustworthy healthcare AI. FRONTIERS IN COMPUTER SCIENCE 2023. [DOI: 10.3389/fcomp.2023.1134818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2023]  Open
13
Johansson A, Ekwall A, Forberg JL, Ekelund U. Development of outcomes for evaluating emergency care triage: a Delphi approach. Scand J Trauma Resusc Emerg Med 2023;31:10. [PMID: 36841783 PMCID: PMC9958312 DOI: 10.1186/s13049-023-01073-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 02/13/2023] [Indexed: 02/27/2023]  Open
14
Adebayo O, Bhuiyan ZA, Ahmed Z. Exploring the effectiveness of artificial intelligence, machine learning and deep learning in trauma triage: A systematic review and meta-analysis. Digit Health 2023;9:20552076231205736. [PMID: 37822960 PMCID: PMC10563501 DOI: 10.1177/20552076231205736] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 09/18/2023] [Indexed: 10/13/2023]  Open
15
Development of a machine-learning algorithm to predict in-hospital cardiac arrest for emergency department patients using a nationwide database. Sci Rep 2022;12:21797. [PMID: 36526686 PMCID: PMC9758227 DOI: 10.1038/s41598-022-26167-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022]  Open
16
An external validation study of the Score for Emergency Risk Prediction (SERP), an interpretable machine learning-based triage score for the emergency department. Sci Rep 2022;12:17466. [PMID: 36261457 PMCID: PMC9580414 DOI: 10.1038/s41598-022-22233-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 10/11/2022] [Indexed: 01/12/2023]  Open
17
Paulin J, Reunamo A, Kurola J, Moen H, Salanterä S, Riihimäki H, Vesanen T, Koivisto M, Iirola T. Using machine learning to predict subsequent events after EMS non-conveyance decisions. BMC Med Inform Decis Mak 2022;22:166. [PMID: 35739501 PMCID: PMC9229877 DOI: 10.1186/s12911-022-01901-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 06/11/2022] [Indexed: 12/03/2022]  Open
18
Sujan M, Thimbleby H, Habli I, Cleve A, Maaløe L, Rees N. Assuring safe artificial intelligence in critical ambulance service response: study protocol. Br Paramed J 2022;7:36-42. [DOI: 10.29045/14784726.2022.06.7.1.36] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]  Open
19
Magnusson C, Hagiwara MA, Norberg-Boysen G, Kauppi W, Herlitz J, Axelsson C, Packendorff N, Larsson G, Wibring K. Suboptimal prehospital decision- making for referral to alternative levels of care - frequency, measurement, acceptance rate and room for improvement. BMC Emerg Med 2022;22:89. [PMID: 35606694 PMCID: PMC9125920 DOI: 10.1186/s12873-022-00643-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 05/05/2022] [Indexed: 11/15/2022]  Open
20
Scholz ML, Collatz-Christensen H, Blomberg SNF, Boebel S, Verhoeven J, Krafft T. Artificial intelligence in Emergency Medical Services dispatching: assessing the potential impact of an automatic speech recognition software on stroke detection taking the Capital Region of Denmark as case in point. Scand J Trauma Resusc Emerg Med 2022;30:36. [PMID: 35549978 PMCID: PMC9097123 DOI: 10.1186/s13049-022-01020-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 04/24/2022] [Indexed: 11/10/2022]  Open
21
Desai MD, Tootooni MS, Bobay KL. Can Prehospital Data Improve Early Identification of Sepsis in Emergency Department? An Integrative Review of Machine Learning Approaches. Appl Clin Inform 2022;13:189-202. [PMID: 35108741 PMCID: PMC8810268 DOI: 10.1055/s-0042-1742369] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]  Open
22
Alagaratnam J, De Francesco D, Zetterberg H, Heslegrave A, Toombs J, Kootstra NA, Underwood J, Gisslen M, Reiss P, Fidler S, Sabin CA, Winston A. Correlation between cerebrospinal fluid and plasma neurofilament light protein in treated HIV infection: results from the COBRA study. J Neurovirol 2022;28:54-63. [PMID: 34874540 PMCID: PMC9076742 DOI: 10.1007/s13365-021-01026-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 03/24/2021] [Accepted: 10/27/2021] [Indexed: 11/27/2022]
23
van Rooij D, Zhang-James Y, Buitelaar J, Faraone SV, Reif A, Grimm O. Structural brain morphometry as classifier and predictor of ADHD and reward-related comorbidities. Front Psychiatry 2022;13:869627. [PMID: 36172513 PMCID: PMC9512052 DOI: 10.3389/fpsyt.2022.869627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 08/01/2022] [Indexed: 11/30/2022]  Open
24
Ikezawa K, Hirose M, Maruyama T, Yuji K, Yabe Y, Kanamori T, Kaide N, Tsuchiya Y, Hara S, Suzuki H. Effect of early nutritional initiation on post-cerebral infarction discharge destination: A propensity-matched analysis using machine learning. Nutr Diet 2021;79:247-254. [PMID: 34927343 DOI: 10.1111/1747-0080.12718] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 11/11/2021] [Accepted: 11/15/2021] [Indexed: 11/26/2022]
25
Yun H, Choi J, Park JH. XGBoost Algorithm Prediction of Critical Care Outcome for Adult Patients Presenting to Emergency Department Using Initial Triage Information. JMIR Med Inform 2021;9:e30770. [PMID: 34346889 PMCID: PMC8491120 DOI: 10.2196/30770] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 06/27/2021] [Accepted: 07/27/2021] [Indexed: 12/23/2022]  Open
26
Kaminsky E, Lindberg Y, Spangler D, Winblad U, K Holmström I. Registered nurses' understandings of emergency medical dispatch center work: A qualitative phenomenographic interview study. Nurs Health Sci 2021;23:430-438. [PMID: 33665977 DOI: 10.1111/nhs.12824] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 02/23/2021] [Indexed: 11/26/2022]
27
Tamminen J, Kallonen A, Hoppu S, Kalliomäki J. Machine learning model predicts short-term mortality among prehospital patients: A prospective development study from Finland. Resusc Plus 2021;5:100089. [PMID: 34223354 PMCID: PMC8244527 DOI: 10.1016/j.resplu.2021.100089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Revised: 01/18/2021] [Accepted: 01/20/2021] [Indexed: 10/31/2022]  Open
28
Spangler D, Blomberg H, Smekal D. Prehospital identification of Covid-19: an observational study. Scand J Trauma Resusc Emerg Med 2021;29:3. [PMID: 33407750 PMCID: PMC7786859 DOI: 10.1186/s13049-020-00826-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 12/13/2020] [Indexed: 02/06/2023]  Open
29
Pirneskoski J, Tamminen J, Kallonen A, Nurmi J, Kuisma M, Olkkola KT, Hoppu S. Random forest machine learning method outperforms prehospital National Early Warning Score for predicting one-day mortality: A retrospective study. Resusc Plus 2020;4:100046. [PMID: 34223321 PMCID: PMC8244434 DOI: 10.1016/j.resplu.2020.100046] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 09/25/2020] [Accepted: 10/27/2020] [Indexed: 12/23/2022]  Open
30
Kirubarajan A, Taher A, Khan S, Masood S. Artificial intelligence in emergency medicine: A scoping review. J Am Coll Emerg Physicians Open 2020;1:1691-1702. [PMID: 33392578 PMCID: PMC7771825 DOI: 10.1002/emp2.12277] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2020] [Revised: 09/04/2020] [Accepted: 09/22/2020] [Indexed: 01/08/2023]  Open
31
Shirakawa T, Sonoo T, Ogura K, Fujimori R, Hara K, Goto T, Hashimoto H, Takahashi Y, Naraba H, Nakamura K. Institution-Specific Machine Learning Models for Prehospital Assessment to Predict Hospital Admission: Prediction Model Development Study. JMIR Med Inform 2020;8:e20324. [PMID: 33107830 PMCID: PMC7655472 DOI: 10.2196/20324] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 08/24/2020] [Accepted: 09/16/2020] [Indexed: 12/23/2022]  Open
32
Xie F, Chakraborty B, Ong MEH, Goldstein BA, Liu N. AutoScore: A Machine Learning-Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records. JMIR Med Inform 2020;8:e21798. [PMID: 33084589 PMCID: PMC7641783 DOI: 10.2196/21798] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 07/25/2020] [Accepted: 07/27/2020] [Indexed: 01/01/2023]  Open
33
Holmström IK, Kaminsky E, Lindberg Y, Spangler D, Winblad U. Registered Nurses' experiences of using a clinical decision support system for triage of emergency calls: A qualitative interview study. J Adv Nurs 2020;76:3104-3112. [DOI: 10.1111/jan.14542] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 07/23/2020] [Accepted: 07/29/2020] [Indexed: 11/28/2022]
34
Tollinton L, Metcalf AM, Velupillai S. Enhancing predictions of patient conveyance using emergency call handler free text notes for unconscious and fainting incidents reported to the London Ambulance Service. Int J Med Inform 2020;141:104179. [PMID: 32663739 DOI: 10.1016/j.ijmedinf.2020.104179] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 04/28/2020] [Accepted: 05/13/2020] [Indexed: 11/29/2022]
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