Abstract
Since the first ambulance has been introduced to Taiwan, the members of fire departments have been dedicating themselves to emergency service training. Though all the emergency rescue measures have been improved, the causes and problems of Out-of Hospital-cardiac Arrest (OHCA) caused are still actively being explored by the experts from emergency medicine. The main causes of Out-of-Hospital Cardiac Arrest are classified into two categories: medical causes and surgical causes, the later ones mainly caused by car accidents or falls. There are some chronic disease such as heart disease (myoeardial infaracriton), chronic kidney disease, and diabetes are highly associated with Out-of-Hospital-Cardiac Arrest medical causes (Patel et al. 2014). However, in Taiwan, heart disease, hypertension, and diabetes mellitus are recognized as the three main medical causes for Out-of-Hospital-Cardiac Arrest.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Patel, A.A., Arabi, A.R., Alzaeem, H., Al Suwaidi, J.A., Singh, R., Al Binali, H.A.: Cinical Profile, Management, and Outome in patients with out of hospital cardic arrest: insights from a 20-year regesry. Int. J. General Med. 7, 373–381 (2014)
Davies, H., Loosely, A., Dolling, S., Eve, R.: Predicting survival in patients admitted to intensive care following out-of-hospital cardiac arrest using the Prognosis after Resuscitation score. Crit. Care 18(Suppl. 1), P491 (2014)
van Genderen, M.E., Lima, A., Akkerhuis, M., Bakker, J., van Bommel, J.: Persistent peripheral and microcirculatory perfusion alterations after out-of-hospital cardiac arrest are associated with poor survival*. Crit. Care Med. 40(8), 2287–2294 (2012)
Maupain, C., Bougouin, W., Lamhaut, L., Deye, N., Diehl, J.-L., Geri, G., et al.: The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest. Eur. Heart J., ehv556 (2015)
Sutton, R.M., Case, E., Brown, S.P., Atkins, D.L., Nedkarni, V.M., et al.: A quantitive analysis of out-of-hospital pediatric and adolescent resuscitation quality - a report from the ROC epistry-cardiac arrest. Resuscitation 93, 150–157 (2015)
Lai, S.C., Li, C.J., Hsiao, M.H., Chou, C.C., Chang, C.F., Liu, T.A., et al.: Demographic and outcome analysis in adult patients with non-traumatic out-of-hospital cardiac arrest in central Taiwan. J. Emerg. Med. 11(1), 1–9 (2009)
Wu, Z.P., Yu, C.Y.: A study on resuscitative outcome of out-of-hospital cardiac arrest patients-the implementation experience of the fire bureau of Taipei County. J. Crisis. Management. 8(1), 9–18 (2011)
Cummins, R., Chamberlain, B., Hazinski, M., Nadkami, V., Kloeck, W., Kramer, E., et al.: Recommended guidelines for reviewing, reporting, and conducting research on in-hospital resuscitation: the in hospital ‘Ustein Style’. Ann. Emergency Med. 20(5), 650–679 (1997)
Danciu, S., Klein, L., Hosseini, M., Ibrahim, L., Coyle, B., Kehoe, R., et al.: A predictive model for survival after in-hospital cardiopulmonary arrest. Resucatation 62(1), 35–42 (2004)
Boller, M.: Will models of naturally occurring disease in animals reduce the bench-to-bedside gap in biomedical research? Chin. Crit. Care Med. 1, 5–7 (2013)
Aso, S.-I., Imamura, H., Sekiguchi, Y., Iwashita, T., Hirano, R., Ikeda, U., et al.: Incidence and mortality of acute myocardial infarction a population-based study including patients with out-of-hospital cardiac arrest. Int. Heart J. 52(4), 197–202 (2011)
Ambulatory Blood Pressure Monitoring, Lifestyle Modifications: The Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure (2013)
Szpliam, D., Webber, J., Quan, L., Bierens, J., Morizor-Leite, L., Lamgerdprfer, S.T., Beerman, S., Løfgren, B.: Creating a drowning chain of survival. Resuscitation 85(9), 1149–1152 (2014). https://doi.org/10.1016/j.resuscitation.2014.05.034
Abrams, H.C., Moyer, P.H., Dyer, K.: A model of survival from out-of-hospital cardiac arrest using the boston EMS arrest registry. Resuscitation 82(8), 999–1003 (2011)
Council, A.R., Chamberlain, D.A.: Recommended guidelines for uniform reporting of data from out-of-hospital cardiac arrest: the Utstein style. Ann. Emerg. Med. 20(8), 861–874 (1991)
Markusohn, E., Sebbag, A., Aronson, D., Dragu, R., Amikam, S., Boulus, M., et al.: Primary percutaneous coronary intervention after out-of-hospital cardiac arrest: patients and outcomes. Hypertension 12, 48 (2007)
Laish-Farkash, A., Matetzky, S., Kassem, S., Haj-Iahia, H., Hod, H.: Therapeutic hypothermia for comatose survivors after cardiac arrest. Israel Med. Assoc. J. IMAJ 9(4), 252–256 (2007)
Bray, J.E., Stub, D., Bernard, S., Smith, K.: Exploring gender differences and the “oestrogen effect” in an Australian out-of-hospital cardiac arrest population. Resuscitation (2012)
Søholm, H., Wachtell, K., Nielsen, S.L., Bro-Jeppesen, J., Pedersen, F., Wanscher, M., et al.: Tertiary centres have improved survival compared to other hospitals in the Copenhagen area after out-of-hospital cardiac arrest. Resuscitation (2012)
Zhou, J., Zhou, Y., Cao, S., Li, S., Wang, H., Niu, Z., et al.: Multivariate logistic regression analysis of postoperative complications and risk model establishment of gastrectomy for gastric cancer: A single-center cohort report. Scand. J. Gastroenterol. 51(1), 8–15 (2015)
Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Elsevier (2011)
Mukhopadhyay, A., Maulik, U., Bandyopadhyay, S.: A novel biclustering approach to association rule mining for predicting HIV-1–human protein interactions. PLoS ONE 7(4), e32289 (2012)
Win, S., Hussain, I., Hebl, V., Redfield, M.M.: Mortality and readmissions after heart failure hospitalization in a community based cohort: estimating risk using the acute decompensated heart failure national registry (ADHERE) classification and regression tree (CART) algorithm. Circulation 132(Suppl. 3), A12302-A (2015)
Dumas, F., Rea, T.D.: Long-term prognosis following resuscitation from out-of-hospital cardiac arrest: role of aetiology and presenting arrest rhythm. Resuscitation 83(8), 1001–1005 (2012)
Husemoen, L., Jorgensen, T., Borch-Johnsen, K., Hansen, T., Pedersen, O., Linneberg, A.: The association of alcohol and alcohol metabolizing gene variants with diabetes and coronary heart disease risk factors in a white population. PLoS ONE 5(8), e11735 (2010)
Li, C.-J., Syue, Y.-J., Lee, C.-H., Kung, C.-T., Chou, C.-C., Chang, C.-F., et al.: Predictors of sustained return of spontaneous circulation in patients with blunt traumatic out-of-hospital cardiac arrest in Taiwan. Life Sci. J. 10(1) (2013)
Ettehad, D., Emdin, C.A., Kiran, A., Anderson, S.G., Callender, T., Emberson, J., et al.: Blood pressure lowering for prevention of cardiovascular disease and death: a systematic review and meta-analysis. Lancet (2015)
Qiu, M., Shen, W., Song, X., Ju, L., Tong, W., Wang, H., et al.: Effects of prediabetes mellitus alone or plus hypertension on subsequent occurrence of cardiovascular disease and diabetes mellitus longitudinal study. Hypertension 65(3), 525–530 (2015)
Muntner, P., Whittle, J., Lynch, A.I., Colantonio, L.D., Simpson, L.M., Einhorn, P.T., et al.: Visit-to-visit variability of blood pressure and coronary heart disease, stroke, heart failure, and mortality: a Cohort Study. Ann. Intern. Med. 163(5), 329–338 (2015)
Gonçales, P.C., Júnior, D.P., de Oliveira Salgado, P., Chianca, T.C.M.: Relationship between risk stratification in emergency medical services, mortality and hospital length of stay. Investigación y Educación en Enfermería. 33(3) (2015)
Chen, H.-I.: Using data mining technologies to extract the relations of out-of-hospital cardiac arrest with symptoms: Shih Hsin University-Department of Information Management (2012)
Ministry of the Interior Department of Statistics (2013). http://statis.moi.gov.tw/micst/stmain.jsp?sys=100
Ministry of Health and Welfare (2013). http://www.mohw.gov.tw/cht/DOS/Statistic_P.aspx?f_list_no=312&fod_list_no=2425&doc_no=13717
Law and Regulations Database of The Republic of China (2013). http://law.moj.gov.tw/LawClass/LawAll.aspx?PCode=L0020045
Tsay, H.-J.: A Study on Resuscitative Outcome of Out-of-Hospital Cardiac Arrest Patients (2009)
Chien, D.-K.: Analysis of predictors of hospital outcome in Non-Traumatic Death-On-Arrival adult patients (2007)
Kung, C.-T.: Pre-arrest factors influencing survival after in-hospital cardiopulmonary resuscitation on the general wards (2011)
Cheng, M.-T.: An Evaluation of Emergency Medical Dispatch System in Taipei (2011)
Yen, Z.-S.: Association between Particulate Matter and the Incidence of Out-of-Hospital Cardiac Arrest (2012)
Lee, C.-K.: The Analysis of Ilan’s Out-of-Hospital Cardiac Arrest (OHCA) Patients (2010)
Yen, T.H.: The outcomes of CPR and related factors among non-traumatic patients with in-hospital cardial arrest in a crowded emergency department (2010)
Chien, T.-Y.: The analysis of delayed-action response interval in the fire branch of Taoyuan County - by using RCA (2011)
Huang, C.-H., Chen, W.-J.: Focused on PCI and hypothermia treatment (2009)
Li, C.-J.: Predictors of sustained return of spontaneous circulation in patients who suffer traumatic out-of-hospital cardiac arrest in Taiwan (2011)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Chang, CC., Kao, JH., Hsu, CY., Liaw, HT., Wang, TC. (2018). Data Mining Technology Combined with Out-of-Hospital Cardiac Arrest, Symptom Association and Prediction Model Probing. In: Hung, J., Yen, N., Hui, L. (eds) Frontier Computing. FC 2017. Lecture Notes in Electrical Engineering, vol 464. Springer, Singapore. https://doi.org/10.1007/978-981-10-7398-4_31
Download citation
DOI: https://doi.org/10.1007/978-981-10-7398-4_31
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-7397-7
Online ISBN: 978-981-10-7398-4
eBook Packages: EngineeringEngineering (R0)