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Published in: The Journal of Supercomputing 3/2020

16-04-2018

The study for dispatch decision of medical emergency resources with real-time spatial analysis

Authors: Jui-Hung Kao, Po-Huan Hsiao, Yen-Jen Oyang, Wei-Zen Sun, Chih-Hong Sun, Horng-Twu Liaw, Shin-Wen Chang

Published in: The Journal of Supercomputing | Issue 3/2020

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Abstract

According to previous research, the most important factor for patient’s survival is based on the emergency treatment in the ambulance and the effective allocation of emergency resource when emergency patients experience out-of-hospital cardiac arrest (OHCA) before arriving the hospital. This study intended to combine the regional information of emergency medical resources and the data base of geographic information for ambulance to assess the best method of medical treatment for OHCA patients, such as the closest medical center, the level of first-aid capabilities, the proper medical department, the information for hospital beds and the special need for medical section, so that EMD can make decision based on these suggestions. For providing the strategy of emergency ambulance, this research proposed the impact of the optimized population, the level of regional development, the allocation of emergency medical resource, the best timing of executing the chain of survival and the advanced cardiac life support, on the survival rate of OHCA patients through big data analysis. Or through increasing the spatial allocation and flexibility of EMT-P, it can reflect the importance of spatial factors in the challenge for the allocation of emergency medical resources. The results of this study can provide the recommendations for the policy of medical resource allocation.

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Literature
1.
go back to reference Syue Y-J, Yen Y-L, Cheng S-Y, Hung C-W, Wu K-H, Lin Y-R (2015) Characteristics and risk factors of out-of-hospital cardiac arrest within 72 hours after discharge. Am J Med Sci 350(4):272–278CrossRef Syue Y-J, Yen Y-L, Cheng S-Y, Hung C-W, Wu K-H, Lin Y-R (2015) Characteristics and risk factors of out-of-hospital cardiac arrest within 72 hours after discharge. Am J Med Sci 350(4):272–278CrossRef
2.
go back to reference Markusohn E et al (2007) Primary percutaneous coronary intervention after out-of-hospital cardiac arrest: patients and outcomes. Hypertension 12:48 Markusohn E et al (2007) Primary percutaneous coronary intervention after out-of-hospital cardiac arrest: patients and outcomes. Hypertension 12:48
3.
go back to reference Hoeijen DAV, Blom MT, Bardai A, Souverein PC, Boer AD, Tan HL (2014) Reduced prehospital survival rate after out-of-hospital cardiac arrest in patients with diabetes mellitus type 2: a prospective community-based study. Circulation 130:A246–A246 Hoeijen DAV, Blom MT, Bardai A, Souverein PC, Boer AD, Tan HL (2014) Reduced prehospital survival rate after out-of-hospital cardiac arrest in patients with diabetes mellitus type 2: a prospective community-based study. Circulation 130:A246–A246
4.
go back to reference Davies H, Loosely A, Dolling S, Eve R (2014) 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):491CrossRef Davies H, Loosely A, Dolling S, Eve R (2014) 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):491CrossRef
5.
go back to reference Maupain C et al (2015) The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest. Eur Heart J 37:3222CrossRef Maupain C et al (2015) The CAHP (Cardiac Arrest Hospital Prognosis) score: a tool for risk stratification after out-of-hospital cardiac arrest. Eur Heart J 37:3222CrossRef
6.
go back to reference van Genderen ME, Lima A, Akkerhuis M, Bakker J, van Bommel J (2012) Persistent peripheral and microcirculatory perfusion alterations after out-of-hospital cardiac arrest are associated with poor survival. Crit Care Med 40(8):2287–2294CrossRef van Genderen ME, Lima A, Akkerhuis M, Bakker J, van Bommel J (2012) Persistent peripheral and microcirculatory perfusion alterations after out-of-hospital cardiac arrest are associated with poor survival. Crit Care Med 40(8):2287–2294CrossRef
7.
go back to reference Sasson C, Rogers MA, Dahl J, Kellermann AL (2010) Predictors of survival from out-of-hospital cardiac arrest a systematic review and meta-analysis. Circ Cardiovasc Qual Outcomes 3(1):63–81CrossRef Sasson C, Rogers MA, Dahl J, Kellermann AL (2010) Predictors of survival from out-of-hospital cardiac arrest a systematic review and meta-analysis. Circ Cardiovasc Qual Outcomes 3(1):63–81CrossRef
9.
go back to reference Valenzuela TD, Roe DJ, Cretin S, Spaite DW, Larsen MP (1997) Estimating effectiveness of cardiac arrest interventions a logistic regression survival model. Circulation 96(10):3308–3313CrossRef Valenzuela TD, Roe DJ, Cretin S, Spaite DW, Larsen MP (1997) Estimating effectiveness of cardiac arrest interventions a logistic regression survival model. Circulation 96(10):3308–3313CrossRef
10.
go back to reference Sasson C et al (2010) Small area variations in out-of-hospital cardiac arrest: does the neighborhood matter? Annals Intern Med 153(1):19–22CrossRef Sasson C et al (2010) Small area variations in out-of-hospital cardiac arrest: does the neighborhood matter? Annals Intern Med 153(1):19–22CrossRef
11.
go back to reference Root ED, Gonzales L, Persse DE, Hinchey PR, McNally B, Sasson C (2013) A tale of two cities: the role of neighborhood socioeconomic status in spatial clustering of bystander CPR in Austin and Houston. Resuscitation 84(6):752–759CrossRef Root ED, Gonzales L, Persse DE, Hinchey PR, McNally B, Sasson C (2013) A tale of two cities: the role of neighborhood socioeconomic status in spatial clustering of bystander CPR in Austin and Houston. Resuscitation 84(6):752–759CrossRef
12.
go back to reference Sasson C et al (2013) Increasing cardiopulmonary resuscitation provision in communities with low bystander cardiopulmonary resuscitation rates a science advisory from the American Heart Association for Healthcare Providers, Policymakers, Public Health Departments, and Community Leaders. Circulation 127(12):1342–1350CrossRef Sasson C et al (2013) Increasing cardiopulmonary resuscitation provision in communities with low bystander cardiopulmonary resuscitation rates a science advisory from the American Heart Association for Healthcare Providers, Policymakers, Public Health Departments, and Community Leaders. Circulation 127(12):1342–1350CrossRef
14.
go back to reference Waller LA, Gotway CA (2004) Applied spatial statistics for public health data. Wiley, LondonCrossRef Waller LA, Gotway CA (2004) Applied spatial statistics for public health data. Wiley, LondonCrossRef
15.
go back to reference Anselin L (1995) Local indicators of spatial association—LISA. Geogr Anal 27(2):93–115CrossRef Anselin L (1995) Local indicators of spatial association—LISA. Geogr Anal 27(2):93–115CrossRef
16.
go back to reference Nassel AF et al (2014) Multiple cluster analysis for the identification of high-risk census tracts for out-of-hospital cardiac arrest (OHCA) in Denver, Colorado. Resuscitation 85(12):1667–1673CrossRef Nassel AF et al (2014) Multiple cluster analysis for the identification of high-risk census tracts for out-of-hospital cardiac arrest (OHCA) in Denver, Colorado. Resuscitation 85(12):1667–1673CrossRef
17.
go back to reference Silverman BW (1986) Density estimation for statistics and data analysis. CRC Press, Boca RatonCrossRef Silverman BW (1986) Density estimation for statistics and data analysis. CRC Press, Boca RatonCrossRef
18.
go back to reference Oyang Y-J, Hwang S-C, Ou Y-Y, Chen C-Y, Chen Z-W (2005) Data classification with radial basis function networks based on a novel kernel density estimation algorithm. IEEE Trans Neural Netw 16(1):225–236CrossRef Oyang Y-J, Hwang S-C, Ou Y-Y, Chen C-Y, Chen Z-W (2005) Data classification with radial basis function networks based on a novel kernel density estimation algorithm. IEEE Trans Neural Netw 16(1):225–236CrossRef
19.
go back to reference Oyang Y-J, Ou Y-Y, Hwang S-C, Chen C-Y, Chang DTH (2005) Data classification with a relaxed model of variable kernel density estimation. In: Proceedings of the 2005 IEEE International Joint Conference on Neural Networks, IJCNN’05, vol 5, pp 2831–2836. IEEE Oyang Y-J, Ou Y-Y, Hwang S-C, Chen C-Y, Chang DTH (2005) Data classification with a relaxed model of variable kernel density estimation. In: Proceedings of the 2005 IEEE International Joint Conference on Neural Networks, IJCNN’05, vol 5, pp 2831–2836. IEEE
20.
go back to reference Kanuganti S, Sarkar A, Singh AP (2016) Quantifying accessibility to health care using two-step floating catchment area method (2SFCA): a case study in Rajasthan. Transp Res Proc 17:391–399CrossRef Kanuganti S, Sarkar A, Singh AP (2016) Quantifying accessibility to health care using two-step floating catchment area method (2SFCA): a case study in Rajasthan. Transp Res Proc 17:391–399CrossRef
21.
go back to reference Fujita M, Sato Y, Nagashima K, Takahashi S, Hata A (2017) Impact of geographic accessibility on utilization of the annual health check-ups by income level in Japan: a multilevel analysis. PLoS ONE 12(5):e0177091CrossRef Fujita M, Sato Y, Nagashima K, Takahashi S, Hata A (2017) Impact of geographic accessibility on utilization of the annual health check-ups by income level in Japan: a multilevel analysis. PLoS ONE 12(5):e0177091CrossRef
22.
go back to reference Luo W, Wang F (2003) Measures of spatial accessibility to health care in a GIS environment: synthesis and a case study in the Chicago region. Environ Plan B Plan Des 30(6):865–884CrossRef Luo W, Wang F (2003) Measures of spatial accessibility to health care in a GIS environment: synthesis and a case study in the Chicago region. Environ Plan B Plan Des 30(6):865–884CrossRef
23.
go back to reference Lee HJ, Ju YJ, Park E-C (2016) Positive correlation between regional emergency medical resources and mortality in severely injured patients: results from the Korean National Hospital Discharge In-depth Survey. Can J Emerg Med 19:450 Lee HJ, Ju YJ, Park E-C (2016) Positive correlation between regional emergency medical resources and mortality in severely injured patients: results from the Korean National Hospital Discharge In-depth Survey. Can J Emerg Med 19:450
24.
go back to reference Schechtman D, He JC, Zosa BM, Allen D, Claridge JA (2017) Trauma system regionalization improves mortality in patients requiring trauma laparotomy. J Trauma Acute Care Surg 82(1):58–64CrossRef Schechtman D, He JC, Zosa BM, Allen D, Claridge JA (2017) Trauma system regionalization improves mortality in patients requiring trauma laparotomy. J Trauma Acute Care Surg 82(1):58–64CrossRef
25.
go back to reference Tansley G et al (2017) Development of a model to quantify the accessibility of a Canadian trauma system. Can J Emerg Med 19:285 Tansley G et al (2017) Development of a model to quantify the accessibility of a Canadian trauma system. Can J Emerg Med 19:285
26.
go back to reference Hazinski MF, Field JM (2010) 2010 American Heart Association guidelines for cardiopulmonary resuscitation and emergency cardiovascular care science. Circulation 122(Suppl):S639–S946 Hazinski MF, Field JM (2010) 2010 American Heart Association guidelines for cardiopulmonary resuscitation and emergency cardiovascular care science. Circulation 122(Suppl):S639–S946
28.
go back to reference Swalehe M, Aktas SG (2016) Dynamic ambulance deployment to reduce ambulance response times using geographic information systems: a case study of Odunpazari District of Eskisehir Province, Turkey. Proc Environ Sci 36:199–206CrossRef Swalehe M, Aktas SG (2016) Dynamic ambulance deployment to reduce ambulance response times using geographic information systems: a case study of Odunpazari District of Eskisehir Province, Turkey. Proc Environ Sci 36:199–206CrossRef
29.
go back to reference Alnemer K et al (2016) Ambulance response time to cardiac emergencies in Riyadh. Imam J Appl Sci 1(1):33 Alnemer K et al (2016) Ambulance response time to cardiac emergencies in Riyadh. Imam J Appl Sci 1(1):33
30.
go back to reference Fransen K, Neutens T, De Maeyer P, Deruyter G (2015) A commuter-based two-step floating catchment area method for measuring spatial accessibility of daycare centers. Health Place 32:65–73CrossRef Fransen K, Neutens T, De Maeyer P, Deruyter G (2015) A commuter-based two-step floating catchment area method for measuring spatial accessibility of daycare centers. Health Place 32:65–73CrossRef
31.
go back to reference Xu L, Kwan M-P, McLafferty S, Wang S (2017) Predicting demand for 311 non-emergency municipal services: an adaptive space-time kernel approach. Appl Geogr 89:133–141CrossRef Xu L, Kwan M-P, McLafferty S, Wang S (2017) Predicting demand for 311 non-emergency municipal services: an adaptive space-time kernel approach. Appl Geogr 89:133–141CrossRef
32.
go back to reference Sanson G et al (2016) Emergency medical service treated out-of-hospital cardiac arrest: identification of weak links in the chain-of-survival through an epidemiological study. Eur J Cardiovasc Nurs 15(5):328–336CrossRef Sanson G et al (2016) Emergency medical service treated out-of-hospital cardiac arrest: identification of weak links in the chain-of-survival through an epidemiological study. Eur J Cardiovasc Nurs 15(5):328–336CrossRef
33.
go back to reference Park JH, Ro YS, Do Shin S, Song KJ, Hong KJ, Kong SY (2018) Dispatcher-assisted bystander cardiopulmonary resuscitation in rural and urban areas and survival outcomes after out-of-hospital cardiac arrest. Resuscitation 125:1–7CrossRef Park JH, Ro YS, Do Shin S, Song KJ, Hong KJ, Kong SY (2018) Dispatcher-assisted bystander cardiopulmonary resuscitation in rural and urban areas and survival outcomes after out-of-hospital cardiac arrest. Resuscitation 125:1–7CrossRef
34.
35.
go back to reference Uber A, Sadler RC, Chassee T, Reynolds JC (2017) Bystander cardiopulmonary resuscitation is clustered and associated with neighborhood socioeconomic characteristics: a geospatial analysis of Kent County, Michigan. Acad Emerg Med 24(8):930–939CrossRef Uber A, Sadler RC, Chassee T, Reynolds JC (2017) Bystander cardiopulmonary resuscitation is clustered and associated with neighborhood socioeconomic characteristics: a geospatial analysis of Kent County, Michigan. Acad Emerg Med 24(8):930–939CrossRef
36.
go back to reference Henriksen FL, Schorling P, Hansen B, Schakow H, Larsen ML (2016) First AED emergency dispatch, global positioning of community first responders with distinct roles-a solution to reduce the response times and ensuring an AED to early defibrillation in the rural area Langeland. Int J Netw Virtual Organ 16(1):86–102CrossRef Henriksen FL, Schorling P, Hansen B, Schakow H, Larsen ML (2016) First AED emergency dispatch, global positioning of community first responders with distinct roles-a solution to reduce the response times and ensuring an AED to early defibrillation in the rural area Langeland. Int J Netw Virtual Organ 16(1):86–102CrossRef
Metadata
Title
The study for dispatch decision of medical emergency resources with real-time spatial analysis
Authors
Jui-Hung Kao
Po-Huan Hsiao
Yen-Jen Oyang
Wei-Zen Sun
Chih-Hong Sun
Horng-Twu Liaw
Shin-Wen Chang
Publication date
16-04-2018
Publisher
Springer US
Published in
The Journal of Supercomputing / Issue 3/2020
Print ISSN: 0920-8542
Electronic ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-018-2358-x

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