Modelling pathogen spread in a healthcare network: indirect patient movements

01/15/2020
by   M. J. Piotrowska, et al.
0

A hybrid network–deterministic model for simulation of multiresistant pathogen spread in a healthcare system is presented. The model accounts for two paths of pathogen transmission between the healthcare facilities: inter-hospital patient transfers (direct transfers) and readmission of colonized patients (indirect transfers). In the latter case, the patients may be readmitted to the same facility or to a different one. Intra-hospital pathogen transmission is governed by a SIS model expressed by a system of ordinary differential equations. Using a network model created for a Lower Saxony region (Germany), we showed that the proposed model reproduces the basic properties of healthcare-associated pathogen spread. Moreover, it shows the important contribution of the readmission of colonized patients on the prevalence of individual hospitals as well as of overall healthcare system: it can increase the overall prevalence by the factor of 4 as compared to inter-hospital transfers only. The final prevalence in individual healthcare facilities was shown to depend on average length of stay by a non-linear concave function. Finally, we demonstrated that the network parameters of the model may be derived from administrative admission/discharge records. In particular, they are sufficient to obtain inter-hospital transfer probabilities, and to express the patients' transfer as a Markov process.

READ FULL TEXT

page 9

page 15

page 18

research
03/12/2019

Analysis of the AOK Lower Saxony hospitalisation records data (years 2008 -- 2015)

Multidrug-resistant Enterobacteriaceae (MDR-E) have become a major publi...
research
09/18/2019

Analysis of the hospital records from AOK Plus

We present analysis of anonymised admission/discharge data from insuranc...
research
11/24/2020

Pain Intensity Assessment in Sickle Cell Disease patients using Vital Signs during Hospital Visits

Pain in sickle cell disease (SCD) is often associated with increased mor...
research
11/11/2019

Does hospital cooperation increase the quality of healthcare?

Motivated by reasons such as altruism, managers from different hospitals...
research
06/15/2022

Analysis of the hospital claims data from Germany (years 2013-2018) and derivation of transfer matrices

Antibiotic resistant bacteria are a serious threat to public health syst...
research
01/05/2022

Modelling Hospital Strategies in City-Scale Ambulance Dispatching

The optimisation in the ambulance dispatching process is significant for...

Please sign up or login with your details

Forgot password? Click here to reset