The process models are a unique piece of information for health services research which are created using event logs and can help in visualization of start to end journey of a patient. Care pathways (CPWs) are multidisciplinary care plans that detail essential care steps for patients with specific clinical problems. This model describes how to apply an existing process mining methodology to construct the empirical CPW process models. The approach is built using episode linking algorithm. To this purpose, this work relies on the design and implementation of a solution that a) synthesizes the expert knowledge on how health care is delivered within and across providers as an activity log, and b) constructs the CPW process model from that activity log using process mining techniques.The viability of the solution is demonstrated by constructing the CPW process model of Code Stroke (Acute Stroke CPW) in the Aragon region (Spain).
Input variables : Event id, Patient id, Admission time, Surgery time, Discharge time, Hospital code, Admission type, Discharge code, Discharge service code, Diagnosis code
Output Variables : Process maps
Statistical | : | Somers D | Accuracy | Precision and Recall | Confusion Matrix | F1 Score | Roc and Auc | Prevalence | Detection Rate | Balanced Accuracy | Cohen's Kappa | Concordance | Gini Coefficent | KS Statistic | Youden's J Index |
Business | : | Population at High Risk of Disease | Risk by Geography | Risk by Demographics | Risk by Clinical Parameters | Bed Occupancy Rate | Medical Equipment Utilization | Optimized Hospital Resource Utilization | Optimized Hospital Resource Utilization | Decreased Cost of Care | Decreased Patient Visits |
Infrastructure | : | Log Bytes | Logging/User/IAMPolicy | Logging/User/VPN | CPU Utilization | Memory Usage | Error Count | Prediction Count | Prediction Latencies | Private Endpoint Prediction Latencies | Private Endpoint Response Count |
Visit Model : github.com
Additional links : ieeexplore.ieee.org
Model Category | : | Public |
Date Published | : | February, 2020 |
Healthcare Domain | : | Provider |
Code | : | github.com |