With the introduction of electronic medical records, a large amount of patients’ medical data has been available. An actual problem in this domain is to perform reverse engineering of the medical treatment process to highlight medical pathways typically adopted for specific health conditions. This chapter addresses the ability of sequential data mining techniques to reconstruct the actual medical pathways followed by patients. Detected medical pathways are in the form of sets of exams frequently done together, sequences of exam sets frequently followed by patients and frequent correlations between exam sets. The analysis shows that the majority of the extracted pathways are consistent with the medical guidelines, but also reveals some unexp...
There is growing interest in the use of routinely collected electronic health records to enhance ser...
Modelling patient disease trajectories from evidence in electronic health records could help clinici...
Healthcare data modeling and analytics as an area of study has gathered momentum especially after th...
Analysing sequential medical data to detect hidden patterns has recently received great attention in...
Clinical pathways indicate the applicable treatment order of interventions. In this paper we propose...
Clinical pathways indicate the applicable treatment order of interventions. In this paper we propose...
The medical history of a patient is an essential piece of information in healthcare agencies, which ...
Objective Clinical pathway analysis, as a pivotal issue in ensuring specialized, standardized, norma...
Objective: A clinical pathway is one of the tools used to support clinical decision making that prov...
AbstractObjectiveClinical pathway analysis, as a pivotal issue in ensuring specialized, standardized...
A clinical pathway (CP) is a tool for effectively managing a care process. There are several researc...
This paper proposes the Clinical Pathway Analysis Method (CPAM) approach that enables the extraction...
This paper proposes the Clinical Pathway Analysis Method (CPAM) approach that enables the extraction...
Knowledge of how diseases progress and transform is crucial for clinical decision making. Frequent p...
AbstractObjectiveClinical pathways translate best available evidence into practice, indicating the m...
There is growing interest in the use of routinely collected electronic health records to enhance ser...
Modelling patient disease trajectories from evidence in electronic health records could help clinici...
Healthcare data modeling and analytics as an area of study has gathered momentum especially after th...
Analysing sequential medical data to detect hidden patterns has recently received great attention in...
Clinical pathways indicate the applicable treatment order of interventions. In this paper we propose...
Clinical pathways indicate the applicable treatment order of interventions. In this paper we propose...
The medical history of a patient is an essential piece of information in healthcare agencies, which ...
Objective Clinical pathway analysis, as a pivotal issue in ensuring specialized, standardized, norma...
Objective: A clinical pathway is one of the tools used to support clinical decision making that prov...
AbstractObjectiveClinical pathway analysis, as a pivotal issue in ensuring specialized, standardized...
A clinical pathway (CP) is a tool for effectively managing a care process. There are several researc...
This paper proposes the Clinical Pathway Analysis Method (CPAM) approach that enables the extraction...
This paper proposes the Clinical Pathway Analysis Method (CPAM) approach that enables the extraction...
Knowledge of how diseases progress and transform is crucial for clinical decision making. Frequent p...
AbstractObjectiveClinical pathways translate best available evidence into practice, indicating the m...
There is growing interest in the use of routinely collected electronic health records to enhance ser...
Modelling patient disease trajectories from evidence in electronic health records could help clinici...
Healthcare data modeling and analytics as an area of study has gathered momentum especially after th...