Understanding Prostate Cancer Care Process Using Process Mining: A Case Study

被引:0
|
作者
Valero-Ramon, Zoe [1 ]
Fernandez-Llatas, Carlos [1 ,3 ]
Collantes, Gonzalo [2 ]
Valdivieso, Bernardo [2 ]
Traver, Vicente [1 ]
机构
[1] Univ Politecn Valencia, Camino Vera S-N, Valencia, Spain
[2] Hosp La Fe, Valencia, Spain
[3] Karolinska Inst, Stockholm, Sweden
关键词
Process Mining; Prostate cancer; Patient's progress; Care process; HEALTH-CARE;
D O I
10.1007/978-3-031-54303-6_12
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Prostate cancer is the fourth most common cancer in the EU27, with around 470,000 new cases yearly, and the most common cancer among males. Patients diagnosed with prostate cancer go through established procedures, and the decisions made about the treatments are vital due to cancer's unfavorable essence evolution. In this context, prostate-specific antigen tests are helpful in stratifying surveillance and subsequent risk and are monitored for relapsed detection after diagnosis and during and after treatment. Electronic Health Records store longitudinal data and record detailed cancer therapies and PSA values during this process. Incorporating this information and the temporal perspective into the risk models could stratify patients with similar evolution. The perception of clinical processes behind treatments. Applying Process Mining techniques and an interactive paradigm with the Dynamic Risk Models framework could result in the definition of new PSA evolution groups, enabling prostate cancer experts to control disease favorably and most appropriate treatments. This work uses real-world data from prostate cancer patients collected in a public hospital and Process Mining techniques to obtain new behavioral models for PSA evolution. The results represent prostate cancer care processes for different PSA evolution groups, allowing looking for awareness and differences.
引用
收藏
页码:118 / 130
页数:13
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