Diabetic foot disease: a systematic literature review of patient-reported outcome measures

2021 ◽  
Author(s):  
Alberto J. Pérez-Panero ◽  
María Ruiz-Muñoz ◽  
Raúl Fernández-Torres ◽  
Cynthia Formosa ◽  
Alfred Gatt ◽  
...  
Keyword(s):  
Literature Review ◽  
Outcome Measures ◽  
Systematic Literature Review ◽  
Diabetic Foot ◽  
Patient Reported Outcome Measures ◽  
Patient Reported Outcome ◽  
Patient Reported ◽  
Diabetic Foot Disease ◽  
Foot Disease

scholarly journals Application of Machine Learning Methods on Patient Reported Outcome Measurements for Predicting Outcomes: A Literature Review

Informatics ◽  
2021 ◽  
Vol 8 (3) ◽  
pp. 56
Author(s):  
Deepika Verma ◽  
Kerstin Bach ◽  
Paul Jarle Mork
Keyword(s):  
Machine Learning ◽  
Literature Review ◽  
Clinical Outcomes ◽  
Outcome Measures ◽  
Clinical Decision Making ◽  
Patient Reported Outcome Measures ◽  
Patient Reported Outcome ◽  
Learning Methods ◽  
Machine Learning Methods ◽  
Patient Reported

The field of patient-centred healthcare has, during recent years, adopted machine learning and data science techniques to support clinical decision making and improve patient outcomes. We conduct a literature review with the aim of summarising the existing methodologies that apply machine learning methods on patient-reported outcome measures datasets for predicting clinical outcomes to support further research and development within the field. We identify 15 articles published within the last decade that employ machine learning methods at various stages of exploiting datasets consisting of patient-reported outcome measures for predicting clinical outcomes, presenting promising research and demonstrating the utility of patient-reported outcome measures data for developmental research, personalised treatment and precision medicine with the help of machine learning-based decision-support systems. Furthermore, we identify and discuss the gaps and challenges, such as inconsistency in reporting the results across different articles, use of different evaluation metrics, legal aspects of using the data, and data unavailability, among others, which can potentially be addressed in future studies.

scholarly journals Literature review to assemble the evidence for response scales used in patient-reported outcome measures

2018 ◽  
Vol 2 (1) ◽  
Author(s):  
Katharine Gries ◽  
Pamela Berry ◽  
Magdalena Harrington ◽  
Mabel Crescioni ◽  
Mira Patel ◽  
...  
Keyword(s):  
Literature Review ◽  
Outcome Measures ◽  
Patient Reported Outcome Measures ◽  
Patient Reported Outcome ◽  
Response Scales ◽  
Patient Reported
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