Fig. 1 | Scientific Reports

Fig. 1

From: Identification of perception gaps between physicians and patients with neurological diseases and the prediction of these gaps using machine learning

Fig. 1

Highest impact features for the specified target measured by SHAP values for the k-nearest neighbors model. (a) PSQ-18, (b) SDM-Q-9/SDM-Q-Doc, (c) Barthel index, (d) original questionnaire (e) SF-36 subdomains.PSQ-18, Patient Satisfaction Questionnaire-18; SDM-Q-9; 9-item Shared Decision Making Questionnaire from the patient perspective; SDM-Q-Doc, Shared Decision Making Questionnaire from the physician perspective; SF-36, 36-item Short Form; SHAP, SHapley Additive exPlanations; Ya, sum of the absolute difference between patient and physician responses.

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