Objective:To develop a novel diagnostic modality to identify and diagnose stroke in daily life scenarios for improving the therapeutic effects and prognoses of patients.Methods:In this study,16 stroke patients and 24 ...Objective:To develop a novel diagnostic modality to identify and diagnose stroke in daily life scenarios for improving the therapeutic effects and prognoses of patients.Methods:In this study,16 stroke patients and 24 age-matched healthy participants as controls were recruited for comparative analysis.Leveraging a portable eye-tracking device and integrating traditional Chinese medicine theory with modern color psychology principles,we recorded the eye movement signals and calculated eye movement features.Meanwhile,the stroke recognition models based on eye movement features were further trained by using random forest(RF),k-nearest neighbors(KNN),decision tree(DT),gradient boosting classifier(GBC),XGBoost,and CatBoost.Results:The stroke group and the healthy group showed significant differences in some eye movement features(P<.05).The models trained based on eye movement characteristics had good performances in recognizing stroke individuals,with accuracies ranging from 77.40%to 88.45%.Under the red stimulus,the eye movement model trained by RF became the best machine learning model with a recall of 84.65%,a precision of 86.48%,a F1 score of 85.47%.Among the six algorithms,RF and CatBoost performed better in classification.Conclusion:This study pioneers the application of traditional Chinese medicine's five-color stimuli to visual observation tasks.On the basis of the combined design,the eye-movement models can accurately identify stroke,and the developed high-performance models may be used in daily life scenarios.展开更多
BACKGROUND Penetrating arrow injuries of the head and neck are exceedingly rare in pediatric patients.This pathology has high morbidity and mortality because of the presence of vital organs,the airway,and large vessel...BACKGROUND Penetrating arrow injuries of the head and neck are exceedingly rare in pediatric patients.This pathology has high morbidity and mortality because of the presence of vital organs,the airway,and large vessels.Therefore,the treatment and removal of an arrow is a challenge that requires multidisciplinary management.CASE SUMMARY A 13-year-old boy was brought to the emergency room after an arrow injury to the frontal region.The arrowhead was lodged in the oropharynx.Imaging studies showed a lesion of the paranasal sinuses without compromising vital structures.The arrow was successfully removed by retrograde nasoendoscopy without complications,and the patient was discharged.CONCLUSION Although rare,maxillofacial arrow injuries have high morbidity and mortality and require multidisciplinary management to preserve function and aesthetics.展开更多
基金supported by the scientific research project from Beijing University of Chinese Medicine(2022-JYB-JBZR-034)。
文摘Objective:To develop a novel diagnostic modality to identify and diagnose stroke in daily life scenarios for improving the therapeutic effects and prognoses of patients.Methods:In this study,16 stroke patients and 24 age-matched healthy participants as controls were recruited for comparative analysis.Leveraging a portable eye-tracking device and integrating traditional Chinese medicine theory with modern color psychology principles,we recorded the eye movement signals and calculated eye movement features.Meanwhile,the stroke recognition models based on eye movement features were further trained by using random forest(RF),k-nearest neighbors(KNN),decision tree(DT),gradient boosting classifier(GBC),XGBoost,and CatBoost.Results:The stroke group and the healthy group showed significant differences in some eye movement features(P<.05).The models trained based on eye movement characteristics had good performances in recognizing stroke individuals,with accuracies ranging from 77.40%to 88.45%.Under the red stimulus,the eye movement model trained by RF became the best machine learning model with a recall of 84.65%,a precision of 86.48%,a F1 score of 85.47%.Among the six algorithms,RF and CatBoost performed better in classification.Conclusion:This study pioneers the application of traditional Chinese medicine's five-color stimuli to visual observation tasks.On the basis of the combined design,the eye-movement models can accurately identify stroke,and the developed high-performance models may be used in daily life scenarios.
文摘BACKGROUND Penetrating arrow injuries of the head and neck are exceedingly rare in pediatric patients.This pathology has high morbidity and mortality because of the presence of vital organs,the airway,and large vessels.Therefore,the treatment and removal of an arrow is a challenge that requires multidisciplinary management.CASE SUMMARY A 13-year-old boy was brought to the emergency room after an arrow injury to the frontal region.The arrowhead was lodged in the oropharynx.Imaging studies showed a lesion of the paranasal sinuses without compromising vital structures.The arrow was successfully removed by retrograde nasoendoscopy without complications,and the patient was discharged.CONCLUSION Although rare,maxillofacial arrow injuries have high morbidity and mortality and require multidisciplinary management to preserve function and aesthetics.
