Machine learning models for stroke detection by observing the eye-movement features under five-color visual stimuli in traditional Chinese medicine

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.

Clinical Observation on the Effect of Chinese Medicine Five-Color Therapy on the Treatment of Children with Chronic Urticaria

Objective:To analyze the clinical treatment effect of traditional Chinese medicine five-color therapy on chronic urticaria in children.Methods:The income data target of this article is 80 children with chronic urticaria.The grouping method is a randomized method with 40 children in each group.The experimental group was treated with five-color treatment of traditional Chinese medicine,and the control group was treated with western medicine.The incidence,treatment and recurrence of adverse reactions in children with chronic urticaria were compared between the two groups.Results:Showed total effective rate of children with chronic urticaria in the experimental group was compared with the control group,P<0.05,the data showed statistical significance.Conclusion:Stated use of TCM five-color therapy in the treatment of children with chronic urticaria can significantly improve safety.

釉下五彩灯具创新方法探析

探讨釉下五彩灯具如何基于传统工艺进行产品设计创新。结合传统工艺、产品设计的创新途径以及作者设计创作实践经验,从现代主题化、实验法、重新定义、多功能化、借鉴法、新技术材料的应用六种创新方法,对釉下五彩灯具创新设计进行归纳,分析釉下五彩灯具设计应用的特点,以期对釉下五彩灯具创新设计起到一定的指导意义。

传统与现代陶艺对醴陵釉下五彩在审美理想上的影响与启示

从整体性上理解当今的醴陵釉下五彩作品,无论是艺术瓷还是日用瓷造型,无论是传统样式的变体型还是全样式的创造型,它造型基本上具有形体饱满,线条简洁,转折流畅,对比强烈,材质丰富的特征。时至今日,现代陶艺与传统陶艺相比已是面目全非,相距很远。现代陶艺拓宽了艺术创造领域,也使艺术流派和造型手段丰富多彩,同时使艺术形式大大丰富起来。而现代陶艺醴陵釉下五彩作品也产生了一级的启示意义。

醴陵釉下五彩的感官效果成因分析

醴陵釉下五彩瓷的烧制成功对于中国陶瓷界是一个大事,不仅丰富了陶瓷品种,同时提高了陶瓷装饰的档次。本文从釉以及色料、装饰特点等几个方面分析这一陶瓷品种装饰的感官效果成因,希望能为本品种陶瓷的装饰理论找到合理的理论支撑。

资水中段宋以降陶瓷窑址及器物调查

梅山陶瓷是梅山文化体系中一个少有人涉及,却又有着丰富实物资源可供跟踪、挖掘与研究的一个重要领域;她承载了许多文字史料没有的,也许是更多、更广、更长的历史信息,并有可能成为一项支持梅山文化研究持续发展的拓展课题。对田野调查采集的宋以降各窑址遗留的实物进行类比研究,认为,梅山陶瓷产业从重生之日起,就与梅山地域的经济社会发展休戚与共,并随时记录下了各个历史时期梅山山民的兴衰荣辱,是一部深埋于地下的梅山社会发展史。