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Relationships Between Diurnal Changes of Tongue Coating Microbiota and Intestinal Microbiota
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In: Front Cell Infect Microbiol (2022)
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Relationships between syntactic awareness and writing ability for adult ESL learners. ...
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Li, Ping. - : University of Canterbury, 2021
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Modeling Bilingual Lexical Processing Through Code-Switching Speech: A Network Science Approach
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In: Front Psychol (2021)
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Corrigendum: Modeling Bilingual Lexical Processing Through Code-Switching Speech: A Network Science Approach
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In: Front Psychol (2021)
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Relationships between syntactic awareness and writing ability for adult ESL learners.
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Li, Ping. - : University of Canterbury, 2021
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A New Method for Syndrome Classification of Non-Small-Cell Lung Cancer Based on Data of Tongue and Pulse with Machine Learning
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Shi, Yu-lin; Liu, Jia-yi; Hu, Xiao-juan; Tu, Li-ping; Cui, Ji; Li, Jun; Bi, Zi-juan; Li, Jia-cai; Xu, Ling; Xu, Jia-tuo
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In: Biomed Res Int (2021)
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Abstract:
OBJECTIVE: To explore the data characteristics of tongue and pulse of non-small-cell lung cancer with Qi deficiency syndrome and Yin deficiency syndrome, establish syndrome classification model based on data of tongue and pulse by using machine learning methods, and evaluate the feasibility of syndrome classification based on data of tongue and pulse. METHODS: We collected tongue and pulse of non-small-cell lung cancer patients with Qi deficiency syndrome (n = 163), patients with Yin deficiency syndrome (n = 174), and healthy controls (n = 185) using intelligent tongue diagnosis analysis instrument and pulse diagnosis analysis instrument, respectively. We described the characteristics and examined the correlation of data of tongue and pulse. Four machine learning methods, namely, random forest, logistic regression, support vector machine, and neural network, were used to establish the classification models based on symptom, tongue and pulse, and symptom and tongue and pulse, respectively. RESULTS: Significant difference indices of tongue diagnosis between Qi deficiency syndrome and Yin deficiency syndrome were TB-a, TB-S, TB-Cr, TC-a, TC-S, TC-Cr, perAll, and the tongue coating texture indices including TC-CON, TC-ASM, TC-MEAN, and TC-ENT. Significant difference indices of pulse diagnosis were t(4) and t(5). The classification performance of each model based on different datasets was as follows: tongue and pulse < symptom < symptom and tongue and pulse. The neural network model had a better classification performance for symptom and tongue and pulse datasets, with an area under the ROC curves and accuracy rate which were 0.9401 and 0.8806. CONCLUSIONS: It was feasible to use tongue data and pulse data as one of the objective diagnostic basis in Qi deficiency syndrome and Yin deficiency syndrome of non-small-cell lung cancer.
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Keyword:
Research Article
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URL: https://doi.org/10.1155/2021/1337558
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8373490/
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Tongue image quality assessment based on a deep convolutional neural network
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In: BMC Med Inform Decis Mak (2021)
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Experiences of primary care physicians managing postpartum care: a qualitative research study
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In: BMC Fam Pract (2021)
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Predictors for detecting chronic respiratory diseases in community surveys: A pilot cross-sectional survey in four South and South East Asian low- and middle-income countries
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In: J Glob Health (2021)
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A Network Science Approach to Bilingual Code-switching
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In: Proceedings of the Society for Computation in Linguistics (2021)
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Chinese Family Culture Translated and Reconstructed : A case study of the English translations of Chinese fictions to Britain and America
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Li, Ping [Verfasser]. - Saarbrücken : LAP LAMBERT Academic Publishing, 2020
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DNB Subject Category Language
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Interactive Echocardiography Translation Using Few-Shot GAN Transfer Learning
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Additional file 1: of Evaluation of scrub typhus diagnosis in China: analysis of nationwide surveillance data from 2006 to 2016 ...
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Additional file 1: of Evaluation of scrub typhus diagnosis in China: analysis of nationwide surveillance data from 2006 to 2016 ...
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Mechanisms for Auditory Perception: A Neurocognitive Study of Second Language Learning of Mandarin Chinese
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| 17 |
Computational modeling
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In: Research methods in psycholinguistics and the neurobiology of language (Hoboken, NJ, 2018), p. 208-229
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MPI für Psycholinguistik
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A Nationwide Study Comparing Knowledge and Beliefs about HPV among Female Students before and after HPV Vaccination
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In: Author (2018)
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Structural Brain Changes as a Function of Second Language Vocabulary Training: Effects of Learning Context ...
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