Faults Identification and Corrective Actions in Rotating Machinery at Rated Speed by Nicolò Bachschmid, Paolo Pennacchi

“…It results that single speed fault identification can be successful, but does not allow to discriminate between different malfunctions that generate similar symptoms. …”
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Distinguishing Smilax glabra and Smilax china rhizomes by flow-injection mass spectrometry combined with principal component analysis by Liang Jian, Zhou Meng, Li Lin-Yu, Shu Ji-Cheng, Liang Yong-Hong, Li Feng-Qin, Xiong Li, Huang Hui-Lian

“…The MS fingerprints were analyzed using principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) with the aid of SIMCA software. …”
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Autistes : entre situations de vulnérabilité et pouvoir d’agir ? by Julie Dumonteil

“…Autistic people are discriminated against in their access to education, schooling and vocational training. …”
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Exploring Effects of Mental Stress with Data Augmentation and Classification Using fNIRS by M. N. Afzal Khan, Nada Zahour, Usman Tariq, Ghinwa Masri, Ismat F. Almadani, Hasan Al-Nashah

“…Accurately identifying and discriminating between different brain states is a major emphasis of functional brain imaging research. …”
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Clinical validation of explainable AI for fetal growth scans through multi-level, cross-institutional prospective end-user evaluation by Zahra Bashir, Manxi Lin, Aasa Feragen, Kamil Mikolaj, Caroline Taksøe-Vester, Anders Nymark Christensen, Morten B. S. Svendsen, Mette Hvilshøj Fabricius, Lisbeth Andreasen, Mads Nielsen, Martin Grønnebæk Tolsgaard

“…The model was evaluated prospectively by assessing the following: the model’s ability to assess standard plane quality, the correctness of explanations, the clinical usefulness of explanations, and the model’s ability to discriminate between different levels of expertise among clinicians. …”
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Evaluation of the association between lymph node ratio and long-term survival in patients after surgery for lymph node-positive bladder cancer: a SEER population-based study with e... by Tao Chen, Xinchang Zou, Yihe Li, Lifen Peng, Zhen Song, Haichao Chao, Bin Fu, Tao Zeng

“…Furthermore, the nomogram, which incorporated LNR, showed satisfactory discriminative ability, and the calibration curves confirmed favorable consistency. …”
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Highly dynamic and sex-specific expression of microRNAs during early ES cell differentiation. by Constance Ciaudo, Nicolas Servant, Valérie Cognat, Alexis Sarazin, Emmanuelle Kieffer, Stéphane Viville, Vincent Colot, Emmanuel Barillot, Edith Heard, Olivier Voinnet

“…A discrete subset of microRNAs (miRNAs) largely dominated the small RNA repertoire, and the dynamics of their accumulation could be readily used to discriminate pluripotency from early differentiation events. …”
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Comparing three summary indices to assess diet quality of Canadian children: a call for consensus by Seyedehatefeh Panahimoghadam, Paul J. Veugelers, Julia Dabravolskaj, Trudy Tran, Katerina Maximova, Katerina Maximova

“…Energy consumption was associated positively with DQI-I and negatively HEFI-2019 scores.ConclusionThe three indices demonstrated fair to moderate agreement and varying ability to discriminate diet quality between different population subgroups of Canadian children. …”
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The Carcinoma–Stromal Ratio of Colon Carcinoma Is an Independent Factor for Survival Compared to Lymph Node Status and Tumor Stage by Wilma E. Mesker, Jan M. C. Junggeburt, Karoly Szuhai, Pieter de Heer, Hans Morreau, Hans J. Tanke, Rob A. E. M. Tollenaar

“…Background: Tumor staging insufficiently discriminates between colon cancer patients with poor and better prognosis. …”
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Construction and validation of risk prediction models for renal replacement therapy in patients with acute pancreatitis by Fei Zuo, Lei Zhong, Jie Min, Jinyu Zhang, Longping Yao

“…In the validation set, it maintained its discriminative performance, achieving an AUROC of 0.985 (95% CI 0.970–1.000). …”
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Pengujian Rule-Based pada Dataset Log Server Menggunakan Support Vector Machine Berbasis Linear Discriminat Analysis untuk Deteksi Malicious Activity by Kurnia Adi Cahyanto, Muhammad Anis Al Hilmi, Muhamad Mustamiin

“…The log dataset that has been obtained is processed using rule-based labeling which will later be tested with a Linear Discriminant Analysis-based Support Vector Machine modeling. …”
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Immune response profiling of HERV-W envelope proteins in multiple sclerosis: potential biomarkers for disease progression by Stefano Ruberto, Stefano Ruberto, María I. Domınguez-Mozo, M. Angel Garcıa-Martınez, Davide Cossu, Davide Cossu, Leonardo A. Sechi, Leonardo A. Sechi, Roberto Alvarez-Lafuente

“…Additionally, peripheral blood mononuclear cells from MS patients and healthy controls (HC) were analyzed for inflammatory responses following stimulation with these peptides.ResultsMS patients exhibited significantly elevated antibody titers against -pHERV-Wenv 486-504 and syncytin-1env 486-500 compared to HCs, with the highest levels observed in progressive MS forms. Discriminant analysis accurately predicted the clinical course in 75.3% of the cases, with an 85% accuracy rate for progressive MS. …”
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Identifying pesticide mixtures at country-wide scale by Cairo, Milena, Monnet, Anne-Christine, Robin, Stéphane, Porcher, Emmanuelle, Fontaine, Colin

“…Substances defining mixtures can be sorted into “core” substances highly probable in most postcode groups and “discriminating” substances, which are specific to and highly probable in some postcode groups only, thus playing a key role in the identity of pesticide mixtures. …”
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Comparative Study on Associations Between Lung Cancer Prognosis and Diagnostic Criteria Set by the European Palliative Care Research Collaboration and the Asian Working Group for C... by Utae Katsushima, Takuya Fukushima, Jiro Nakano, Naoya Ogushi, Kazuki Fujii, Yutaro Nagata, Keisuke Kamisako, Yukiko Okuno, Yuta Okazaki, Kentaro Nakanishi, Kiyori Yoshida, Tatsuki Ikoma, Yuki Takeyasu, Yuta Yamanaka, Hiroshige Yoshioka, Kimitaka Hase, Takayasu Kurata

“…Both criteria had almost equal discriminative power for prognosis (EPCRC, C‐statistic = 0.658; AWGC, C‐statistic = 0.658). …”
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The Accuracy of the Passive Leg Raising Test Using the Perfusion Index to Identify Preload Responsiveness—A Single Center Study in a Resource-Limited Setting by Marialessia Casazzo, Luigi Pisani, Rabiul Alam Md Erfan Uddin, Abdus Sattar, Rashed Mirzada, Abu Shahed Mohammad Zahed, Shoman Sarkar, Anupam Barua, Sujat Paul, Mohammad Abul Faiz, Abdullah Abu Sayeed, Stije J. Leopold, Sue J. Lee, Mavuto Mukaka, Mohammed Abul Hassan Chowdhury, Ketsanee Srinamon, Marja Schilstra, Asok Kumar Dutta, Salvatore Grasso, Marcus J. Schultz, Aniruddha Ghose, Arjen Dondorp, Katherine Plewes

“…The best identified PI change cutoff to discriminate responders from non–responders was 9.7%. …”
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Landscape planning-addressed regional-scale mapping of geolithological units: an example from Southern Italy by Marcello Schiattarella, Paolo Giannandrea, Giuseppe Corrado, Dario Gioia

“…A double-key legend allows discriminating both lithological and technical properties of the rock bodies. …”
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Bateniâs Point of View in Simple and Compound Verbs in Farsi by مجید دادفر, حمیدرضا سلمانی

“…So they discuss in the types of compound verbs and the ways of discriminating them. One of the most important points of view about these verbs is M.Reza Bateniâs idea. …”
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Evolutionary Game Algorithm for Image Segmentation by Jin Zhong, Hao Wu

“…To ensure minimum threshold discriminant function within the variance, this kind of evolutionary game algorithm searching space for optimal solution is applied. …”
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Prediction of Four Kinds of Simple Supersecondary Structures in Protein by Using Chemical Shifts by Feng Yonge

“…Using these CSs as inputs of the method of quadratic discriminant analysis (QD), we achieve the overall prediction accuracy of 77.3%, which is competitive with the same method for predicting supersecondary structures from amino acid compositions in threefold cross-validation. …”
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Human action recognition based on back propagation neural network by Jian ZOU

“…For human action recognition,an algorithm for classifying human action based on back propagation (BP) neural network was proposed.Firstly,singular value decomposition (SVD) was used to extract the singular value of each frame of the video.Then each row of a matrix was composed of the singular value of each video.Every single row of the matrix is a sample of human action.Secondly,the principle component analysis (PCA) algorithm was proposed to remove correlation and reduce dimension.Then the linear discriminant analysis (LDA) algorithm was applied to matrix processed by PCA to make samples linearly separable.Finally,the back propagation neural network was used as a classifier.The experimental results show that the proposed method,compared with nearest neighbor classifier and K-nearest neighbor (kNN) classifier,has a higher recognition rate.…”
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