FundusNet: A Deep-Learning Approach for Fast Diagnosis of Neurodegenerative and Eye Diseases Using Fundus Images by Wenxing Hu, Kejie Li, Jake Gagnon, Ye Wang, Talia Raney, Jeron Chen, Yirui Chen, Yoko Okunuki, Will Chen, Baohong Zhang

“…In this study, we present FundusNet, a deep-learning model trained on fundus images, for rapid and cost-effective diagnosis of neurodegenerative diseases. FundusNet achieved superior performance in age prediction (MAE 2.55 year), gender classification (AUC 0.98), and neurodegenerative disease diagnosis—Parkinson’s disease AUC 0.75 ± 0.03, multiple sclerosis AUC 0.77 ± 0.02. …”
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Clinical Diagnosis of X-Linked Spondyloepiphyseal Dysplasia Tarda and a Novel Missense Mutation in the Sedlin Gene (SEDL) by Lei Kong, Dongxu Wang, Shanshan Li, Chengsheng Zhang, Xiuyun Jiang, Qingbo Guan, Zhenlin Zhang, Fei Jing, Jin Xu

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A Diagnosis of Maternal 22q Duplication and Mosaic Deletion following Prenatal Cell-Free DNA Screening by Melissa A. Hicks, Emilie Lalonde, Jessica Zoladz, Bernard Gonik, Salah Ebrahim

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Experimental Investigation for Fault Diagnosis Based on a Hybrid Approach Using Wavelet Packet and Support Vector Classification by Pengfei Li, Yongying Jiang, Jiawei Xiang

“…To deal with the difficulty to obtain a large number of fault samples under the practical condition for mechanical fault diagnosis, a hybrid method that combined wavelet packet decomposition and support vector classification (SVC) is proposed. …”
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A Smart Machine Learning Model for the Detection of Brain Hemorrhage Diagnosis Based Internet of Things in Smart Cities by Hang Chen, Sulaiman Khan, Bo Kou, Shah Nazir, Wei Liu, Anwar Hussain

“…Among others, the IoT plays a key role in the form of smart medical devices and wearables, with the ability to collect varied and longitudinal patient-generated health data, and at the same time also offering preliminary diagnosis options. In terms of efforts made for helping the patients using IoT-based solutions, experts exploit capabilities of the machine learning algorithms to provide efficient solutions in hemorrhage diagnosis. …”
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Clinical Validation of an Office-Based 14C-UBT (Heliprobe) for H. pylori Diagnosis in Iranian Dyspeptic Patients by Fariborz Mansour-Ghanaei, Omid Sanaei, Farahnaz Joukar

“…The Heliprobe 14C-UBT is an easy-to-perform, rapid-response, and accurate test for H. pylori diagnosis, suitable for office use.…”
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Diagnosis and Exercise Rehabilitation of Knee Joint Anterior Cruciate Ligament Injury Based on 3D-CT Reconstruction by Shunchao Zhang

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Prognostic relevance of Ki-67 and P16/INK4a markers in histological diagnosis of cervical dysplasia by T. A. Dimitriadi, D. V. Burtsev, E. A. Dzhenkova, T. N. Gudtskova, K. V. Dvadnenko

“…To determine the quantitative parameters of the molecular markers Ki‑67 and p16/INK4a at CIN 1–3 and to establish the possibility of using them to improve the quality of diagnosis by histological samples.Patients and methods. …”
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Cardiac Magnetic Resonance Imaging in the Diagnosis of Anterolateral Left Ventricular Ballooning, a Variant of Classic Takotsubo Cardiomyopathy by R. Zbinden, M. Mutter, D. Weishaupt

“…We describe the case of a transient anterolateral left ventricular ballooning fulfilling the definition of Takotsubo cardiomyopathy except for the contractile LV pattern. The diagnosis was supported by cardiac magnetic resonance imaging and by the fact that the anterolateral ballooning resolved completely after 6 weeks.…”
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Comprehensive Analysis of N6-Methyladenosine RNA Methylation Regulators in the Diagnosis and Subtype Classification of Acute Myocardial Infarction by Xianpei Wang, Ying Wu, Ruoyao Guo, Linwei Zhao, Juanjuan Yan, Chuanyu Gao

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The Novel Successive Variational Mode Decomposition and Weighted Regularized Extreme Learning Machine for Fault Diagnosis of Automobile Gearbox by Yijiao Wang, Guoguang Zhou

“…In order to improve the diagnosis accuracies of the current diagnosis methods, a novel fault diagnosis method of automobile gearbox based on novel successive variational mode decomposition and weighted regularized extreme learning machine is presented for fault diagnosis of gearbox in this paper. …”
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Citrullinated Antigens with Multiple Citrulline Similar Motif in the Diagnosis of Rheumatoid Arthritis: A Preliminary Single-Center Study by Zhu Chen, Weiting Fang, Yi Qin, Yin-Zhao Jin, Xiang Yang, Jianrong Lou

“…Our results suggest that detection of citrullinated antigens with MCSM has improved sensitivity compared with anti-CCP assay and could serve as a biomarker in diagnosis of RA patients.…”
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Diagnosis of the Relationship between Dust Storms over the Sahara Desert and Dust Deposit or Coloured Rain in the South Balkans by N. G. Prezerakos, A. G. Paliatsos, K. V. Koukouletsos

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Tissue-Specific Autoantibodies Improve Diagnosis of Primary Sjögren’s Syndrome in the Early Stage and Indicate Localized Salivary Injury by Yuebo Jin, Jing Li, Jiali Chen, Miao Shao, Ruijun Zhang, Yichen Liang, Xia Zhang, Xiaoying Zhang, Qin Zhang, Fangting Li, Yaobin Cheng, Xiaolin Sun, Jing He, Zhanguo Li

“…In conclusion, TSAs improve diagnosis of pSS in the early stage, especially in anti-SSA-negative patients, and their tissue-specific nature indicates localized salivary injury, which deserves further studies to clarify the mechanism.…”
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Quantitative Diagnosis of Rotor Vibration Fault Using Process Power Spectrum Entropy and Support Vector Machine Method by Cheng-Wei Fei, Guang-Chen Bai, Wen-Zhong Tang, Shuang Ma

“…To improve the diagnosis capacity of rotor vibration fault in stochastic process, an effective fault diagnosis method (named Process Power Spectrum Entropy (PPSE) and Support Vector Machine (SVM) (PPSE-SVM, for short) method) was proposed. …”
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Power Grid Fault Diagnosis Method Using Intuitionistic Fuzzy Petri Nets Based on Time Series Matching by Mingyue Tan, Jiming Li, Xiangqian Chen, Xuezhen Cheng

“…To improve the reliability of power grid fault diagnosis by enhancing the processing ability of uncertain information and adequately utilizing the alarm information about power grids, a fault diagnosis method using intuitionistic fuzzy Petri Nets based on time series matching is proposed in this paper. …”
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Relevance of Germline Mutation Screening in Both Familial and Sporadic Head and Neck Paraganglioma for Early Diagnosis and Clinical Management by Mario A. Hermsen, María A. Sevilla, José Luis Llorente, Marjan M. Weiss, Anneliese Grimbergen, Eva Allonca, Cristina Garcia-Inclán, Milagros Balbín, Carlos Suárez

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Generalised versus Regional Odontodysplasia: Diagnosis, Transitional Management, and Long-Term Followup—A Report of 2 Cases by Mostafa Ibrahim Mostafa, Nehad Samir Taha, Mennat Allah Ismail Mehrez

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Gear Fault Diagnosis in Variable Speed Condition Based on Multiscale Chirplet Path Pursuit and Linear Canonical Transform by Xu Shuiqing, Zhang Ke, Chai Yi, He Yigang, Feng Li

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Examining Delay Intervals in the Diagnosis and Treatment of Primary Open Angle Glaucoma in an Egyptian Population and Its Impact on Lifestyle by Iman M. Eissa, Nahla B. Abu Hussein, Ahmed E. Habib, Yasmine M. El Sayed

“…To examine causes as well as extent of delay in diagnosis and treatment of primary open angle glaucoma patients in a sample of Egyptians. …”
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