Semi-Supervised Machine Learning for Fault Detection and Diagnosis of a Rooftop Unit by Mohammed G. Albayati, Jalal Faraj, Amy Thompson, Prathamesh Patil, Ravi Gorthala, Sanguthevar Rajasekaran

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Correlation Analysis of Japanese Literature and Psychotherapy Effects Based on an Equation Diagnosis Algorithm by Zhang Tingting

“…In this paper, an equation diagnosis algorithm based on iterative learning for a class of linear discrete systems is studied, and the existing discrete iterative learning diagnostics are improved. …”
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Diagnosis of Columnar Metaplasia of the Esophageal Mucosa in Patients with Complicated Gastroesophageal Reflux Disease by E. D. Fedorov, A. V. Shidii-Zakrua, L. M. Mikhaleva, K. S. Maslenkina, A. A. Lindenberg, D. E. Seleznev, V. O. Kaybysheva, T. A. Partenadze

“…Overall, 131 patients aged 18 to 84 years (mean age — 55.8 ± 16.7 years) with confirmed diagnosis of GERD complicated by development of metaplasia of mucosa of distal esophagus were included in retroand prospective study. …”
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Machine learning and AI for advancing Parkinson's disease diagnosis: exploring promising applications by Shohreh Abdollahi, Ramin Safa

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Transvaginal Management of Vaginal Cuff Dehiscence with Bowel Evisceration following Delayed Diagnosis by Samantha Bleull, Hunter Smith, Robert Shapiro

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Unveiling DNA methylation: early diagnosis, risk assessment, and therapy for endometrial cancer by Minzhen Li, Minzhen Li, Zhili Xia, Ruiyu Wang, Ruiyu Wang, Mingrong Xi, Mingrong Xi, Minmin Hou, Minmin Hou

“…Epigenetic changes, encompassing DNA methylation, are involved in the occurrence and progression of tumors and hold promise as effective tools for screening, early diagnosis, treatment strategy, efficacy evaluation, and prognosis analysis. …”
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Update for diagnosis and treatment of syndrome after cardiac injury: a mini-review by Ruihui Lai, Tan Xu, Tan Xu

“…This condition is considered to be an autoimmune-mediated inflammatory response leading to pericarditis as the primary manifestation of the cardiac disease. Early diagnosis and effective treatment can improve the quality of life and prognosis for PCIS patients. …”
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Comparative Study of Serological Tests for Mycoplasma synoviae Diagnosis in Commercial Poultry Breeders by R. L. Luciano, A. L. S. P. Cardoso, G. F. Z. Stoppa, A. M. I. Kanashiro, A. G. M. de Castro, E. N. C. Tessari

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Fault Diagnosis of Rotating Machinery Based on Adaptive Stochastic Resonance and AMD-EEMD by Peiming Shi, Cuijiao Su, Dongying Han

“…An adaptive stochastic resonance and analytical mode decomposition-ensemble empirical mode decomposition (AMD-EEMD) method is proposed for fault diagnosis of rotating machinery in this paper. Firstly, the stochastic resonance system is optimized by particle swarm optimization (PSO), and the best structure parameters are obtained. …”
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Efficiency of the data generated by the robotic milking system for comprehensive diagnosis of mastitis in cows by M. N. Isakova, M. V. Ryaposova

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Bearing Fault Diagnosis Based on Collaborative Representation Using Projection Dictionary Pair by Dan Ma, Yixiang Lu, Yushun Zhang, Hua Bao, Xueming Peng

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The Impact of COVID-19 Pandemic on the Diagnosis, Treatment, and Outcomes of Colorectal Cancer in Singapore by Hui Lionel Raphael Chen, Piea Peng Lee, Yun Zhao, Wei Hao Caleb Ng, Jiashen Zhao, Yu En Christopher Tan, Bo Jie Sean Loh, Kah-Hoe Pierce Chow, Hiang Khoon Tan, Kwong-Wei Emile Tan

“…<i>Background and Objectives</i>: During the COVID-19 pandemic, many countries implemented lockdowns and social distancing measures, which may delay the early diagnosis of colorectal cancer (CRC). This study aims to review the impact of the pandemic on the diagnosis and treatment outcomes of CRC. …”
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OCT-based diagnosis of glaucoma and glaucoma stages using explainable machine learning by Md Mahmudul Hasan, Jack Phu, Henrietta Wang, Arcot Sowmya, Michael Kalloniatis, Erik Meijering

“…However, current automated diagnostic approaches on Glaucoma diagnosis solely rely on black-box deep learning models, lacking explainability and trustworthiness. …”
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Giant Prolactinoma of Young Onset: A Clue to Diagnosis of MEN-1 Syndrome by Chandrika Jayakanthi Subasinghe, Noel Somasundaram, Pathmanathan Sivatharshya, Lalana Devi Ranasinghe, Márta Korbonits

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The Impact of Multidisciplinary Discussion (MDD) in the Diagnosis and Management of Fibrotic Interstitial Lung Diseases by Ghofran Ageely, Carolina Souza, Kaissa De Boer, Saly Zahra, Marcio Gomes, Nha Voduc

“…Accurate diagnosis of interstitial lung disease (ILD) is crucial for management and prognosis but can be challenging even for experienced clinicians. …”
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Prenatal Diagnosis and Postnatal Ultrasound Findings of Cloacal Anomaly: A Case Report by Lívia Teresa Moreira Rios, Edward Araujo Júnior, Luciano Marcondes Machado Nardozza, Ana Carolina Rabachini Caetano, Antonio Fernandes Moron, Marília da Glória Martins

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Towards a Standard Benchmarking Framework for Domain Adaptation in Intelligent Fault Diagnosis by Mohammed M. Farag

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Insights in biomarkers complexity and routine clinical practice for the diagnosis of thyroid nodules and cancer by Maria de Lurdes Godinho de Matos, Mafalda Pinto, Ana Gonçalves, Sule Canberk, Maria João Martins Bugalho, Paula Soares

“…Background The differential diagnosis between benign and malignant thyroid nodules continues to be a major challenge in clinical practice. …”
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Role of Multislice Computed Tomography and Local Contrast in the Diagnosis and Characterization of Choanal Atresia by Khaled Al-Noury, Alsaid Lotfy

“…To illustrate the role of multislice computed tomography and local contrast instillation in the diagnosis and characterization of choanal atresia. …”
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Optical genome mapping: Unraveling complex variations and enabling precise diagnosis in dystrophinopathy by Jiahui Mai, Jing Duan, Xiaoyu Chen, Liqin Liu, Dachao Liang, Tao Fu, Gang Lu, Wai Yee Chan, Xufeng Luo, Feiqiu Wen, Jianxiang Liao, Zhuo Li, Xinguo Lu

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