Fault diagnosis of a CNC hobbing cutter through machine learning using three axis vibration data by Nagesh Tambake, Bhagyesh Deshmukh, Sujit Pardeshi, Sachin Salunkhe, Robert Cep, Emad Abouel Nasr

“…Explainable AI techniques, such as LIME and Shapley values, were employed to interpret model predictions, enhancing the system's transparency and reliability. …”
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Theoretical evaluation of the impact of diverse treatment conditions by calculation of the tumor control probability (TCP) of simulated cervical cancer Hyperthermia-Radiotherapy (H... by Sergio Mingo Barba, Adela Ademaj, Dietmar Marder, Oliver Riesterer, Marco Lattuada, Rudolf M. Füchslin, Alke Petri-Fink, Stephan Scheidegger

“…This approach can be used to optimize HT treatments, design clinical trials, and interpret patient data.…”
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Identifying neurobiological heterogeneity in clinical high-risk psychosis: a data-driven biotyping approach using resting-state functional connectivity by Xiaochen Tang, Yanyan Wei, Jiaoyan Pang, Lihua Xu, Huiru Cui, Xu Liu, Yegang Hu, Mingliang Ju, Yingying Tang, Bin Long, Wei Liu, Min Su, Tianhong Zhang, Jijun Wang

“…Functional connectivity (FC) features that were correlated with symptom severity were subjected to the single-cell interpretation through multikernel learning (SIMLR) algorithm in order to identify latent homogeneous subgroups. …”
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Long-term Spectral Monitoring of Active Asteroid (6478) Gault: Implications for the H Chondrite Parent Body by Adam Battle, Vishnu Reddy, Juan A. Sanchez, Neil Pearson, Benjamin N. L. Sharkey, Theodore Kareta

“…The low-level thermal metamorphism interpretation of Gault’s surface suggests that it formed from the outermost portion of the progenitor of the Phocaea family, assuming an “onion shell’ structure, which was catastrophically disrupted 1.2 Gyr ago. …”
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Lyme neuroborreliosis as initial expression of Lyme disease in an elderly patient by Emidio Mata, Bárbara Lage Garcia, André Pereira, Joana Rego, Flávia Santos, Carlos Fernandes, Jorge Cotter

“…The initial rash was interpreted as a Jarisch–Herxheimer reaction, and the two skin lesions were classified as erythema migrans. …”
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EXCEPTIONAL AND STRIKING 3D TRACK-DETACHED UNDERTRACK SPECIMENS FROM THE UPPER JURASSIC OF ASTURIAS (N SPAIN) by LAURA PIÑUELA, JOSÉ CARLOS GARCÍA-RAMOS, KAREN MORENO, GIUSEPPE LEONARDI, OSCAR EUGENIO FINSTERBUSCH-LAGOS

“…The uppermost level 1 shows an apparent stegosaur hind track morphology; level 2 resembles an avian-theropod print; level 3 represents the true non-avian theropod pedal morphology of the trackmaker; the lowermost level 4 corresponds to the deep detached sandstone undertrack (DDSU), which could be interpreted as either a track of a graviportal theropod or an ornithopod-like footprint. …”
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Failure Mechanism and Kinematics of the Deadly September 28th 2016 Sucun Landslide, Suichang, Zhejiang, China by Hai Tian, Jianjun Gan, Hui Jiang, Chun Tang, Changtai Luo, Chenghui Wan, Bin Xu, Faliang Gui, Chengyi Liu, Nian Liu

“…Based on remote sensing interpretation and field investigation of the deformation process of a landslide in different times and different parts, the background, mechanism, and cause of the landslide were demonstrated. …”
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Stakeholders’ Views on Factors Influencing Nutrition Policy: a Qualitative Study Across Ten European Countries by Jeruszka-Bielak Marta, Sicińska Ewa, Wit Liesbeth de, Ruprich Jiří, Řehůřková Irena, Brown Kerry A., Timotijevic Lada, Sonne Anne-Mette, Haugaard Pernille, Guzzon Antonella, Garcia Noé Brito, Alevritou Eleni, Hermoso Maria, Sarmant Yuliya, Lähteenmäki Liisa, Roszkowski Wojciech, Raats Monique M.

“…Data were analysed by theoretical interpretative thematic analysis. Insights from interviewees on the development of micronutrient policies were grouped using the Public Health Nutrition Policy-making model. …”
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Efficacy and safety of combined low‐dose rituximab regimen for chronic inflammatory demyelinating polyradiculoneuropathy by Ying Du, Qi Yan, Chuan Li, Wenping Zhu, Chao Zhao, Yunfeng Hao, Lin Li, Dan Yao, Xuan Zhou, Ying Li, Yuting Dang, Rong Zhang, Lin Han, Yuanyuan Wang, Tao Hou, Juan Li, Hailin Li, Panpan Jiang, Pei Wang, Fenying Chen, Tingge Zhu, Juntong Liu, Shuyu Liu, Lan Gao, Yingjun Zhao, Wei Zhang

“…No rituximab correlated serious adverse events were reported in our patients. Interpretation Our simplified regimen of combined low‐dose rituximab has been firstly demonstrated for the better efficacy and safety than conventional therapy in CIDP treatment.…”
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The effectiveness of exercise-based interventions on muscle mass, muscle strength, functional performance, aerobic capacity, and health-related quality of life in adults with malig... by Charlotte Groenset, Magnus N. Bech, Mary Jarden, Nina Høgdal, Martin Hutchings, Charlotte Suetta, Jan Christensen

“…The included studies indicate positive effects of exercise during chemotherapy on muscle mass, muscle strength, functional performance, aerobic capacity, and HRQoL compared to usual care. Interpretation: Despite extensive search criteria, a limited number of heterogenous studies were eligible, which may explain the very low certainty of evidence for all outcomes. …”
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Prevalence of Joint Hypermobility and Patterns of Articular Manifestations in Patients with Inflammatory Bowel Disease by P. Vounotrypidis, E. Efremidou, P. Zezos, M. Pitiakoudis, E. Maltezos, N. Lyratzopoulos, G. Kouklakis

“…JH and the HMS are common in CD patients, thus articular manifestations should be carefully interpreted. This implies an involvement of collagen varieties in the pathogenesis of IBD.…”
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Mixed-methods process evaluation of a proactive approach to healthcare in Parkinson’s disease—ParkProReakt: a protocol of a hybrid efficacy-implementation study by Xinyu Huang, Max Geraedts, Elke Kalbe, Carsten Eggers, David José Pedrosa, Ann-Kristin Folkerts, Marcin Grzegorzek, Marlena van Munster, Johanne Stümpel, Natalie Altschuck, Ingmar Wellach, Hannes Boebinger, Anna Pedrosa, Kati Niemand, Dirk Becker, Nicole Pohlschmidt, Isabel Doblinger, Kristina Schmidt, Daniel Wolferts, Marius Nisslmueller, Gennet Beer, Mohammad Osman Ashraf, Florian Eberhardt, Rebecca Wichartz, Birgit Samans, Volker Gross, Keywan Sohrabi, Linda Kerkemeyer, Uemran Seven, Paulina Olgemoeller, Artur Piet, Mona Irsfeld, Marlena van Munster

“…To elucidate potential facilitators and barriers to implementation and to gain deeper insights into the efficacy outcome data, quantitative and qualitative process data will be integrated at an interpretative level using mixed methods. In addition to process evaluation, potential indirect mechanisms of impact will be measured.Ethics and dissemination Ethical approval for this study was obtained from the responsible state medical ethics committees in Hesse and Hamburg, Germany. …”
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Process variables in mixture experimental design applied to wood plastic composites by Javier Cruz-Salgado, Sergio Alonso-Romero, Edgar Augusto Ruelas-Santoyo, José Alfredo Jiménez-García, Israel Miguel-Andrés, Roxana Zaricell Bautista-López

“…The absence of high multicollinearity, as indicated by variance inflation factor (VIF) values below 5, further supports the model's stability and interpretability. Contour plots illustrate the effect of varying mixture proportions on the response, such as tensile strength, showing a positive impact of both particle size and mixing time. …”
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Multi-Spectral Point Cloud Constructed with Advanced UAV Technique for Anisotropic Reflectance Analysis of Maize Leaves by Kaiyi Bi, Yifang Niu, Hao Yang, Zheng Niu, Yishuo Hao, Li Wang

“…Reflectance anisotropy in remote sensing images can complicate the interpretation of spectral signature, and extracting precise structural information under these pixels is a promising approach. …”
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An Explainable Artificial Intelligence Model for the Classification of Breast Cancer by Tarek Khater, Abir Hussain, Riyad Bendardaf, Iman M. Talaat, Hissam Tawfik, Sam Ansari, Soliman Mahmoud

“…The findings underline the potential of machine learning to enhance breast cancer diagnosis and therapy planning while emphasizing the importance of interpretability and transparency in artificial intelligence-based healthcare systems.…”
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Relapse detection in the Danish surveillance program of patients with clinical stage I seminoma: a nationwide study by Niklas B. Lindahl, Jakob Lauritsen, Thomas Wagner, Gedske Daugaard, Mikkel Bandak

“…The 5-year relapse risk in patients with low risk of relapse was 9% compared to 28% in patients in the non-low-risk group. Interpretation: This study highlights that the surveillance program can detect relapses at an early stage. …”
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Cardiac CT reveals high prevalence of coronary artery disease in esophageal cancer eligible for radiotherapy by Akinori Takada, Satoshi Nakamura, Yutaka Toyomasu, Takamitsu Mase, Tomoko Kawamura, Suguru Araki, Yoshitaka Suzuki, Masaki Ohi, Hajime Sakuma, Yoshihito Nomoto, Kakuya Kitagawa

“…Late enhancement, indicating myocardial infarction, was observed in seven patients (17%). Interpretation: Patients with esophageal cancer without a history of ischemic heart disease had a high prevalence (44%) of CAD, with half of them having severe stenosis, multivessel disease, or myocardial ischemia. …”
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SumGPT: A Multimodal Framework for Radiology Report Summarization to Improve Clinical Performance by Tipu Sultan, Mohammad Abu Tareq Rony, Mohammad Shariful Islam, Samah Alshathri, Walid El-Shafai

“…Radiology report summarization plays a critical role in medical imaging, addressing the growing need for concise and accessible interpretation of complex radiology findings. However, existing models often fail to fully leverage the potential of multimodal data integration. …”
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Big data acquisition for underground infrastructure condition assessment by Chao Wang, Zhipeng Xiao, Yixian Wang, Fei Wang, Zili Li

“…To enable more efficient, accurate, and reliable assessment, it is recommended to (1) integrate data analytics like artificial intelligence to automate the analysis and interpretation of collected data, (2) to develop robust big data management platforms capable of handling large volumes of data storage, processing and analysis, (3) to couple different data acquisition technologies to leverage the strengths of each technique, and (4) to continuously improve data acquisition methods to ensure efficient and reliable data acquisition.…”
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Adulteration detection in cactus seed oil: Integrating analytical chemistry and machine learning approaches by Said El Harkaoui, Cristina Ortiz Cruz, Aaron Roggenland, Micha Schneider, Sascha Rohn, Stephan Drusch, Bertrand Matthäus

“…RF also offers better interpretability and is computational less demanding as compared to NN which makes it advantageous for authenticity verification in this study. …”
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