Deep learning models reveal the link between dynamic brain connectivity patterns and states of consciousness by Chloé Gomez, Lynn Uhrig, Vincent Frouin, Edouard Duchesnay, Béchir Jarraya, Antoine Grigis

“…The proposed framework advocates the possibility of developing an interpretable computational brain model of interest for disorders of consciousness, paving the way for a dynamic diagnostic support tool.…”
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The Idea of Education: Development or Service Delivery? by V. E. Ljovkin, A. O. Ljovkina, E. L. Docenko, L. M. Volosnikova

“…The present article is debatable and theoretical; therefore, it explores the idea of education from the perspective of the current trend – the classification of education as a service sector.The aim of the article is to scientifically justify irrelevance of the ideas of education as a “commercial service” through the discussion of consequences of such an interpretation.Methodology and research methods. The research methodology is based on a meta-systemic approach, which allows us to consider education as the system in a number of other social institutes and structures and as an element of a larger system. …”
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Explainable Machine Learning for Efficient Diabetes Prediction Using Hyperparameter Tuning, SHAP Analysis, Partial Dependency, and LIME by Md. Manowarul Islam, Habibur Rahman Rifat, Md. Shamim Bin Shahid, Arnisha Akhter, Md Ashraf Uddin, Khandaker Mohammad Mohi Uddin

“…What is more, to improve the comprehensibility of the proposed model, a variety of explainability methodologies such as SHapley Additive Explanations (SHAP), Partial Dependency, and Local Interpretable Model‐agnostic Explanations (LIME) have been implemented which are not often noticed in the previous works. …”
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The effectiveness of the combined PBL and Tencent Conference online teaching mode in the clinical internship teaching of cardiac surgery. by Xiuwen Chen, Yao Xiao, Yunhui You, Jianxi Zhu, Shiqing Liu, Huiqiong Chen, Hong Zhu

“…The results of the survey also showed that there was a significant difference between the two groups in the scores of the degree of mastery and use of history taking in cardiac surgery and the degree of mastery and use of ancillary tests (application and interpretation of each test) after the internship (p < 0.05).…”
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Reliability of Chest Wall Mobility and Its Correlation with Lung Functions in Healthy Nonsmokers, Healthy Smokers, and Patients with COPD by Ravi S. Reddy, Khalid A. Alahmari, Paul S. Silvian, Irshad A. Ahmad, Venkata Nagaraj Kakarparthi, Kanagaraj Rengaramanujam

“…Upper and lower CE may be more useful in clinical practice to evaluate chest mobility and to give indirect information on lung function but interpretation with caution is required when considering implementation into clinical setting.…”
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Receipt of specialized palliative care and health care utilization at the end of life in hematological cancer patients – the Stockholm experience by Lena von Bahr, Peter Strang, Torbjörn Schultz, Per Fürst

“…Emergency hospitals as place of death was positively associated with frailty risk, aOR 1.50 (1.23–1.83, p < 0.0001) but negatively associated with age over 80 years (p < 0.0001) and especially with receipt of SPC, aOR 0.05 (0.04–0.06, p < 0.0001). Interpretation: Receipt of SPC could possibly reduce the need for emergency care in the end of life and the Stockholm model might facilitate referral to SPC for hematological patients. …”
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Diagnostic performance of artificial intelligence in detection of renal cell carcinoma: a systematic review and meta-analysis by Mahdi Gouravani, Mohammad Shahrabi Farahani, Mohammad Amin Salehi, Shayan Shojaei, Sina Mirakhori, Hamid Harandi, Soheil Mohammadi, Ramy R. Saleh

“…Nevertheless, the presence of heterogeneity between studies and the absence of coherence in the results underscore the necessity for the cautious interpretation of these results and additional prospective studies.…”
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L’autre scène dans The Three Birds de Joanna Laurens (2000) : enjeux dramatiques de la réécriture d’un mythe by Solange Ayache

“…This article thus looks at the issues at stake in Laurens’ rewriting, which can be read as the Other of the Greek myth and its famous feminist interpretations. Not only does her play propose an alternative which stems from an unusual, profoundly humane perspective – the suffering of a man whose love is thwarted – but this reversal is also mirrored in the intradiegetic motif of the tapestry as a writing of the Other (the scene behind the scenes, unheard of) by the Other (the abused, silenced woman). …”
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VÍAS - software libre para el diseño geométrico de vías, topografía y SIG VÍAS - freeware for road highway, topography and GIS by John Jairo Agudelo Ospina

“…It has controls easy to use, is in Spanish, and provides clear information, of easy handling and interpretation in addition an excellent presentation. …”
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Prevalence of perinatal post-traumatic stress disorder (PTSD) in low-income and middle-income countries: a systematic review and meta-analysis by Charles Opondo, Holly Jenkins, Fiona Alderdice, Gracia Fellmeth, Zoe Daskalopoulou

“…Statistical heterogeneity between studies persisted in subgroup analyses and results should be interpreted with caution. More research from low-income countries is needed to improve understanding of the burden of perinatal PTSD in these settings.PROSPERO registration number CRD42022325072.…”
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Predicting bullying victimization among adolescents using the risk and protective factor framework: a large-scale machine learning approach by Ethan Low, Joshua Monsen, Lindsay Schow, Rachel Roberts, Lucy Collins, Hayden Johnson, Carl L. Hanson, Quinn Snell, E. Shannon Tass

“…LightGBM was used to create the model, achieving 70% accuracy, and SHapley Additive exPlanations (SHAP) values were utilized to interpret model predictions and to identify risk and protective predictors most highly associated with bullying victimization. …”
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Exploring the potential of introducing an electronic death registration system in South Africa by Carmen Sant Fruchtman, Natasha Kallis, Sudarshan Govender, Debbie Bradshaw, Daniel Cobos, Diane Morof, Pamela Groenewald

“…Rapid qualitative analysis methods were used to analyse the key informant interviews and descriptive statistics for the survey and workshop data. During the interpretation phase, qualitative and quantitative data were integrated according to key themes that emerged from the data. …”
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Forensic tactics: a review of the formation history and current trends by O. P. Shaituro

“…It is noted that forensic tactics in the modern interpretation is considered as part of criminology, as a system of scientific provisions and recommendations for the organization and planning of pre-trial and judicial investigation, which are developed on the basis of determining the optimal course of action examination of evidence and establishment of circumstances that contributed to the commission of the crime. …”
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Delineating Structural Features Related to Hydrothermal Alterations for Possible Mineralization in Share Area, Kwara State Nigeria Using Aeromagnetic Data by Warith Adewale Adebisi, Ismail Oluwaseye Folorunso, Hussain Olanrewaju Abubakar, Saminu Olatunji, Michael Opeoluwa Olaojo

“… Mineral deposits of significant economic value are abundant in the subsurface of Nigeria, presenting a promising alternative to the nations over dependence on petroleum revenues. This study interprets aeromagnetic data from Share, Kwara State, Nigeria, to delineate subsurface structural features associated with hydrothermal zones, which are key indicators for potential mineralization. …”
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Comparative study of PCR test kits for ASFV DNA detection by M. S. Krasnikova, S. P. Yatsentyuk, M. B. Bryusova, A. D. Kozlova, М. А. Gergel

“…It was noted that some manufacturers make serious errors in the instructions, which can significantly affect the interpretation of test results. It was also observed that there is insufficient control of the manufacturing process, which results in the production of faulty kits, as well as kits with poor-quality components and errors in the labeling. …”
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Ensemble machine learning models for lung cancer incidence risk prediction in the elderly: a retrospective longitudinal study by Songjing Chen, Sizhu Wu

“…SHAP values were supplied for model interpretability. High risk factors of lung cancer incidence were identified in the elderly. …”
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Edge-Preserving Probabilistic Downsampling for Reliable Medical Segmentation in Resource-Constrained Environments by Shahzad Ali, Yu Rim Lee, Soo Young Park, Won Young Tak, Soon Ki Jung

“…When applied to ground truth (GT) labels without proper care, downsampling can significantly impair the segmentation network&#x2019;s ability to accurately interpret and predict detailed features. This, in turn, leads to a degraded performance compared to networks trained on higher-resolution labels. …”
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AI predicting recurrence in non-muscle-invasive bladder cancer: systematic review with study strengths and weaknesses by Saram Abbas, Rishad Shafik, Naeem Soomro, Rakesh Heer, Rakesh Heer, Kabita Adhikari

“…Each study was analysed for strengths, weaknesses, performance metrics, and limitations, with emphasis on generalisability, interpretability, and cost-effectiveness. ResultsML algorithms demonstrate significant potential, with neural networks achieving accuracies of 65–97.5%, particularly with multi-modal datasets, and support vector machines averaging around 75%. …”
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Safety and efficacy of apixaban versus vitamin K antagonists in patients undergoing dialysis: a systematic review and meta-analysis by Yifang Zhang, Jialiang Wang, Nannan Shen, Jie Jiang, Yanna Xie

“…The predominance of retrospective data warrants caution in the interpretation of results.…”
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ChatGPT for Univariate Statistics: Validation of AI-Assisted Data Analysis in Healthcare Research by Michael R Ruta, Tony Gaidici, Chase Irwin, Jonathan Lifshitz

“…With the recent integration of Python code interpretation into the ChatGPT environment, there has been a significant increase in the potential utility of ChatGPT as a research tool, particularly in terms of data analysis applications. …”
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