Cluster analysis of Russian Federation subjects by socioeconomic indicators characterizing potential for development of the secondary vocational education system by Pavel I. Samtsevich, Sergey G. Yankov, Elena V. Kornilova

“…The methodology of the study involved reducing the dimensionality of the data using principal component analysis. Clusterization was carried out by the k-means method. …”
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Development of an artificial intelligence system to identify hypoglycaemia via ECG in adults with type 1 diabetes: protocol for data collection under controlled and free-living con... by Martin O Weickert, Thomas M Barber, Owain Cisuelo, Katy Stokes, Iyabosola B Oronti, Muhammad Salman Haleem, Leandro Pecchia, John Hattersley

“…This protocol provides a methodological description of an observational study for obtaining physiological data from people with T1DM. The aim of this work is to further improve the previously developed AI model and validate its performance for glycaemic event detection in people with T1DM. …”
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Organ Donation Conversations on X and Development of the OrgReach Social Media Marketing Strategy: Social Network Analysis by Wasim Ahmed, Mariann Hardey, Josep Vidal-Alaball

“…ConclusionsThe study highlights the crucial role of analyzing social media data by drawing upon social networks and topic analysis to understand influence and network communication patterns. …”
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Development and performance of female breast cancer incidence risk prediction models: a systematic review and meta-analysis by Liyuan Liu, Peng Zhou, Lijuan Hou, Chunyu Kao, Ziyu Zhang, Di Wang, Lixiang Yu, Fei Wang, Yongjiu Wang, Zhigang Yu

“…This systematic review and meta-analysis compare the accuracy of traditional statistical models and machine learning models in breast cancer risk prediction.Methods A total of 144 studies from 27 countries were systematically reviewed, incorporating genetic, clinical, and imaging data. …”
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Competence, Motivation and Employee Performance at Baitul Maal Wa Tamwil: Influence Analysis and Recommendations for Human Resource Development by Muhammad ‘Isa Gautama, Puji Solikhah, Baharuddin Baharuddin

“…Respondents in this study were 50 permanent employees of BMT Tamzis Yogyakarta Area, with the variables studied including competence, motivation, and performance. Data collection techniques were carried out using a questionnaire, and data analysis was carried out using the Partial Least Squares (PLS) method. …”
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Explainable machine learning-driven models for predicting Parkinson’s disease and its prognosis: obesity patterns associations and models development using NHANES 1999–2018 data... by Jiaxin Fan, Shuai Cao, Hang Peng, Yuanjie Zhi, Shuqin Zhan, Rui Li

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Impact of pellet binder on feed quality, broiler performance, carcass yield, and organ development: A Meta-Analysis by Muhammad Ridla, Dwi Robiatul Adawiyah, Nahrowi Nahrowi, Sukarman -

“… This meta-analysis aimed to evaluate the inclusion of pellet binders on pellet quality and broiler performance, including growth metrics and organ development. …”
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Development and Validation of a Dynamic Real-Time Risk Prediction Model for Intensive Care Units Patients Based on Longitudinal Irregular Data: Multicenter Retrospective Study by Zhuo Zheng, Jiawei Luo, Yingchao Zhu, Lei Du, Lan Lan, Xiaobo Zhou, Xiaoyan Yang, Shixin Huang

“…ObjectiveWe aimed to develop a real-time, interpretable risk prediction model that continuously assesses ICU patient mortality using irregular, longitudinal EMR data, with improved performance and generalizability over traditional static scoring systems. …”
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EST–SSR Marker Development and Full-Length Transcriptome Sequence Analysis of Tiger Lily (Lilium lancifolium Thunb) by Mingwei Sun, Yilian Zhao, Xiaobin Shao, Jintao Ge, Xueyan Tang, Pengbo Zhu, Jiangying Wang, Tongli Zhao

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Decoding healthcare resilience for sustainable development goal 3: A machine learning analysis of global health systems by Ibrahim Alnafrah, Alexander Poroshin

“…This study addresses this gap by developing and applying an integrated machine learning framework to global panel data (217 countries, 2000–2019) across economic, health, and environmental dimensions. …”
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A Newly Developed Compressed Air Cannon Test Bench Designed for Multi-Impact Analysis of Composite Structures by Ayoub Soufri, Ameur Chettah, Benoît Piezel, Christophe Bouvet

“…Key components such as the pressurized air system, projectile launch mechanism, target mounting arrangement, and data acquisition system are discussed. Experimental methodologies for assessing multi-impact response, specimen preparation, instrumentation, and data analysis techniques are outlined. …”
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Early career midwives’ experiences of development opportunities and their relation to retention and job satisfaction: an interpretative phenomenological analysis study by Ruth Terry, Zoey Spendlove

“…Data analysis was performed using a seven-stage interpretative phenomenological analysis (IPA) process and six themes were interpreted and identified: Stagnation or Adventure, A Basic or Higher Need, Awareness and Access, Interpersonal Relationships, Overlooked, Development for the Individual and the Service. …”
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Strategic Alignment of Technological Innovation for Sustainable Development: Efficiency Evaluation and Spatial Analysis in China’s Advanced Manufacturing Industry by Zhenghan Chen, Quan Zhang, Tianzhen Tang, Mingran Deng

“…In order to address the understudied connection between regional coordination and industrial structural transformation, this study examines the spatial dynamics of technological innovation efficiency (TIE) in China’s advanced manufacturing industry (AMI) along the Yangtze River Economic Belt (YREB) from 2007 to 2022. Through a Data Envelopment Analysis (DEA) and Spatial Durbin Model (SDM), we systematically evaluated TIE patterns using panel data from 11 provinces. …”
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Anticipatory moral distress in machine learning-based clinical decision support tool development: A qualitative analysis by Clare Whitney, Heidi Preis, Alessa Ramos Vargas

“…The current inquiry applied a framework of the symbolic interaction of participatory experience-based co-design and used an interpretive descriptive approach to analysis of qualitative data, investigating the ethical issues brought to light by clinicians participating in three participatory experience-based co-design focus groups, as a part of the initial development of a CDS tool for detecting risk factors for adverse health outcomes in outpatient obstetric care at a single academically affiliated medical institution. …”
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THE PRINCIPAL COMPONENT ANALYSIS AS RURAL DEVELOPMENT LEVEL ASSESSING METHOD IN THE REPUBLIC OF MOLDOVA IN THE CONTEXT OF REDUCING SOCIAL EXCLUSION by Alexandru GORGOS, Iurie DANILOV, Nina PUȚUNTEAN

“…The purpose of the paper is to define the principal component analysis method for assessing the rural development level in the Republic of Moldova. …”
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Analysis of the Irregularity of Regional Development Based on the Asymmetry of the Empirical Distribution of GRP Per Capita of the Russian Federation Regions by E. R. Valeev, I. A. Kirshin, A. M. Kuznetsova

“…To achieve this goal, the article developed a methodology for measuring the uneven development of Russian regions by assessing the deviation of the empirical distribution of a sample of per capita GRP data from the normal distribution and determining the degree of asymmetry. …”
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Differences in backcourt forehand clear stroke between novice players and experienced badminton players: based on body segment acceleration data by Hui Huang, Zhenxiang Guo, Minchen Zhao, Meng Liu, Jin Dai

“…Each participant performed 5 backcourt forehand clear strokes, and acceleration data were collected at 100 Hz. The mean values from the 5 repetitions were used for statistical analysis to ensure reliability and reduce variability. …”
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Examination of Scales for Test Anxiety with Thematic Content Analysis by Nurevsa Münevver Bahçeci, Yıldız Yıldırım, Melek Gülşah Şahin

“…Two studies were not evaluated because they failed to meet the requisite criteria. Document analysis was used as the data collection method. Many of the scales examined consisted of articles. …”
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Use of prescription opioids and other psychotropic drugs during pregnancy and their impact on the mother and developing child: protocol for a cohort study using linked administrati... by Lauren E Kelly, Kimberlyn McGrail, Jennifer E Enns, Dan Chateau, Alan Katz, Marni Brownell, Jason Kim, Deepa Singal, Ana Hanlon-Dearman, Lindsey Dahl, Nathan C Nickel, Colin Dormuth, Chelsea Ruth, Laurence Y Katz, James M Bolton, Christine Leong, Matthew Dahl

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Risk factor analysis and predictive model development for healthcare-associated infections post-coronary artery bypass grafting by Yan Liu, Lingbo Xue, Ping Jiang, Jiaojiao Shen, Xiao Peng, Xiaoqiang Yu

“…ObjectiveThis study aimed to analyze the risk factors associated with healthcare-associated infections (HAIs) in individuals who underwent post-coronary artery bypass grafting (CABG) and to develop a predictive model for infection risk assessment.MethodsClinical data were retrospectively collected from patients who underwent CABG at our hospital between January 2019 and December 2023. …”
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