Development of prediction models for screening depression and anxiety using smartphone and wearable-based digital phenotyping: protocol for the Smartphone and Wearable Assessment f... by Sujin Kim, Ah Young Kim, Yu-Bin Shin, Seonmin Kim, Min-Sup Shin, Jinhwa Choi, Kyung Lyun Lee, Jisu Lee, Sangwon Byun, Heon-Jeong Lee, Chul-Hyun Cho

“…However, their detection and diagnosis rates remain low owing to the limitations of the current screening methods. …”
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Epigenetic Alterations in Ovarian Function and Their Impact on Assisted Reproductive Technologies: A Systematic Review by Charalampos Voros, Antonia Varthaliti, Despoina Mavrogianni, Diamantis Athanasiou, Antonia Athanasiou, Aikaterini Athanasiou, Anthi-Maria Papahliou, Constantinos G. Zografos, Vasileios Topalis, Panagiota Kondili, Menelaos Darlas, Sophia Sina, Maria Anastasia Daskalaki, Marianna Theodora, Panos Antsaklis, Georgios Daskalakis

“…Changes in miRNA expression patterns in follicular fluid and granulosa cells were associated with oocyte maturation, ovarian reserve, and implantation potential. …”
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Consensus position of endocrinologists and pathologists on coding causes of death in patients with diabetes mellitus (expert opinion) by I. I. Dedov, G. A. Frank, N. G. Mokrisheva, M. V. Shestakova, G. A. Melnichenko, G. V. Zayratyants, P. G. Malkov, A. Yu. Abrosimov, O. K. Vikulova, G. R. Galstyan, A. Yu. Mayorov, E. A. Troshina, V. Yu. Kalashnikov

“…In pursuance of the decisions of the Minutes of the meeting of the working group under the project committee of the National Project «Health» on identifying patterns in the formation of mortality rates of the population dated January 20, 2021 No. 1, chaired by Deputy Prime Minister of the Russian Federation T.A. …”
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MSA-GCN: Exploiting Multi-Scale Temporal Dynamics With Adaptive Graph Convolution for Skeleton-Based Action Recognition by Kowovi Comivi Alowonou, Ji-Hyeong Han

“…On the other hand, the TMST module integrates a Gated Multi-stage Temporal Convolution (GMSTC) with a Temporal Multi-Head Self-Attention (TMHSA) to capture global temporal features and accommodate both long-term and short-term dependencies within action sequences. …”
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GT-SRR: A Structured Method for Social Relation Recognition with GGNN-Based Transformer by Dejiao Huang, Menglei Xia, Ruyi Chang, Xiaohan Kong, Shuai Guo

“…In order to overcome these restrictions, this essay suggests a SRR model that integrates Gated Graph Neural Network (GGNN) and Transformer. …”
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Improving the prediction of streamflow in large watersheds based on seasonal trend decomposition and vectorized deep learning models by Ningchang Kang, Zhaocai Wang, Anbin Zhang, Hang Chen

“…These components are then modeled independently: long short-term memory (LSTM) and convolutional neural networks (CNN) handle trend and seasonal patterns, while gated recurrent units (GRU) and Transformer process residual fluctuations. …”
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Multiscale Convolutional Fusion Network for Efficient Monaural Speech Separation by Rui Yang, Shanliang Pan

“…MSCF first employs dynamic convolution-based downsampling to enhance the multiscale feature representation. Adaptive gating and multiscale convolutions are then utilized to capture complex acoustic patterns. …”
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Enhancing Stock Price Forecasting with CNN-BiGRU-Attention: A Case Study on INDY by Madilyn Louisa, Gumgum Darmawan, Bertho Tantular

“…The method applied a hybrid model combining a Convolutional Neural Network (CNN), Bidirectional Gated Recurrent Unit (BiGRU), and an Attention Mechanism (AM) to address the nonlinear, volatile, and noisy characteristics of stock data. …”
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Censoring Sensitivity Analysis for Benchmarking Survival Machine Learning Methods by János Báskay, Tamás Mezei, Péter Banczerowski, Anna Horváth, Tamás Joó, Péter Pollner

“…The framework systematically reduced observation periods and increased censoring rates while measuring performance through multiple metrics following Bayesian hyperparameter optimization. (3) Results: Model performance showed greater sensitivity to increased censoring rates than to reduced observation periods. …”
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Socioeconomic and locational disparities in primary education completion in Burkina Faso by Lazarus Obed Livingstone Banda

“…Design/methodology/approach – Using a quantitative, non-experimental approach, the study analyzes nationally representative secondary data using hierarchical linear modeling, binary logistic regression and propensity score matching (PSM) to assess correlational patterns in completion rates. Findings – The results indicate significant regional and urban-rural disparities in completion rates, with urban students showing markedly higher odds of completing primary education than their rural peers. …”
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Patient Adherence for Oral Combination Therapies in Diabetes Management: A Scoping Review by Maryam Zarrinkamar, Mojgan Geran, Mohammad Geran

“…Dual therapy regimens demonstrated adherence rates ranging from 49% to 80.8%, while FDC therapies showed adherence rates ranging from 60.3% to 98.9%. …”
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The major risk factor of stroke across Indonesia; a nationwide geospatial analysis of universal health coverage program by Andi Alfian Zainuddin, Rais Reskiawan A. Kadir, Hedi Kuswanto, Jumraini Tammasse, Nurul Qalby, Andi Afdal Abdullah, Ari Andini Junaidi, Al Asyary

“…Methods The data were collected from the Social Health Insurance Administration Body, which manages Indonesia’s universal health coverage, between 2017 and 2022. Crude incidence rates for the diseases were calculated and spatial distribution patterns were analyzed using Global and local Moran analysis. …”
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Electrical Activity of the Gastrointestinal Tract in Critically Ill Patients by E. V. Alekseeva, T. S. Popova, P. S. Salnikov, G. A. Baranov, I. N. Pachechnik

“…With an increase in the total severity of the condition and in the magnitude of IF regardless of the disease profile, there were unilateral GIT EA changes, their moderate and rather high correlation with APACHE II, SAPS II, SOFA, LOD scores, IF stage — with 28-day survival rates. The use of glutamine provided an increase in 28-day survival rates in patients with an APACHE II score of > 15 scores and type 2 GIT EA. …”
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Caregiver substance use among families in the U.S. child welfare system: national prevalence estimates by Susan Yoon, Susan Yoon, Charis Stanek, Juan Lorenzo Benavides, Taylor Napier, Yujeong Chang, Choong Rai Nho

“…Distinct patterns emerged in the prevalence rates of alcohol versus drug dependence across caregiver income, education, employment status, and the number of children’s out-of-home placements.DiscussionOur findings highlight nuanced differences between alcohol and drug dependence and point to the need for targeted and contextually responsive programs that address the complex intersection of caregiver substance use and child maltreatment.…”
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HTLV-1 Japanese subgroup in Brazil: phylogenetic and migratory history by Carolina Amianti, Larissa Melo Bandeira, Aline Pedroso Lorenz, Tayana Serpa Ortiz Tanaka, João Américo Domingos, Ana Rita Coimbra Motta-Castro

“…Abstract Background The retrovirus Human T-lymphotropic virus type 1 is classified into different subtypes, and due to its low evolutionary rates, it can be used to explore geographic patterns of origin and dispersion of human populations. …”
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Spatial distribution of stunting among breast feeding children in Sub-Sahara Africa. by Bekahegn Girma, Lealem Dibku Sasahu, Azizur Rahman

“…Stunting clustering and geographic patterns were evaluated using Geographic Information Systems and spatial analytic methods such as Getis-Ord Gi* and Global Moran's I. …”
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Parameters for the mathematical modelling of Clostridium difficile acquisition and transmission: a systematic review. by Eroboghene H Otete, Anand S Ahankari, Helen Jones, Kirsty J Bolton, Caroline W Jordan, Tim C Boswell, Mark H Wilcox, Neil M Ferguson, Charles R Beck, Richard L Puleston

“…Forty-nine studies gave recurrence rates of between 3% and 49% but were limited by varying definitions of recurrence. …”
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Sustainable development of mortgage lending: economic challenges and prospects by J.S. Mukhamedov, T.S. Sokira, Z. Kuldasheva

“…As a result, a forecasting model was developed, incorporating GDP growth, lending interest rates, and the level of non-performing loans as independent variables. …”
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The association between reported artificial light and reported physical activity at night: the mediating roles of environmental restorativeness and perceived safety by Hansen Li, Qian Liu, Ying Yang, Liming Liu, Guodong Zhang, Xing Zhang, Mingyue Yin, Yang Cao, Matthew H. E. M. Browning

“…In contrast, subjective artificial light at night, when rated within a certain range (≥4), was positively associated with perceived safety, environmental restorativeness, and nighttime physical activity. …”
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THE RELEVANCE OF A COMPREHENSIVE ANALYSIS OF MEDICAL AND DEMOGRAPHIC PROBLEMS IN CONNECTION WITH THE HARMFUL EFFECTS ON HUMANS OF ENVIRONMENTAL FACTORS IN KUZBASS by Андрей Георгиевич Петров, Виктор Андреевич Семенихин, Ольга Владимировна Хорошилова, Сергей Николаевич Филимонов, Юлия Александровна Сашко

“…The goal is to identify patterns of changes that have occurred with medical and demographic indicators in connection with the harmful effects on humans of environmental factors in Kuzbass. …”
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