Impact of pandemic service changes on ethnic inequalities in maternal and perinatal outcomes in England: a population-based study by Andrew Judge, Erik Lenguerrand, Tim Draycott, Stamatina Iliodromiti, Asma Khalil, Buthaina Ibrahim, Jennifer Elizabeth Jardine

“…While similar overall changes in adverse outcomes were seen in all groups, existing inequalities were sustained throughout the pandemic periods.Interpretation Existing inequalities in adverse maternal and perinatal/neonatal outcomes were maintained, not tempered, during the pandemic, despite substantial changes to maternity services and care. …”
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Impacted lower third molar classification and difficulty index assessment: comparisons among dental students, general practitioners and deep learning model assistance by Paniti Achararit, Chawan Manaspon, Chavin Jongwannasiri, Promphakkon Kulthanaamondhita, Chumpot Itthichaisri, Soranun Chantarangsu, Thanaphum Osathanon, Ekarat Phattarataratip, Kraisorn Sappayatosok

“…Additionally, we compared these parameters and the time required for interpretation among deep learning (DL) models, sixth-year dental students (DSs), and general dental practitioners (GPs) with and without CNN assistance. …”
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Choroidal Thickness in Eyes with Band Atrophy of the Optic Nerve from Chiasmal Compression by Luiz Guilherme Marchesi Mello, Ana Claudia F. Suzuki, Giuliana Rovito de Mello, Rony Carlos Preti, Leandro C. Zacharias, Mário L. R. Monteiro

“…While further studies are needed to interpret these findings, choroidal thinning is most likely not secondary to optic nerve disease-related inner retinal neural loss.…”
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The use of bacterial culture for Leptospirosis di- agnosis in female water buffaloes by Rosaura Pérez-Gil, Oriana Gavidia, Juan Torres

“…However, the low antibody titers in chronic infections induced by strains adapted to bovines can limit the interpretation of the correct results. The bacteriological culture of Leptospira spp. is the gold standard test because it can demonstrate the agent’s presence. …”
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Socio-economic inequalities in access to COVID-19 tests in France in 2020: evidence from the EPICOV socio-epidemiological cohort by Pierre-Yves Geoffard, Pierre-Yves Geoffard, Florence Jusot, Antoine Sireyjol, Josiane Warszawski, Nathalie Bajos

“…However, there was no link between testing and income, education, or ethno-racial status.InterpretationWhen an individual experiences symptoms but has no close relative who is positive, the motivation to test to avoid transmitting the virus to relatives by isolating oneself is particularly strong. …”
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Establishment and validation of predictive model of ARDS in critically ill patients by Senhao Wei, Hua Zhang, Hao Li, Chao Li, Ziyuan Shen, Yiyuan Yin, Zhukai Cong, Zhaojin Zeng, Qinggang Ge, Dongfeng Li, Xi Zhu

“…SHapley Additive ex Planations (SHAP) is used to interpret ML models. Results 400 critically ill patients were included in the analysis, with 117 developing ARDS during follow-up. …”
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Trends in depressive symptoms among high school students with and without health-risk behaviors in the United States: A population-based studyResearch in context by Tanner J. Bommersbach, Mark Olfson, Taeho Greg Rhee

“…In subgroup analyses, there was a disproportionately large increase in depressive symptoms among students reporting cannabis use, high-risk screen time, shorter sleep hours, and unhealthy weight perception. Interpretation: Depressive symptoms increased faster among high school students without than with multiple behavioral risk factors. …”
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Evaluating the feasibility, sensitivity, and specificity of next-generation molecular methods for pleural infection diagnosis by Peter T. Bell, Timothy Baird, John Goddard, Olusola S. Olagoke, Andrew Burke, Shradha Subedi, Tiana R. Davey, James Anderson, Derek S. Sarovich, Erin P. Price

“…However, we encountered challenges that complicated pleural infection interpretation, including: (i) uncertainties regarding microbial pathogenicity and the impact of prior antibiotic therapy on diagnostic performance; (ii) lack of a clinical diagnostic gold-standard for molecular performance comparisons; (iii) potential microbial contamination during specimen collection or processing; and (iv) difficulties distinguishing background microbial noise from true microbial signal in low-biomass specimens. …”
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Analisis dan Perbaikan Proses Bisnis Sistem Terintegrasi Pembayaran Uang Kuliah dengan Metode Business Process Improvement (BPI) pada Universitas X by Ni Wayan Emmy Rosiana Dewi, Putu Yogie Ayu Nirmala, I Made Suwija Putra, A.A. Kompiang Oka Sudana

“…Business Process Improvement (BPI) is one of the methods applied to implement Continuous Improvement. BPI can be interpreted as a systematic framework that has the aim of helping to realize significant progress in the running of business processes in an organization. …”
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Comprehensive Sepsis Risk Prediction in Leukemia Using a Random Forest Model and Restricted Cubic Spline Analysis by Kou Y, Tian Y, Ha Y, Wang S, Sun X, Lv S, Luo B, Yang Y, Qin L

“…Shapley additive explanations (SHAP) were applied to interpret the results, and restricted cubic spline (RCS) regression explored the nonlinear relationships between variables and sepsis risk. …”
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Mise en oeuvre d’une politique pour une génération sans tabac au Canada : estimation des répercussions à long terme by Doug Coyle

“…L’utilisation de taux d’actualisation plus élevés et l’inclusion des coûts de santé non liés ont eu peu de répercussions sur l’interprétation des résultats. ConclusionLa mise en oeuvre d’une PGST procurera des avantages considérables pour la santé de la population canadienne. …”
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Sparse attention convolution-ViT model for working condition recognition in zinc flotation by Yue SU, Zhaohui TANG, Yongfang XIE, Xiaoliang GAO, Hu ZHANG, Weiye MA, Haiyang TANG

“…This unit allows adaptive weighting of extracted features in the image, enhancing model interpretability and optimizing feature transfer. By effectively capturing the relevant features, the attention-gated unit helps the model to focus on critical features of the froth images that can indicate the working conditions. …”
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Entrepreneurship education for women through project-based flipped learning: The impact of innovativeness and risk-taking on course satisfaction by Seung-chul Yoo, Tu Anh Truong, Kwanghee Jung

“…In terms of statistical evaluation, the study employed Generalized Structured Component Analysis (GSCA), a powerful component-based SEM technique, thus ensuring a robust and academically rigorous interpretation of the data. FINDINGS: Our research sought to understand the effects of learners’ characteristics, specifically innovativeness and risk-taking, on course satisfaction in Project-Based Flipped Learning (PBFL). …”
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A deep learning model for assistive decision-making during robot-aided rehabilitation therapies based on therapists’ demonstrations by David Martínez-Pascual, José M. Catalán, Luís D. Lledó, Andrea Blanco-Ivorra, Nicolás García-Aracil

“…In addition, the output layer has one neuron with the sigmoid activation function, whose output can be interpreted as a probability of assistance. The model proposed in this study has been evaluated according to different metrics. …”
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Investigating the Asymmetric Impact of the Stock Market Index on the Real Estate Price Index by Sakineh Sojoodi, Morteza Ashoor, Elmira Azizi Norouzabadi

“…The connection between these two assets, housing and stocks, can be interpreted as a substitution effect. This implies that a high return on investment in the stock market may lead investors to divest from the housing market, resulting in a decrease in demand and housing prices. …”
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Identifying community-driven priority questions in acoustic backscatter research by Vincent Lecours, Benjamin Misiuk, Benjamin Misiuk, Felix Butschek, Felix Butschek, Philippe Blondel, Giacomo Montereale-Gavazzi, Vanessa L. Lucieer, Chris McGonigle

“…We analyzed and curated a total of 177 research questions from 73 contributors, and the resulting 104 questions were grouped into eight broad recurring themes: “Technologies”, “Calibration”, “Data acquisition and ground-truthing”, “Data processing”, “Post-processing, quality control, data handling, and curation”, “Data analysis”, “Data interpretation”, and “Applications and end uses”. A follow-up survey based on the final list of questions was distributed to characterize the community working with backscatter and to identify key research priorities.ResultsA total of 120 responses originating from 23 countries were used for the analyses. …”
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Health Care Professionals and Data Scientists’ Perspectives on a Machine Learning System to Anticipate and Manage the Risk of Decompensation From Patients With Heart Failure: Quali... by Joana Seringa, Anna Hirata, Ana Rita Pedro, Rui Santana, Teresa Magalhães

“…In addition, the study identified technical, regulatory and ethical, and adoption and acceptance challenges that need to be overcome for the successful integration of ML models into clinical workflows. Interpretation of the findings suggests that future research should focus on more extensive and diverse samples, incorporate the patient perspective, and explore the impact of ML models on patient outcomes and personalized care in HF management. …”
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MLinvitroTox reloaded for high-throughput hazard-based prioritization of high-resolution mass spectrometry data by Katarzyna Arturi, Eliza J. Harris, Lilian Gasser, Beate I. Escher, Georg Braun, Robin Bosshard, Juliane Hollender

“…Furthermore, as a result of improvements in bioactivity data processing, realized in the concurrently released pytcpl Python package for the custom processing of invitroDBv4.1 input data used for training MLinvitroTox, the current release introduces enhancements in model accuracy, coverage of biological mechanistic targets, and overall interpretability.…”
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THE RECEPTION OF THE PHILOSOPHICAL TRADITION AS A WAY OF FORMING AMERICAN PERSONALISM: THE POST-SECULAR VIEW by V. O. Patsan

“…Conclusions define the resource of Bowne's idea of the “personal interpretation of experience” which inspired the subsequent “personalized” ontological constructions in the personalistic domain established on the North American continent. …”
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Re-examining the Division of Candi Borobudur into Kāmadhātu, Rūpadhātu, and Arūpadhātu by So Tju Shinta LEE, Agus Aris Munandar, Lilawati Kurnia

“… The interpretation that Candi Borobudur is divided into kāmadhātu, rūpadhātu, and arūpadhātu is widely adopted in many writings about Borobudur, despite being questioned by some scholars. …”
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