Revisiting the Nexus Between Energy Consumption, Economic Growth, and CO₂ Emissions in India and China: Insights from the Long Short-Term Memory (LSTM) Model by Bartosz Jóźwik, Siba Prasada Panda, Aruna Kumar Dash, Pritish Kumar Sahu, Robert Szwed

“…Using annual data from 1990 to 2021, we implement Long Short-Term Memory (LSTM) neural networks, which outperform traditional linear models in capturing nonlinearities and lagged effects. …”
Get full text

Left Ventricle Blood Attenuation in Non-Contrast Chest CT Scan as a Clue for Prediction of Anemia by Hamid Dahmardeh, Aynaz Gerami, Mahmoud Khansari, Leyla Abdolkarimi, Seyede Sara Pakdaman Kolour, Majid Ghodsi, Hoseinali Danesh, Mohamad Ghazanfari Hashemi

“…Results: There was found to be a linear correlation between blood attenuation in the left ventricle and hemoglobin levels (r=0.33). …”
Get full text

Real‐Time and Site‐Specific Perturbation of Dynamic Subcellular Compartments Using Femtosecond Pulses by Seohee Ma, Bin Dong, Matthew G. Clark, R. Michael Everly, Shivam Mahapatra, Chi Zhang

“…While continuous‐wave lasers rely on linear absorption, femtosecond (fs) lasers enable nonlinear multiphoton absorption confined to the laser focus, offering high axial precision. …”
Get full text

Prognostic impact of systemic inflammation indicators on all-cause and CVD mortality in adults with MASLD by Yaqiong Wang, Kuangyang Chen, Jie Yu, Yifan Tu, Yuxin Zhao, Yikai Zhang, Yepeng Hu, Hong Yang, Han Yan, Chao Zheng

“…Specifically, lymphocyte and platelet count showed an L-shaped association with all-cause mortality in MASLD patients, monocyte and neutrophil count and CRP level demonstrated a positive nonlinear correlation, NLR and MLR presented a linear positive correlation, and PLR presented a U-shaped association (all P < 0.001). …”
Get full text

Association between oxidative balance score and methylation cycle biomarkers in US adults: insights from the national health and nutrition examination survey by Xuna Liu, Yiwen Wang

“…We employed weighted linear regression and restricted cubic spline (RCS) models to analyze the correlations among OBS, and methylation cycle.ResultsIn a nationally representative cohort of US adults (mean age: 47.04 ± 0.25 years; 51.76% female), OBS demonstrated significant associations with key methylation cycle biomarkers. …”
Get full text

Neurocomputational Mechanisms of Sense of Agency: Literature Review for Integrating Predictive Coding and Adaptive Control in Human–Machine Interfaces by Anirban Dutta

“…Methods: I reviewed the foundational and contemporary literature on predictive coding, Kalman filtering, the Linear–Quadratic–Gaussian (LQG) control framework, and active inference. …”
Get full text

The impact of the hypothalamic-pituitary-thyroid axis hormone levels on suicide risk in patients with schizophrenia by E. G. Kornetova, S. A. Galkin, O. A. Lobacheva, I. A. Mednova, A. N. Kornetov, N. A. Bokhan

“…Serum levels of FT3, FT4 and TSH in patients with schizophrenia were determined using enzyme immunoassay kits. Multiple linear regression analysis and single-factor analysis of variance (ANOVA) were used to identify the relationships between the studied indicators. …”
Get full text

Integrated care for people experiencing homelessness: changes in emergency department use and behavioral health symptom severity by Lexie R. Grove, Justin K. Benzer, Maria F. McNeil, Tim Mercer

“…Methods We assessed changes in study measures before and after M3 Team enrollment using multi-level mixed-effects generalized linear models. Data sources included primary data collected as part of the program evaluation and administrative records from a regional health information exchange. …”
Get full text

Serum 25-Hydroxyvitamin D Status and Longitudinal Changes in Weight and Waist Circumference: Influence of Genetic Predisposition to Adiposity. by Sofus C Larsen, Lars Ängquist, Max Moldovan, Ville Huikari, Sylvain Sebert, Alana Cavadino, Tarunveer Singh Ahluwalia, Tea Skaaby, Allan Linneberg, Lise Lotte N Husemoen, Ulla Toft, Oluf Pedersen, Torben Hansen, Karl-Heinz Herzig, Marjo-Riitta Jarvelin, Chris Power, Elina Hyppönen, Berit L Heitmann, Thorkild I A Sørensen

“…We combined 42 adiposity-associated Single Nucleotide Polymorphisms (SNPs) into four scores indicating genetic predisposition to BMI, WC and WHRBMI, or all three traits combined. Linear regression was used to examine the association between serum 25(OH)D and ΔBW or ΔWC, SNP-score × 25(OH)D interactions were examined, and results from the individual cohorts were meta-analyzed. …”
Get full text

Mothers’ Oral Health Literacy and its Relationship with Children’s dmft: A Cross-Sectional Study in an Iranian Population by Samaneh Salarian, Mohammad Reza Ansari Bejestani, Fatemeh Owlia

“…Data were analyzed using SPSS25 software and Mann-Whitney, Kruskal-Wallis, Spearman's correlation coefficient, and multiple linear regression tests. The significance level was considered to be 0.05.Results: Mother’s average oral health literacy score was 60.11±51.78. …”
Get full text

Flaxseed Lignan Complex Administration in Older Human Type 2 Diabetics Manages Central Obesity and Prothrombosis—An Invitation to Further Investigation into Polypharmacy Reduction... by D. E. Barre, K. A. Mizier-Barre, E. Stelmach, J. Hobson, O. Griscti, A. Rudiuk, D. Muthuthevar

“…A univariate repeated measures analysis of covariance (significance P<0.05) was followed by a mixed linear model effects analysis corrected for multiple comparisons (MCC). …”
Get full text

Analysis for Bopivirus B in goats in the Sichuan province, China using a novel TaqMan real-time polymerase chain reaction assay by Kehamo Abi, Youwen Yang, Chen Yang, Kegu Ji’e, Falong Yang

“…Results The assay demonstrated a linear relationship between 2.73 × 103 and 2.73 × 109 copies/µL, with a high correlation coefficient (R2 = 0.999) and amplification efficiency of 109%. …”
Get full text

A systematic study on PM2.5 and PM10 concentration prediction in air pollution using machine learning and deep learning model by Pranshu Patel, Swara Patel, Kanish Shah, Kedar Desai, Samrat Patel, Manan Shah, Samir Patel

“…To determine their predictive effectiveness, various machine learning models, including Linear Regression, Decision Tree, Random Forest, and XGBoost, were compared against a deep learning-based Long Short-Term Memory (LSTM) model. …”
Get full text

Aligning Evapotranspiration from MOD16A2.061 Product to Ground Estimates in Piemonte (NW Italy): an analysis of temporal and spatial biases by E. Ronco, E. C. Borgogno Mondino

“…We compared PET data from 2010 to 2022 with ground-based ET₀ and applied a bias-correction method using linear regression models calibrated on local meteorological time series. …”
Get full text

Men’s recollections of child and adolescent parental bonding and prospective associations with shame in adulthood by Georgia A. Zoumboulis, Kayla A. Mansour, Lauren M. Francis, Christopher J. Greenwood, Craig A. Olsson, Gessica O. Misuraca, Jacqui A. Macdonald

“…Shame was assessed 3 and 4 years later using the Event-Related Shame and Guilt Scale. Linear regressions, using Generalized Estimating Equations (GEEs), were performed to examine associations between parental bonding with the participants’ mothers and fathers separately and shame at the two subsequent timepoints. …”
Get full text

A GIS-Independent method of Stream-Order-Law Ratios Prediction in Catchments for direct Runoff Hydrograph Estimation by Mostafa Akbari Kheirabadi, Touraj Sabzevari, Andrea Petroselli, Mohsen Tarahi

“…The equations presented herein have been developed based on non-linear regressions of data from nine catchments. …”
Get full text

Synthesis of copper sulphide thin film on Indium Tin Oxide glass plate by SILAR method and its characterization by Arjunan Krishnaveni, Gnanasangeetha David Selvaraj, Anitha Nilavan, Susai Rajendran, Časlav Lacnjevac, Hashem Abdulhameed Al

“…The polarization study reveals that the linear polarization resistance (LPR) value decreases, when compared to ITO plate immersed in sea water. …”
Get full text

Exploring personal, community, and societal conditions associated with South Korean new graduate nurses’ organizational socialization: a cross-sectional survey study by Jihye Song, Jeongsuk Lee, Youmin Cho, Ahyoung Jeon, Moonhee Gang

“…Bivariate analyses and multiple linear regression were conducted to determine the associations between organizational socialization and these factors. …”
Get full text

Warming increases richness and shapes assemblages of eukaryotic parasitic plankton by Amruta Rajarajan, Sławek Cerbin, Kingsly C. Beng, Michael T. Monaghan, Justyna Wolinska

“…Other groups exhibited clear seasonal trends with richness of oomycetes peaking in spring and summer, and that of Cryptomycota in winter and autumn. A general linear model revealed a marginally positive correlation between chytrid parasite richness and richness of their green algal, diatom, and dinoflagellate hosts. …”
Get full text

Comparative assessment of satellite-based models through Planetscope and landsat-8 for determining physico-chemical water quality parameters in Varuna River (India) by Bikash Ranjan Parida, Shivangi Tiwari, Chandra Shekhar Dwivedi, Arvind Chandra Pandey, Bhaskar Singh, Mukunda Dev Behera, Navneet Kumar

“…Surface reflectance and band ratios are mainly utilized as input data to develop linear regression with measured water quality data. …”
Get full text