Quantified Database for Methane Dehydroaromatization Reaction by Nagat Elrefaei (21385544)

“…Most of the reported claims aligned with the reported data; however, they were only satisfied within a very narrow range of conditions which demonstrates how critical the correlation between the parameters is on the catalytic performance. This work proposed a simple decay model to quantify the rate of deactivation for the different studies. …”

Predicting the Heats of Fusion of Ionic Liquids via Group Contribution Modeling and Machine Learning by Zeinab, Samira Jihad

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RETRACTED_Impact of Activation, Optimization, and Regularization Methods on the Facial Expression Model Using CNN by Irfan Ali Kandhro (17541876)

“…Facial expressions may be acquired from databases like CK+ and JAFFE using this novel FER technique based on activations, optimizations, and regularization parameters. …”

Explainable machine learning model and reliability analysis for flexural capacity prediction of RC beams strengthened in flexure with FRCM by Tadesse G. Wakjira (14779165)

“…Beam geometry, internal steel reinforcement area, FRCM reinforcement area, and mechanical characteristics of concrete, steel, and FRCM are the main input parameters included in the database. Among the studied ML models, the xgBoost model is the most accurate model with the highest coefficient of determination (R2 = 99.3%) and least root mean square (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE). …”

Deep Learning-Based Coding Strategy for Improved Cochlear Implant Speech Perception in Noisy Environments by Billel Essaid (22047578)

“…The second strategy builds on this framework by additionally incorporating bidirectional gated recurrent units (Bi-GRU) alongside TCN and MHA layers, further refining sequence modeling and enhancing noise reduction. The optimal model configuration, using TCN-MHA-Bi-GRU with a kernel size of 16, achieved a compact model size of 788K parameters and recorded training, and validation losses of 0.0350 and 0.0446, respectively. …”

Hoek-Brown Strength Criterion for Actively Confined Concrete by Tabbara, Mazen

“…The normalized two-parameter Hoek–Brown criterion provides a simpler and more robust fit than theoretical and empirical models previously proposed in the literature for actively confined concrete. …”
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Real-Time Smart-Digital Stethoscope System for Heart Diseases Monitoring by Muhammad E.H. Chowdhury (17151154)

“…This paper proposes a prototype model of a smart digital-stethoscope system to monitor patient’s heart sounds and diagnose any abnormality in a real-time manner. …”

Comparative Assessment of Environmental Sustainability for Different Water Distribution Networks by Rabah, Abdallah

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Regional-scale co-seismic landslide assessment using limit equilibrium analysis by Saade, Angela

“…For this purpose, we conduct a parametric study to identify the relationship between the critical acceleration of the slope, the slope angle, and the slope shear strength parameters. We model typical slopes in the Rocscience software SLIDE using Bishop's limit equilibrium method to identify the critical accelerations that corresponds to a failure plane with factor of safety equal to one. …”
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Analysis and optimization of concentrated solar power plant for application in arid climate by Mutaz B. Elbeh (14778358)

“…<p dir="ltr">In this research study, the concentrated solar power (CSP) technology is reviewed for designing and optimizing a CSP tower plant for arid climate regions such as Qatar. A database for all CSP projects around the world is created, and a spreadsheet model for calculating the available solar irradiance is developed. …”

A frontier‐based managerial approach for relative sustainability performance assessment of the world's airports by Murat Kucukvar (11190248)

“…In this regard, eco-efficiency analysis is carried out with four different models using input-oriented modeling with multiple undesirable environmental inputs (energy, carbon, water, and waste) and desirable outputs (revenue, passenger and employment) to compare efficiency and sustainability levels of airports in different contexts. …”

Artificial Intelligence–Based Methods for Integrating Local and Global Features for Brain Cancer Imaging: Scoping Review by Hazrat Ali (421019)

“…Among the included architectures, UNet transformer and TransUNet had the highest number of parameters and thus needed a cluster of as many as 8 graphics processing units for model training. …”

Pharmacist input to depression screening and management in patients with diabetes: a systematic review by Mai I. AL‑Hawamdeh (22798782)

“…Data extraction was based on Donabedian’s quality-of-care model, which categorizes findings into structure, process, and outcome. …”

Overview of Artificial Intelligence–Driven Wearable Devices for Diabetes: Scoping Review by Arfan Ahmed (17541309)

“…</p><h3>Objective</h3><p dir="ltr">This review aimed to provide an overview of AI-driven WD features for diabetes and their use in monitoring diabetes-related parameters.</p><h3>Methods</h3><p dir="ltr">We searched 7 of the most popular bibliographic databases using 3 groups of search terms related to diabetes, WDs, and AI. …”

A Comparative Study of Contemporary Learning Paradigms in Bug Report Priority Detection by Eyüp Halit Yilmaz (21400700)

“…We find that transformer encoder-only models outperform in classification tasks measured by the precision, recall, and F1 score transformer decoder-only models despite an order of magnitude gap between the number of parameters. …”

Multimodal deep learning for liver cancer applications: a scoping review by Aisha Siam (17293957)

“…The introduction of deep learning models with multimodal data can enhance the diagnosis and improve physicians' decision-making for cancer patients.…”

Allergen immunotherapy for atopic dermatitis: Systematic review and meta-analysis of benefits and harms by Juan José, Yepes-Nuñez

“…MethodsAs part of the 2022 American Academy of Allergy, Asthma & Immunology/American College of Allergy, Asthma and Immunology Joint Task Force on Practice Parameters AD Guideline update, we searched the MEDLINE, EMBASE, CENTRAL, CINAHL, LILACS, Global Resource for Eczema Trials, and Web of Science databases from inception to December 2021 for randomized controlled trials comparing subcutaneous immunotherapy (SCIT), sublingual immunotherapy (SLIT), and/or no AIT (placebo or standard care) for guideline panel–defined patient-important outcomes: AD severity, itch, AD-related quality of life (QoL), flares, and adverse events. …”
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