AIMC Topic: Algorithms

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Comprehensive protein datasets and benchmarking for liquid-liquid phase separation studies.

Genome biology Jul 8, 2025
BACKGROUND: Proteins self-organize in dynamic cellular environments by assembling into reversible biomolecular condensates through liquid-liquid phase separation (LLPS). These condensates can comprise single or multiple proteins, with different roles...
Biomolecular Condensates Databases, Protein Phase Separation Benchmarking Algorithms Proteins
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Machine learning assisted adjustment boosts efficiency of exact inference in randomized controlled trials.

Scientific reports Jul 8, 2025
In this work, we proposed a novel inferential procedure assisted by machine learning based adjustment for randomized control trials. The method was developed under the Rosenbaum's framework of exact tests in randomized experiments with covariate adju...
Computer Simulation Machine Learning Randomized Controlled Trials as Topic Algorithms Humans
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Integrated analysis of WGCNA and machine learning identified diagnostic biomarkers in trauma-induced coagulopathy.

Scientific reports Jul 8, 2025
Despite advancements in trauma care, uncontrolled hemorrhage and trauma-induced coagulopathy (TIC) remain the leading causes of preventable deaths after trauma. Understanding the genetic underpinnings and molecular mechanisms of TIC is crucial for de...
Humans Machine Learning Female Blood Coagulation Disorders Algorithms Wounds and Injuries Male Gene Regulatory Networks Biomarkers Gene Expression Profiling Computational Biology
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Effectiveness of machine learning models in diagnosis of heart disease: a comparative study.

Scientific reports Jul 8, 2025
The precise diagnosis of heart disease represents a significant obstacle within the medical field, demanding the implementation of advanced diagnostic instruments and methodologies. This article conducts an extensive examination of the efficacy of di...
Humans Neural Networks, Computer Algorithms Diagnosis, Computer-Assisted Machine Learning Bayes Theorem Deep Learning Heart Diseases Support Vector Machine
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Machine learning-assisted early detection of keratoconus: a comparative analysis of corneal topography and biomechanical data.

Scientific reports Jul 8, 2025
Keratoconus is a progressive eye disease characterized by the thinning and bulging of the cornea, leading to visual impairment. Early and accurate diagnosis is crucial for effective management and treatment. This study investigates the application of...
Adolescent Keratoconus Early Diagnosis Corneal Topography Cornea Male Adult Biomechanical Phenomena Machine Learning Algorithms Reproducibility of Results Young Adult Female Humans
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Efficient pretraining of ECG scalogram images using masked autoencoders for cardiovascular disease diagnosis.

Scientific reports Jul 8, 2025
Cardiovascular diseases (CVDs) are the leading cause of mortality worldwide, emphasizing the need for accurate and early diagnosis. Electrocardiograms (ECG) provide a non-invasive means of diagnosing various cardiac conditions. However, traditional m...
Deep Learning Electrocardiography Algorithms Cardiovascular Diseases Signal Processing, Computer-Assisted Autoencoder Humans
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A novel model for expanding horizons in sign Language recognition.

Scientific reports Jul 8, 2025
The American Sign Language Recognition Dataset is a pivotal resource for research in visual-gestural languages for American Sign Language and Sign-Language MNIST Dataset. The dataset contains over 64,000 images meticulously labeled with the correspon...
Humans Algorithms Deep Learning Gestures Sign Language
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Structural health monitoring and evaluation method for an immersed tunnel based on deep learning.

Scientific reports Jul 8, 2025
The health monitoring of the subsea-immersed tunnels is essential for the early detection of anomalies and the assurance of their long-term operational safety. This research examines sensor data to evaluate variations in critical parameters and their...
Deep Learning Humans Algorithms
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Robust Bi-CBMSegNet framework for advancing breast mass segmentation in mammography with a dual module encoder-decoder approach.

Scientific reports Jul 8, 2025
Breast cancer is a prevalent disease affecting millions of women worldwide, and early screening can significantly reduce mortality rates. Mammograms are widely used for screening, but manual readings can lead to misdiagnosis. Computer-assisted diagno...
Mammography Radiographic Image Interpretation, Computer-Assisted Breast Image Processing, Computer-Assisted Early Detection of Cancer Humans Female Breast Neoplasms Algorithms
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An enhanced deep learning approach for speaker diarization using TitaNet, MarbelNet and time delay network.

Scientific reports Jul 8, 2025
Speaker diarization, identifying "who spoke when," plays a vital role in speech transcription, supervised fine-tuning of large language models, conversational AI, and audio content analysis by providing labeled speaker segments. Traditional speaker d...
Algorithms Deep Learning Speech Humans Neural Networks, Computer
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