AIMC Topic: Machine Learning

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Cervical cancer prediction using machine learning models based on routine blood analysis.

Scientific reports Jul 2, 2025
Cervical cancer (CC) is the fourth most common cancer among women globally. The key to preventing and treating CC is early detection, diagnosis, and treatment. This study aimed to develop an interpretable model for predicting CC risk using routine bl...
Adult Retrospective Studies Uterine Cervical Neoplasms Female Middle Aged Humans Aged Machine Learning Algorithms
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Machine learning model and hemoglobin to red cell distribution width ratio evaluates all-cause mortality in pulmonary embolism.

Scientific reports Jul 2, 2025
The ratio of hemoglobin (Hb) to red blood cell distribution width (RDW), known as HRR, functions as an innovative indicator related to prognosis. However, whether HRR can predict the mortality for pulmonary embolism (PE) patients remains ambiguous. A...
Middle Aged Pulmonary Embolism Hemoglobins Erythrocyte Indices Female Prognosis Aged Retrospective Studies Male Humans Machine Learning Proportional Hazards Models
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The construction of HMME-PDT efficacy prediction model for port-wine stain based on machine learning algorithms.

Scientific reports Jul 2, 2025
Hematoporphyrin monomethyl ether-photodynamic therapy (HMME-PDT) is a safe and effective treatment for port-wine stain (PWS). Comprehensive methods for predicting HMME-PDT efficacy based on clinical factors are lacking. This study aims to develop and...
Photosensitizing Agents Port-Wine Stain Hematoporphyrins Child, Preschool Child Algorithms Humans Treatment Outcome Machine Learning Retrospective Studies Photochemotherapy Female Adult Young Adult Male Adolescent
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Advanced machine learning applications in fibromyalgia to assess the relationship between 3D spinal alignment with clinical outcomes.

Scientific reports Jul 2, 2025
This study leveraged machine learning (ML) models to explore the relationship between three-dimensional (3D) spinal alignment parameters and clinical outcomes in patients suffering from fibromyalgia syndrome (FMS). A cohort of 303 FMS patients, diagn...
Female Adult Humans Machine Learning Imaging, Three-Dimensional Fibromyalgia Male Spine Middle Aged Surveys and Questionnaires
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Using graph machine learning to identify functioning in patients with low back pain in terms of ICF.

Scientific reports Jul 2, 2025
As a comprehensive perspective on functioning is useful in patient assessments, the WHO developed the International Classification of Functioning, Disability, and Health (ICF) to provide a standardized terminology and framework for describing and cla...
Low Back Pain Finland International Classification of Functioning, Disability and Health Middle Aged Adolescent Disability Evaluation Machine Learning Electronic Health Records Female Adult Male Aged Young Adult Humans
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Recognition of anxiety and depression using gait data recorded by the kinect sensor: a machine learning approach with data augmentation.

Scientific reports Jul 2, 2025
Anxiety and depression disorders are increasingly common, necessitating methods for real-time assessment and early identification. This study investigates gait analysis as a potential indicator of mental health, using the Microsoft Kinect sensor to c...
Bayes Theorem Gait Gait Analysis Anxiety Disorders Depression Support Vector Machine Machine Learning Female Young Adult Male Anxiety Adult Biomechanical Phenomena Humans
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Implementing partial least squares and machine learning regressive models for prediction of drug release in targeted drug delivery application.

Scientific reports Jul 2, 2025
A combined methodology was performed based on chemometrics and machine learning regressive models in estimation of polysaccharide-coated colonic drug delivery. The release of medication was measured using Raman spectroscopy and the data was used for ...
Machine Learning Drug Liberation Drug Delivery Systems Spectrum Analysis, Raman Least-Squares Analysis
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Optimizing the early diagnosis of neurological disorders through the application of machine learning for predictive analytics in medical imaging.

Scientific reports Jul 2, 2025
Early diagnosis of Neurological Disorders (ND) such as Alzheimer's disease (AD) and Brain Tumors (BT) can be highly challenging since these diseases cause minor changes in the brain's anatomy. Magnetic Resonance Imaging (MRI) is a vital tool for diag...
Humans Neural Networks, Computer Machine Learning Alzheimer Disease Early Diagnosis Deep Learning Nervous System Diseases ROC Curve Magnetic Resonance Imaging
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A multi-modal graph-based framework for Alzheimer's disease detection.

Scientific reports Jul 2, 2025
We propose a compositional graph-based Machine Learning (ML) framework for Alzheimer's disease (AD) detection that constructs complex ML predictors from modular components. In our directed computational graph, datasets are represented as nodes [Formu...
Alzheimer Disease Machine Learning Algorithms Female Humans Image Processing, Computer-Assisted Male Magnetic Resonance Imaging Deep Learning
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Comparative study of five-year cervical cancer cause-specific survival prediction models based on SEER data.

Scientific reports Jul 2, 2025
Cervical cancer (CC) is a major cause of mortality in women, with stagnant survival rates, highlighting the need for improved prognostic models. This study aims to develop and compare machine learning models for predicting five-year cause-specific su...
Prognosis Retrospective Studies Female Aged Humans Machine Learning Middle Aged SEER Program Survival Analysis Proportional Hazards Models Adult Survival Rate Uterine Cervical Neoplasms
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