AIMC Topic: Risk Assessment

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Development of a risk prediction model for secondary infection in severe/critical COVID-19 patients.

BMC infectious diseases May 21, 2025
OBJECTIVE: This study aimed to develop a predictive model for secondary infections in patients with severe or critical COVID-19 by analyzing clinical characteristics and laboratory indicators.
Aged Adult Male SARS-CoV-2 Risk Factors Severity of Illness Index Procalcitonin Interleukin-8 Middle Aged Risk Assessment Respiration, Artificial Humans Machine Learning COVID-19 Retrospective Studies Critical Illness Female Coinfection
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A new method for drinking water quality risk assessment based on data-driven.

Environmental geochemistry and health May 21, 2025
Risk assessment of water quality plays a crucial role in sustainable management of water resource. However, evaluating drinking water quality risk for different types of water within the same framework is a challenging task. The Water Quality Index (...
Fuzzy Logic Water Quality Drinking Water Risk Assessment Environmental Monitoring Water Pollutants, Chemical Machine Learning
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Early Prediction of Mortality Risk in Acute Respiratory Distress Syndrome: Systematic Review and Meta-Analysis.

Journal of medical Internet research May 20, 2025
BACKGROUND: Acute respiratory distress syndrome (ARDS) is a life-threatening condition associated with high mortality rates. Despite advancements in critical care, reliable early prediction methods for ARDS-related mortality remain elusive. Accurate ...
Prognosis Risk Assessment Respiratory Distress Syndrome Humans Machine Learning
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Ethical and social issues in prediction of risk of severe mental illness: a scoping review and thematic analysis.

BMC psychiatry May 19, 2025
BACKGROUND: Over the last decade, there has been considerable development in precision psychiatry, especially in the development of novel prediction tools that can be used for early prediction of the risk of developing a severe mental disorder such a...
Humans Mental Disorders Risk Assessment
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Optimizing Strategy for Lung Cancer Screening: From Risk Prediction to Clinical Decision Support.

JCO clinical cancer informatics May 7, 2025
PURPOSE: Low-dose computed tomography (LDCT) screening is effective in reducing lung cancer mortality by detecting the disease at earlier, more treatable stages. However, high false-positive rates and the associated risks of subsequent invasive diagn...
Early Detection of Cancer Aged Humans Male Tomography, X-Ray Computed Risk Assessment Machine Learning Middle Aged Female Decision Support Systems, Clinical Risk Factors Lung Neoplasms
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Analysis of collapse risks under cut and cover method based on multi-state fuzzy Bayesian network.

PloS one May 7, 2025
The collapse accidents under cut and cover method in metro station construction occurred frequently, leading to severe casualties and property damage. With increasing of metro station construction in China, more and more attention has been paid to co...
Risk Assessment Bayes Theorem China Humans Railroads Fuzzy Logic Structure Collapse
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Could vehicles analyze driving risks using human fuzzy semantic logic? A data-knowledge-driven new perspective.

Accident; analysis and prevention May 6, 2025
Accurate risk identification is crucial for ensuring the safe operation of Host vehicles (HoVs) in environments shared with Neighboring vehicles (NeVs). Traditional risk identification mechanisms typically rely on large amounts of precise numerical d...
Humans Risk Assessment Fuzzy Logic Automobiles Accidents, Traffic Automobile Driving Semantics
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Unveiling new insights into migraine risk stratification using machine learning models of adjustable risk factors.

The journal of headache and pain May 6, 2025
BACKGROUND: Migraine ranks as the second-leading cause of global neurological disability, affecting approximately 1.1 billion individuals worldwide with severe quality-of-life impairments. Although adjustable risk factors-including environmental expo...
Risk Assessment Migraine Disorders Mendelian Randomization Analysis Risk Factors Male Humans Machine Learning Female
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A framework for real-time traffic risk prediction incorporating cost-sensitive learning and dynamic thresholds.

Accident; analysis and prevention May 5, 2025
In recent years, researchers have explored an innovative approach that leverages real vehicle trajectory data to simultaneously derive traffic state and risk level for real-time risk prediction, which is crucial for traffic safety. However, existing ...
Risk Assessment Accidents, Traffic Automobile Driving Machine Learning Algorithms Humans Reproducibility of Results
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Development and Validation of a Novel Prediction Model for Hearing Loss From Cisplatin Chemotherapy.

Journal of clinical oncology : official journal of the American Society of Clinical Oncology May 5, 2025
PURPOSE: Cisplatin treats many common tumors but causes permanent and debilitating hearing loss (HL). The objective of this study was to develop and externally validate a predictive model of HL in cisplatin-treated children and adolescent cancer surv...
Neoplasms Infant Antineoplastic Agents Young Adult Male Risk Assessment Humans Cisplatin Adolescent Machine Learning Hearing Loss Child, Preschool Female Cancer Survivors Child
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