AIMC Topic: Validation Studies as Topic

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Features spaces and a learning system for structural-temporal data, and their application on a use case of real-time communication network validation data.

PloS one Feb 6, 2020
The service quality and system dependability of real-time communication networks strongly depends on the analysis of monitored data, to identify concrete problems and their causes. Many of these can be described by either their structural or temporal...
Neural Networks, Computer Machine Learning Reproducibility of Results Humans Data Accuracy Validation Studies as Topic Datasets as Topic Time Factors Mobile Applications Data Mining Communication Deep Learning Computer Systems
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Filtering maxRatio results with machine learning models increases quantitative PCR accuracy over the fit point method.

Journal of microbiological methods Dec 4, 2019
With qPCR reaching thousands of reactions per run, assay validation needs automation. We applied support vector machine to qPCR analysis and we could identify reactions with 100% accuracy, dispensing them from further validation. We achieved a greatl...
Algorithms Real-Time Polymerase Chain Reaction Models, Theoretical Humans Machine Learning Data Analysis Support Vector Machine Validation Studies as Topic
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Applying density-based outlier identifications using multiple datasets for validation of stroke clinical outcomes.

International journal of medical informatics Oct 3, 2019
INTRODUCTION: Clinicians commonly use the modified Rankin Scale (mRS) and the Barthel Index (BI) to measure clinical outcome after stroke. These are potential targets in machine learning models for stroke outcome prediction. Therefore, the quality of...
Cluster Analysis Taiwan Stroke Outcome Assessment, Health Care Validation Studies as Topic Datasets as Topic Aged Male Treatment Outcome Prospective Studies Female Humans Machine Learning Algorithms Research Design
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The Deep Learning-Based Recommender System "Pubmender" for Choosing a Biomedical Publication Venue: Development and Validation Study.

Journal of medical Internet research May 24, 2019
BACKGROUND: It is of great importance for researchers to publish research results in high-quality journals. However, it is often challenging to choose the most suitable publication venue, given the exponential growth of journals and conferences. Alth...
Publications Validation Studies as Topic Humans Biomedical Research Deep Learning
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Detecting Developmental Delay and Autism Through Machine Learning Models Using Home Videos of Bangladeshi Children: Development and Validation Study.

Journal of medical Internet research Apr 24, 2019
BACKGROUND: Autism spectrum disorder (ASD) is currently diagnosed using qualitative methods that measure between 20-100 behaviors, can span multiple appointments with trained clinicians, and take several hours to complete. In our previous work, we de...
Autism Spectrum Disorder Female Male Child, Preschool Child Validation Studies as Topic Humans Machine Learning Video Recording Bangladesh Developmental Disabilities
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Automated Closed- and Open-Loop Validation of Knowledge-Based Planning Routines Across Multiple Disease Sites.

Practical radiation oncology Mar 1, 2019
PURPOSE: Knowledge-based planning (KBP) clinical implementation necessitates significant upfront effort, even within a single disease site. The purpose of this study was to demonstrate an efficient method for clinicians to assess the noninferiority o...
Disease Humans Knowledge Bases Retrospective Studies Validation Studies as Topic Male Radiotherapy, Intensity-Modulated
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Accuracy of Samsung Gear S Smartwatch for Activity Recognition: Validation Study.

JMIR mHealth and uHealth Feb 6, 2019
BACKGROUND: Wearable accelerometers have greatly improved measurement of physical activity, and the increasing popularity of smartwatches with inherent acceleration data collection suggest their potential use in the physical activity research domain;...
Smartphone Validation Studies as Topic Accelerometry Female Actigraphy Humans Male Human Activities Machine Learning Middle Aged Recognition, Psychology
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Unsupervised Machine Learning to Identify High Likelihood of Dementia in Population-Based Surveys: Development and Validation Study.

Journal of medical Internet research Jul 9, 2018
BACKGROUND: Dementia is increasing in prevalence worldwide, yet frequently remains undiagnosed, especially in low- and middle-income countries. Population-based surveys represent an underinvestigated source to identify individuals at risk of dementia...
Male Humans Validation Studies as Topic Female Middle Aged Dementia Prevalence Longitudinal Studies Unsupervised Machine Learning
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Leveraging Foundational Models in Computational Biology: Validation, Understanding, and Innovation.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing Jan 1, 2025
Large Language Models (LLMs) have shown significant promise across a wide array of fields, including biomedical research, but face notable limitations in their current applications. While they offer a new paradigm for data analysis and hypothesis gen...
Validation Studies as Topic Humans Computational Biology Natural Language Processing
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ClinValAI: A framework for developing Cloud-based infrastructures for the External Clinical Validation of AI in Medical Imaging.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing Jan 1, 2025
Artificial Intelligence (AI) algorithms showcase the potential to steer a paradigm shift in clinical medicine, especially medical imaging. Concerns associated with model generalizability and biases necessitate rigorous external validation of AI algor...
Algorithms Female Breast Neoplasms Humans Artificial Intelligence Workflow Validation Studies as Topic Cloud Computing Computational Biology Mammography Diagnostic Imaging
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