AIMC Topic: Validation Studies as Topic

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Clinical validation of an artificial intelligence-based decision support system for diagnosis and risk stratification of heart failure (STRATIFYHF): a protocol for a prospective, multicentre longitudinal study.

BMJ open Jan 7, 2025
INTRODUCTION: Heart failure (HF) is a complex clinical syndrome. Accurate risk stratification and early diagnosis of HF are challenging as its signs and symptoms are non-specific. We propose to address this global challenge by developing the STRATIFY...
Aged Male Middle Aged Prospective Studies Prognosis Female Observational Studies as Topic Multicenter Studies as Topic Heart Failure Validation Studies as Topic Risk Assessment Decision Support Systems, Clinical Longitudinal Studies Humans Artificial Intelligence
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Artificial intelligence in mammography: a systematic review of the external validation.

Revista brasileira de ginecologia e obstetricia : revista da Federacao Brasileira das Sociedades de Ginecologia e Obstetricia Sep 4, 2024
OBJECTIVE: To conduct a systematic review of external validation studies on the use of different Artificial Intelligence algorithms in breast cancer screening with mammography.
Breast Neoplasms Early Detection of Cancer Mammography Validation Studies as Topic Algorithms Humans Female Artificial Intelligence Sensitivity and Specificity
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Availability and reporting quality of external validations of machine-learning prediction models with orthopedic surgical outcomes: a systematic review.

Acta orthopaedica Apr 18, 2021
Background and purpose - External validation of machine learning (ML) prediction models is an essential step before clinical application. We assessed the proportion, performance, and transparent reporting of externally validated ML prediction models ...
Decision Support Techniques Treatment Outcome Models, Statistical Validation Studies as Topic Humans Machine Learning Orthopedic Procedures
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Pitfalls in training and validation of deep learning systems.

Best practice & research. Clinical gastroenterology Dec 4, 2020
The number of publications in endoscopic journals that present deep learning applications has risen tremendously over the past years. Deep learning has shown great promise for automated detection, diagnosis and quality improvement in endoscopy. Howev...
Humans Deep Learning Validation Studies as Topic
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Inconsistency in the use of the term "validation" in studies reporting the performance of deep learning algorithms in providing diagnosis from medical imaging.

PloS one Sep 11, 2020
BACKGROUND: The development of deep learning (DL) algorithms is a three-step process-training, tuning, and testing. Studies are inconsistent in the use of the term "validation", with some using it to refer to tuning and others testing, which hinders ...
Diagnostic Imaging Humans Journal Impact Factor Periodicals as Topic Machine Learning Validation Studies as Topic Algorithms
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Clinico-radiological characteristic-based machine learning in reducing unnecessary prostate biopsies of PI-RADS 3 lesions with dual validation.

European radiology Jun 10, 2020
OBJECTIVE: To evaluate machine learning-based classifiers in detecting clinically significant prostate cancer (PCa) with Prostate Imaging Reporting and Data System (PI-RADS) score 3 lesions.
Validation Studies as Topic Image-Guided Biopsy Unnecessary Procedures Prostatic Neoplasms Prostate-Specific Antigen Prostate Multiparametric Magnetic Resonance Imaging ROC Curve Machine Learning Male Logistic Models Decision Trees Retrospective Studies Middle Aged Support Vector Machine Area Under Curve Ultrasonography Humans Radiography Reproducibility of Results Aged Aged, 80 and over
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How to Approach and Interpret Studies on AI in Gastroenterology.

Gastroenterology Apr 6, 2020
Models, Statistical Data Interpretation, Statistical Validation Studies as Topic Gastrointestinal Diseases Humans Risk Factors Artificial Intelligence Gastroenterology Prognosis Risk Assessment
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Learning Latent Space Representations to Predict Patient Outcomes: Model Development and Validation.

Journal of medical Internet research Mar 23, 2020
BACKGROUND: Scalable and accurate health outcome prediction using electronic health record (EHR) data has gained much attention in research recently. Previous machine learning models mostly ignore relations between different types of clinical data (i...
Prognosis Female Risk Factors Aged Male Validation Studies as Topic Humans Machine Learning
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Virtual reality operating room with AI guidance: design and validation of a fire scenario.

Surgical endoscopy Feb 18, 2020
BACKGROUND: Operating room (OR) fires are uncommon but disastrous events. Inappropriate handling of OR fires can result in injuries, even death. Aiming to simulate OR fire emergencies and effectively train clinicians to react appropriately, we have d...
Operating Rooms Virtual Reality Fires Validation Studies as Topic Humans Artificial Intelligence Female Male
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Integrating artificial intelligence into the clinical practice of radiology: challenges and recommendations.

European radiology Feb 17, 2020
Artificial intelligence (AI) has the potential to significantly disrupt the way radiology will be practiced in the near future, but several issues need to be resolved before AI can be widely implemented in daily practice. These include the role of th...
Reproducibility of Results Deep Learning Radiology Machine Learning Algorithms Forecasting Humans Radiologists Artificial Intelligence Validation Studies as Topic Information Dissemination
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