AIMC Topic: United States

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Machine Learning Potential for Identifying and Forecasting Complex Environmental Drivers of Infections in the United States.

Environmental health perspectives Jan 23, 2025
BACKGROUND: Environmental change in coastal areas can drive marine bacteria and resulting infections, such as those caused by , with both foodborne and nonfoodborne exposure routes and high mortality. Although ecological drivers of in the environmen...
Vibrio vulnificus Forecasting United States Vibrio Infections Humans Machine Learning
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Artificial Intelligence In Health And Health Care: Priorities For Action.

Health affairs (Project Hope) Jan 22, 2025
The field of artificial intelligence (AI) has entered a new cycle of intense opportunity, fueled by advances in deep learning, including generative AI. Applications of recent advances affect many aspects of everyday life, yet nowhere is it more impor...
Health Policy Health Priorities Artificial Intelligence Delivery of Health Care Humans United States
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Robust Automated Harmonization of Heterogeneous Data Through Ensemble Machine Learning: Algorithm Development and Validation Study.

JMIR medical informatics Jan 22, 2025
BACKGROUND: Cohort studies contain rich clinical data across large and diverse patient populations and are a common source of observational data for clinical research. Because large scale cohort studies are both time and resource intensive, one alter...
Humans Machine Learning Algorithms Female Cohort Studies United States
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Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study.

JMIR medical informatics Jan 21, 2025
BACKGROUND: Prediction models have demonstrated a range of applications across medicine, including using electronic health record (EHR) data to identify hospital readmission and mortality risk. Large language models (LLMs) can transform unstructured ...
Emergency Service, Hospital Humans Large Language Models Mental Disorders Electronic Health Records United States Mental Health Natural Language Processing
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Developing multifactorial dementia prediction models using clinical variables from cohorts in the US and Australia.

Translational psychiatry Jan 21, 2025
Existing dementia prediction models using non-neuroimaging clinical measures have been limited in their ability to identify disease. This study used machine learning to re-examine the diagnostic potential of clinical measures for dementia. Data was s...
Genotype United States Australia Alzheimer Disease Apolipoproteins E Male Dementia Cohort Studies Aged Aged, 80 and over Humans Neural Networks, Computer Machine Learning Female
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Integrating Remote Sensing and Soil Features for Enhanced Machine Learning-Based Corn Yield Prediction in the Southern US.

Sensors (Basel, Switzerland) Jan 18, 2025
Efficient and reliable corn ( L.) yield prediction is important for varietal selection by plant breeders and management decision-making by growers. Unlike prior studies that focus mainly on county-level or controlled laboratory-scale areas, this stud...
Machine Learning United States Algorithms Remote Sensing Technology Soil Zea mays Agriculture
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Mitigating bias in AI mortality predictions for minority populations: a transfer learning approach.

BMC medical informatics and decision making Jan 17, 2025
BACKGROUND: The COVID-19 pandemic has highlighted the crucial role of artificial intelligence (AI) in predicting mortality and guiding healthcare decisions. However, AI models may perpetuate or exacerbate existing health disparities due to demographi...
COVID-19 Retrospective Studies Female Artificial Intelligence Machine Learning Middle Aged United States Minority Groups Aged Adult Male Humans
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Reimbursement and Regulatory Landscape for Artificial Intelligence in Medical Technology.

Gastrointestinal endoscopy clinics of North America Jan 16, 2025
Integration of artificial intelligence (AI) into medical devices and services promises significant improvements in the diagnosis and treatment of disease. This article reviews current payment pathways for AI medical technology and the regulatory issu...
Computer Security Reimbursement Mechanisms United States United States Food and Drug Administration Humans Biomedical Technology Artificial Intelligence
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Artificial intelligence and machine learning in veterinary medicine: a regulatory perspective on current initiatives and future prospects.

American journal of veterinary research Jan 16, 2025
The US FDA's Center for Veterinary Medicine (CVM) is advancing its leadership in veterinary science by integrating AI and machine learning (ML) into its regulatory framework and scientific initiatives. This paper explores the CVM's strategic approach...
Humans United States Artificial Intelligence United States Food and Drug Administration Machine Learning Veterinary Medicine Animals
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Analyzing Geospatial and Socioeconomic Disparities in Breast Cancer Screening Among Populations in the United States: Machine Learning Approach.

JMIR cancer Jan 16, 2025
BACKGROUND: Breast cancer screening plays a pivotal role in early detection and subsequent effective management of the disease, impacting patient outcomes and survival rates.
Behavioral Risk Factor Surveillance System Socioeconomic Disparities in Health Middle Aged United States Healthcare Disparities Female Mass Screening Socioeconomic Factors Humans Spatial Analysis Aged Early Detection of Cancer Social Determinants of Health Machine Learning Breast Neoplasms Mammography
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