AIMC Topic: Data Science

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Enriching Data Science and Health Care Education: Application and Impact of Synthetic Data Sets Through the Health Gym Project.

JMIR medical education Jan 16, 2024
Large-scale medical data sets are vital for hands-on education in health data science but are often inaccessible due to privacy concerns. Addressing this gap, we developed the Health Gym project, a free and open-source platform designed to generate s...
Artificial Intelligence Exercise Humans Health Education Data Science HIV Infections
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Combining Digital and Molecular Approaches Using Health and Alternate Data Sources in a Next-Generation Surveillance System for Anticipating Outbreaks of Pandemic Potential.

JMIR public health and surveillance Jan 9, 2024
Globally, millions of lives are impacted every year by infectious diseases outbreaks. Comprehensive and innovative surveillance strategies aiming at early alert and timely containment of emerging and reemerging pathogens are a pressing priority. Shor...
Chromosome Mapping Artificial Intelligence Disease Outbreaks Data Science Influenza A Virus, H1N1 Subtype Humans
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Applying data science methodologies with artificial intelligence variant reinterpretation to map and estimate genetic disorder prevalence utilizing clinical data.

American journal of medical genetics. Part A Jan 2, 2024
Data science methodologies can be utilized to ascertain and analyze clinical genetic data that is often unstructured and rarely used outside of patient encounters. Genetic variants from all genetic testing resulting to a large pediatric healthcare sy...
Artificial Intelligence Prevalence Humans Genetic Testing ATPases Associated with Diverse Cellular Activities Data Science Child
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The Pediatric Data Science and Analytics Subgroup of the Pediatric Acute Lung Injury and Sepsis Investigators Network: Use of Supervised Machine Learning Applications in Pediatric Critical Care Medicine Research.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies Dec 7, 2023
OBJECTIVE: Perform a scoping review of supervised machine learning in pediatric critical care to identify published applications, methodologies, and implementation frequency to inform best practices for the development, validation, and reporting of p...
Critical Care Pediatrics Child Supervised Machine Learning Acute Lung Injury Humans Biomedical Research Sepsis Data Science
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Data science in drug discovery safety: Challenges and opportunities.

Experimental biology and medicine (Maywood, N.J.) Dec 7, 2023
Early de-risking of drug targets and chemistry is essential to provide drug projects with the best chance of success. Target safety assessments (TSAs) use target biology, gene and protein expression data, genetic information from humans and animals, ...
Animals Drug Discovery Data Science Computational Biology Humans Artificial Intelligence
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Artificial Intelligence in Surgical Research: Accomplishments and Future Directions.

American journal of surgery Nov 7, 2023
MINI-ABSTRACT: The study introduces various methods of performing conventional ML and their implementation in surgical areas, and the need to move beyond these traditional approaches given the advent of big data.
Surgeons Data Science Delivery of Health Care Humans Artificial Intelligence Machine Learning
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Projected Growth in FDA-Approved Artificial Intelligence Products Given Venture Capital Funding.

Journal of the American College of Radiology : JACR Oct 16, 2023
PURPOSE: Medical imaging accounts for 85% of digital health's venture capital funding. As funding grows, it is expected that artificial intelligence (AI) products will increase commensurately. The study's objective is to project the number of new AI ...
Academies and Institutes Investments Artificial Intelligence Capital Financing Data Science
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AI as an Epistemic Technology.

Science and engineering ethics Aug 21, 2023
In this paper I argue that Artificial Intelligence and the many data science methods associated with it, such as machine learning and large language models, are first and foremost epistemic technologies. In order to establish this claim, I first argu...
Technology Data Science Language Artificial Intelligence Machine Learning
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Transforming primary healthcare through natural language processing and big data analytics.

BMJ (Clinical research ed.) May 3, 2023
Natural Language Processing Data Mining Data Science Primary Health Care Humans Big Data
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The Role of Data Science in Closing the Implementation Gap.

Critical care clinics Apr 7, 2023
Data science has the potential to greatly enhance efforts to translate evidence into practice in critical care. The intensive care unit is a data-rich environment enabling insight into both patient-level care patterns and clinician-level treatment pa...
Data Science Artificial Intelligence Humans Critical Care Intensive Care Units
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