AIMC Topic: Research Design

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Treatment Prediction in the ICU Using a Partitioned, Sequential, Deep Time Series Analysis.

Studies in health technology and informatics Jan 25, 2024
We have developed a time-oriented machine-learning tool to predict the binary decision of administering a medication and the quantitative decision regarding the specific dose. We evaluated our tool on the MIMIC-IV ICU database, for three common medic...
Machine Learning Research Design Databases, Factual Intensive Care Units Time Factors
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Developing Robust Clinical Text Deep Learning Models - A "Painless" Approach.

Studies in health technology and informatics Jan 25, 2024
The success of deep learning in natural language processing relies on ample labelled training data. However, models in the health domain often face data inadequacy due to the high cost and difficulty of acquiring training data. Developing such models...
Humans Research Design Deep Learning Natural Language Processing Emergency Service, Hospital Pain
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Design of experiments and artificial neural networks as useful tools in the optimization of analytical procedure.

Polimery w medycynie Jan 1, 2024
Developing the analytical procedure requires estimating what independent variables will be tested and at what levels. There are statistical models that enable the optimization of the process. They involve statistical analysis, which indicates the cru...
Humans Neural Networks, Computer Research Design Models, Statistical Analysis of Variance
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Machine Learning for Biological Design.

Methods in molecular biology (Clifton, N.J.) Jan 1, 2024
We briefly present machine learning approaches for designing better biological experiments. These approaches build on machine learning predictors and provide additional tools to guide scientific discovery. There are two different kinds of objectives ...
Machine Learning Research Design Bayes Theorem
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Mechanistic Model-Driven Biodesign in Mammalian Synthetic Biology.

Methods in molecular biology (Clifton, N.J.) Jan 1, 2024
Mathematical modeling plays a vital role in mammalian synthetic biology by providing a framework to design and optimize design circuits and engineered bioprocesses, predict their behavior, and guide experimental design. Here, we review recent models ...
Machine Learning Research Design Animals Mammals Synthetic Biology
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Methods for Analyzing Unknown Health Risk Based on Nature Language Process (NLP).

Studies in health technology and informatics Nov 23, 2023
With the rapid spread of epidemic situation, how to quickly analyze health risk factors has become a major challenge in the current public health field. The development of natural language processing (NLP) technology allows us to quickly capture the ...
Humans Research Design Risk Factors Natural Language Processing Asian People
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Radiologist's Guide to Evaluating Publications of Clinical Research on AI: How We Do It.

Radiology Sep 1, 2023
Literacy in research studies of artificial intelligence (AI) has become an important skill for radiologists. It is required to make a proper assessment of the validity, reproducibility, and clinical applicability of AI studies. However, AI studies ar...
Humans Artificial Intelligence Research Design Reproducibility of Results Radiologists
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CMMS-GCL: cross-modality metabolic stability prediction with graph contrastive learning.

Bioinformatics (Oxford, England) Aug 1, 2023
MOTIVATION: Metabolic stability plays a crucial role in the early stages of drug discovery and development. Accurately modeling and predicting molecular metabolic stability has great potential for the efficient screening of drug candidates as well as...
Neural Networks, Computer Research Design Drug Discovery
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Road map for clinicians to develop and evaluate AI predictive models to inform clinical decision-making.

BMJ health & care informatics Aug 1, 2023
BACKGROUND: Predictive models have been used in clinical care for decades. They can determine the risk of a patient developing a particular condition or complication and inform the shared decision-making process. Developing artificial intelligence (A...
Humans Artificial Intelligence Research Design Clinical Decision-Making
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Scaling biological discovery at the interface of deep learning and cellular imaging.

Nature methods Jul 1, 2023
Research Design Deep Learning
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