Clinical implementations of machine learning that are accurate, robust and interpretable will eventually gain the trust of healthcare providers and patients. Editorial10 Oct 2018Nature Biomedical Engineering Clear oxygen-level forecasts during anaesthesia ...
Measuring conditional relatedness between a pair of genes is a fundamental technique and still a significant challenge in computational biology. Such relatedness can be assessed by gene expression similarities while suffering high false discovery rates.
As for the measures to achieve the long life of mold, there is an improvement in software in addition to the aforementioned improvements in hardware. The improvement in software mentioned here means application of an equipment diagnosis technique to find out the deterioration of equipment quantitativel...
Clustering Analysis is a popular statistical data analysis and machine learning approach that separates unlabeled data points into clusters based on their similarity to one another. Different measures of the similarity between two data points can be used. The algorithm uses unsupervised learning and work...
8A. It can be seen that when the threshold probability was 0.18 to 0.86 in the four models, the models added more net benefit than the ‘All’ or ‘None’ scheme. Fig. 8 A Decision curve analysis for LASSO model, XGBoost model, LR model and NEWS 2 model. The y-axis measures the ...
measures how much electricity is generated for each ton of fuel consumed by the plant. Optimizing the heat rate is extremely demanding, however. Historically, operators had to continuously monitor and tune hundreds of set points, including steam temperatures and pressures, oxyge...
Our study highlights the MRI-derived measures that best discriminate STZ vs control rats early in the course of the disease, with potential translation to humans. Background Alzheimer’s disease (AD) as a progressive neurodegenerative disorder is the main cause of dementia, which is characterized ...
As a part of poverty reduction measures, interventions in increasing access to safe water favor the poor in particular, regardless of whether they are in rural or urban settings [2]. A lifetime’s worth of safe drinking-water intake poses no major threat to one’s health, even if one’s...
(e.g. age, breed, parity, stage of lactation, nutrition, climate, season) and pathological variations in dairy cows71,72. The presence of blood-derived proteins in milk is well documented, although the relationships in active and passive transfers are complex73. Notably, repeated measures have...
where \({{\mathbb{1}}}_{[k\ne i]}\) is an indicator function that evaluates to 1 if k ≠ i, τ is a temperature parameter and z represents the latent representation. The numerator of the contrastive loss measures the agreement between the positive pair, while the denominator calcul...