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Simultaneous spatiotemporal tracking and oxygen sensing of transient implants in vivo using hot-spot MRI and machine learning.

Proceedings of the National Academy of Sciences of the United States of America 30808810
A varying oxygen environment is known to affect cellular function in disease as well as activity of various therapeutics. For transient structures, whether they are unconstrained therapeutic transplants, migrating cells during tumor metastasis, or ce...
Alginates Animals Biocompatible Materials Cluster Analysis Fluorine Halogenation Imaging, Three-Dimensional Immunity Insulin Secretion Islets of Langerhans Transplantation Machine Learning Magnetic Resonance Imaging Mice, Inbred C57BL Oxygen Partial Pressure Prostheses and Implants
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Machine Learning Classifier Models Can Identify Acute Respiratory Distress Syndrome Phenotypes Using Readily Available Clinical Data.

American journal of respiratory and critical care medicine 32551817
Two distinct phenotypes of acute respiratory distress syndrome (ARDS) with differential clinical outcomes and responses to randomly assigned treatment have consistently been identified in randomized controlled trial cohorts using latent class analys...
Age Factors Area Under Curve Bicarbonates Bilirubin Biomarkers, Tumor Blood Pressure Carbon Dioxide Creatinine Humans Inflammation Intercellular Adhesion Molecule-1 Interleukin-6 Interleukin-8 Latent Class Analysis Leukocyte Count Machine Learning Mortality Oxygen Partial Pressure Phenotype Plasminogen Activator Inhibitor 1 Platelet Count Prognosis Protein C Pulmonary Ventilation Randomized Controlled Trials as Topic Receptors, Tumor Necrosis Factor, Type I Respiratory Distress Syndrome Serum Albumin Tidal Volume Vasoconstrictor Agents Vital Signs
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Noninvasive estimation of PaCO from volumetric capnography in animals with injured lungs: an Artificial Intelligence approach.

Journal of clinical monitoring and computing 39725812
To investigate the feasibility of non-invasively estimating the arterial partial pressure of carbon dioxide (PaCO) using a computational Adaptive Neuro-Fuzzy Inference System (ANFIS) model fed by noninvasive volumetric capnography (VCap) parameters. ...
Algorithms Animals Artificial Intelligence Capnography Carbon Dioxide Feasibility Studies Fuzzy Logic Lung Lung Injury Monitoring, Physiologic Partial Pressure Positive-Pressure Respiration Reproducibility of Results Respiration, Artificial Swine
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