AsthmaExacerbationPrediction modelMachine learningSystematic reviewMeta-analysisUNCONTROLLED ASTHMARISKVALIDATIONBackgroundAsthma exacerbations reduce the patient's quality of life and are also responsible for significant disease burdens and economic costs. Machine learning (ML)-based prediction models have been ...
“A PPV of 22.65 percent is reasonably good for identifying high-risk asthmatic patients as candidates for receiving relatively inexpensive preventive interventions,” the team said. “Four examples of such interventions are teaching the patient how to correctly use an asthma inhaler,...
A device for administering a medication by spraying a fine mist.Also known as an atomizer,is a machine that vaporizes liquid medication into a fine mist to be inhaled into the lungs via a mouthpiece or mask. A nebulizer is used to administer medication primarily for those wi...
Two cross-validation methods were used. The predictive abilities of the machine learning models in the asthma diagnosis are summarized in Tables 3 and 4. The LGBM prediction model (grid search) for the asthma diagnosis had an accuracy of 85.9%, an AUC of 91.7%, sensitivity of 79.0%, and ...
2.Something likened to this in effect:For some people watching television is an anesthetic for the mind. [From Greekanaisthētos,without feeling:an-,without; seea-1+aisthētos,perceptible(fromaisthanesthai,to feel; seeanesthesia).] an′es·thet′i·cal·lyadv. ...
aStefaan Engels is a Belgian runner . When he was 24 years old ,doctors told him that he would never be able to do any strenuous exercise because of his asthma . But he didn't give up the running .Until now , he set a new world record by finishing a marathon every day for a ye...
(872 cases). We used 70% (611 cases) of asthmatics’ position data for modeling and 30% (261 cases) for evaluation (see Fig.1). According to WHO’s reports and previous research, environmental factors affecting asthma have been identified. These factors include air pollution parameters (O3...
[184,185,186] or with gene programs discovered in single cells. Those approaches led to the identification of immune cell regulation pathways in a host of immune-related diseases, including COVID-19, ulcerative colitis and asthma [25,187], but also re-confirming immune components of ...
Why do we need a nebulizer For individuals coping with asthma, cystic fibrosis, chronic obstructive pulmonary disease, and other respiratory diseases a nebulizer will be prescribed as part of the treatment plan to control and ease respiratory distress. A nebulizer is a device used to convert liquid...
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