Methods of Disease Detection and Screening Techniques

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What is disease detection & monitoring?

It is frequently used for chronic illnesses such as cancer but can be utilized for any disease that requires consistent care. Disease detection and monitoring is used to identify a condition and during treatment of an illness. Being able to accurately detect disease and then monitor the effectiveness of a treatment is crucial for effective care.

What is a medical diagnosis?

Medical diagnosis identifies the disease or conditions that explain a person’s symptoms and signs. Typically, diagnostic information is gathered from the patient’s history and physical examination [ 1 ]. It is frequently difficult due to the fact that many indications and symptoms are ambiguous and can only be diagnosed by trained health experts.

What techniques are used to diagnose diseases?

Hence, in related work, the techniques like Boltzmann machine, K nearest neighbour (kNN), support vector machine (SVM), decision tree, logistic regression, fuzzy logic, and artificial neural network to diagnose the diseases are presented along with their accuracies.

How does the disease detection algorithm work?

Here is how the disease detection algorithm works in the case of neurological diseases: Alzheimer's disease: ML can analyze brain imaging data to detect early signs of the disease. Currently, the technology is being adapted to demonstrate the early signs of decline before the symptoms become apparent.

What technologies are used in disease detection?

The articles include a range of analytical technologies and combinations thereof for disease detection including mass spectrometry , fluorescence, visible and near-infrared imaging, hyperspectral microscopy, and DNA computing technology.

What Is Disease Detection

1. https://www.encyclopedia.com/medicine/educational-magazines/diagnosing-disease-process-detecting-and-identifying-illness
2. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950225/
3. https://www.testing.com/disease-detection-and-monitoring-testing/
4. https://www.sciencedirect.com/topics/nursing-and-health-professions/disease-detection
5. https://link.springer.com/article/10.1007/s12652-021-03612-z
6. https://www.nature.com/immersive/medical-diagnostics/index.html
7. https://www.cdc.gov/globalhealth/healthprotection/topics/surveillance.html
8. https://www.hopkinsmedicine.org/health/treatment-tests-and-therapies/screening-tests-for-common-diseases

Disease Detection Information

1. https://pubs.acs.org/doi/10.1021/jacsau.3c00196
2. https://binariks.com/blog/ai-machine-learning-for-early-disease-detection/