http://rdf.ncbi.nlm.nih.gov/pubchem/patent/AU-2021105553-A4

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filingDate 2021-08-16-04:00^^<http://www.w3.org/2001/XMLSchema#date>
grantDate 2021-11-25-04:00^^<http://www.w3.org/2001/XMLSchema#date>
inventor http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_a9a9db6deed59f9b4b187a20bb59bace
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publicationDate 2021-11-25-04:00^^<http://www.w3.org/2001/XMLSchema#date>
publicationNumber AU-2021105553-A4
titleOfInvention Method for identifying covid infection using gene expression level and machine learning model
abstract Method for identifying covid infection using gene expression level and nmachine learning model nABSTRACT nThe present invention is related to a method and system for remotely and automatically nidentifying the covid infection using gene expression level and machine learning model. In nthe present situation and outbreak of covid pandemic, where people are getting infected in nmass level, there is a need of a system which can identify the covid infection efficiently nwhile having sample in a speedy manner and automatically. The proposed invention nprovides a system which requires a smaller number of human resources and computing nresources also to quickly and automatically determines the covid infection and the system is nalso fully equipped and learn itself with the time as more samples are analyzed by the nsystem. The present invention comprises a central server which is based on machine nlearning model. The said central server is first trained using data related to gene expression nlevel and test cases. The proposed invention also comprises a sample scanner which is used nto scan the blood sample of the subject and the scanned data is sent to the central server. nThe said method is performed by a computing device having a processor, a memory, ninput/output device and communication unit. The sample scanner is attached to the said ncomputing device. As and when the peripheral blood cell sample of the subject is collected nand scanned using the sample scanner, the computing device is used to put additional ninformation of the subject/patient via user interface to the computing device. The ncollected/scanned data of the blood sample along with other details of the subject/patient nis transmitted to the central server via communication network. The said communication nnetwork may be wired or wireless communication network. The transmitted data is stored nin the database at the central server. The scanned data is analyzed and the gene expression nlevels of the sample subject is determined by the central server. The central server machine nthen compares the determined gene expression level with the standard gene expression nlevel via machine learning model. The said machine learning model then determines the nresult of comparison via the trained machine learning model and the difference of the gene nexpression level and the trained data helps the central server to reach the conclusion i.e., nwhether the sample subject is infected with the covid or not. The results are automatically nfed to the database along with the patient details which can be automatically fetched by the nsystem though user interface on any computing device. The results of the submitted sample nsubject are determined within a couple of minutes without much human intervention, nremotely and automatically. The said machine learning model is fully equipped to learn itself nbased on the data that is analyzed by the system, initial database related to gene expression nlevel and test cases. Thus, the said system greatly helps in this covid pandemic to quickly nand remotely provide the results of covid infection automatically. n1
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