PMC:7782580 / 41874-42356 JSONTXT

{"project":"LitCovid-PubTator","denotations":[{"id":"253","span":{"begin":182,"end":188},"obj":"Species"},{"id":"284","span":{"begin":457,"end":465},"obj":"Disease"}],"attributes":[{"id":"A253","pred":"tao:has_database_id","subj":"253","obj":"Tax:9606"},{"id":"A284","pred":"tao:has_database_id","subj":"284","obj":"MESH:C000657245"}],"namespaces":[{"prefix":"Tax","uri":"https://www.ncbi.nlm.nih.gov/taxonomy/"},{"prefix":"MESH","uri":"https://id.nlm.nih.gov/mesh/"},{"prefix":"Gene","uri":"https://www.ncbi.nlm.nih.gov/gene/"},{"prefix":"CVCL","uri":"https://web.expasy.org/cellosaurus/CVCL_"}],"text":" a specialist will be required in clinical cases in future scenarios. However, we are optimistic about the potential of using DL methods in intelligent medicine and expect that many people will benefit from the advanced technology.\n\nMethods\n\nData sets splitting\nWe used the multi-modal data sets from four public data sets and one hospital (Youan hospital) in our research and split the hybrid data set in the following manner.For X-data: The CXR images of COVID-19 cases collected "}

{"project":"LitCovid-sentences","denotations":[{"id":"T311","span":{"begin":70,"end":231},"obj":"Sentence"},{"id":"T312","span":{"begin":233,"end":240},"obj":"Sentence"},{"id":"T313","span":{"begin":242,"end":261},"obj":"Sentence"},{"id":"T314","span":{"begin":262,"end":438},"obj":"Sentence"}],"namespaces":[{"prefix":"_base","uri":"http://pubannotation.org/ontology/tao.owl#"}],"text":" a specialist will be required in clinical cases in future scenarios. However, we are optimistic about the potential of using DL methods in intelligent medicine and expect that many people will benefit from the advanced technology.\n\nMethods\n\nData sets splitting\nWe used the multi-modal data sets from four public data sets and one hospital (Youan hospital) in our research and split the hybrid data set in the following manner.For X-data: The CXR images of COVID-19 cases collected "}