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The purpose of keywords extraction and summary extraction is to select key content from the original document to express the main meaning of the original document.The evaluation of keywords and summarization quality mainly depends on whether it can cover the main topics of the document.In the existing methods of keywords extraction and summary extraction based on graph models,it rarely involves the task of keywords extraction and summary extraction collaboratively.The article proposes a method based on a graph model for simultaneous keywords extraction and summary extraction.The method first uses the six relationships among words,topics,and sentences in the document,including words-words,topics-topics,sentences-sentences,words-topics,topics-sentences,words-sentences,to construct the graph;then uses the statistical characteristics of the words and sentences in the document to evaluate the prior importance of each vertex in the graph;next,it uses an iterative way to score words and sentences;finally,we get the final keywords and summary based on the scores of words and sentences.In order to verify the effectiveness of the proposed method,keywords extraction and summary extraction experiments are carried out on Chinese and English datasets.It is found that the proposed method achievs good results in both keywords extraction and summary extraction tasks.

Awareness of the uncommon associated clinical manifestations of immunoglobulin G4 (IgG4)-related kidney disease is essential for the early diagnosis and effective treatment of patients. To the best of our knowledge, there have been few reports of patients with IgG4-related kidney disease associated with autoimmune hemolytic anemia. We here report a rare case of IgG4-related kidney disease associated with autoimmune hemolytic anemia. A 70-year-old man with kidney dysfunction and severe anemia had been diagnosed with chronic kidney disease and treated without any improvement. On admission, he had a high serum creatinine level, low hemoglobin level, positive direct Coombs test, and mild proteinuria. Serum IgG and IgG4 were elevated. Kidney biopsy showed marked infiltration of IgG4-positive plasma cells and storiform fibrosis in the interstitial compartment, which confirmed the diagnosis of IgG4-related kidney disease. Corticosteroid therapy was initiated, and subsequently, the kidney dysfunction and anemia dramatically improved.