The combination of case-based reasoning (CBR) and genetic algorithm (GA) is considered in the problem of failure mode identification in aeronautical component failure analysis. Several imple- mentation issues such...The combination of case-based reasoning (CBR) and genetic algorithm (GA) is considered in the problem of failure mode identification in aeronautical component failure analysis. Several imple- mentation issues such as matching attributes selection, similarity measure calculation, weights learning and training evaluation policies are carefully studied. The testing applications illustrate that an accuracy of 74.67 % can be achieved with 75 balanced-distributed failure cases covering 3 failure modes, and that the resulting learning weight vector can be well applied to the other 2 failure modes, achieving 73.3 % of recognition accuracy. It is also proved that its popularizing capability is good to the recognition of even more mixed failure modes.展开更多
BACKGROUND Although the occurrence of multiple primary cancers(MPC)is not exceedingly common,it is not rare in clinical practice.In recent years,there has been a notable increase in its incidence.The frequent confusio...BACKGROUND Although the occurrence of multiple primary cancers(MPC)is not exceedingly common,it is not rare in clinical practice.In recent years,there has been a notable increase in its incidence.The frequent confusion between MPC and tumor metastasis or recurrence often leads to delays in diagnosis and treatment.This study aimed to enhance understanding of MPC,improve diagnostic accuracy,guide precise clinical treatment,and implement a case management nursing model(CMNM)to facilitate quick patient recovery.CASE SUMMARY A 61-year-old female patient presented with persistent upper abdominal pain lasting over 2 months.Gastroscopy revealed the presence of both gastric and duodenal cancers.Following a thorough evaluation,the patient underwent pancreaticoduodenectomy,cholecystectomy,and total gastrectomy.Post-surgery,an individualized case management nursing approach was applied,leading to a successful recovery.Three months after the surgery,follow-up examinations showed no signs of recurrence.CONCLUSION The CMNM effectively promoted rapid patient recovery,enhanced the quality of orthopedic nursing services,and accelerated postoperative recovery,ultimately leading to increased patient satisfaction with nursing care.展开更多
文摘The combination of case-based reasoning (CBR) and genetic algorithm (GA) is considered in the problem of failure mode identification in aeronautical component failure analysis. Several imple- mentation issues such as matching attributes selection, similarity measure calculation, weights learning and training evaluation policies are carefully studied. The testing applications illustrate that an accuracy of 74.67 % can be achieved with 75 balanced-distributed failure cases covering 3 failure modes, and that the resulting learning weight vector can be well applied to the other 2 failure modes, achieving 73.3 % of recognition accuracy. It is also proved that its popularizing capability is good to the recognition of even more mixed failure modes.
文摘BACKGROUND Although the occurrence of multiple primary cancers(MPC)is not exceedingly common,it is not rare in clinical practice.In recent years,there has been a notable increase in its incidence.The frequent confusion between MPC and tumor metastasis or recurrence often leads to delays in diagnosis and treatment.This study aimed to enhance understanding of MPC,improve diagnostic accuracy,guide precise clinical treatment,and implement a case management nursing model(CMNM)to facilitate quick patient recovery.CASE SUMMARY A 61-year-old female patient presented with persistent upper abdominal pain lasting over 2 months.Gastroscopy revealed the presence of both gastric and duodenal cancers.Following a thorough evaluation,the patient underwent pancreaticoduodenectomy,cholecystectomy,and total gastrectomy.Post-surgery,an individualized case management nursing approach was applied,leading to a successful recovery.Three months after the surgery,follow-up examinations showed no signs of recurrence.CONCLUSION The CMNM effectively promoted rapid patient recovery,enhanced the quality of orthopedic nursing services,and accelerated postoperative recovery,ultimately leading to increased patient satisfaction with nursing care.