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| 1 | Predictive model for 5.year mortality after breast cancer surgery in Taiwan residents显示文摘Background:Few studies of breast cancer surgery outcomes have used longitudinal data for more than 2 years.This study aimed to validate the use of the artificial neural network(ANN)model to predict the 5?year mortality of breast cancer patients after surgery and compare predictive accuracy between the ANN model,multiple logistic regression(MLR)model,and Cox regression model.Methods:This study compared the MLR,Cox,and ANN models based on clinical data of 3632 breast cancer patients who underwent surgery between 1996 and 2010.An estimation dataset was used to train the model,and a validation dataset was used to evaluate model performance.The sensitivity analysis was also used to assess the relative signifi?cance of input variables in the prediction model.Results:The ANN model significantly outperformed the MLR and Cox models in predicting 5?year mortality,with higher overall performance indices.The results indicated that the 5?year postoperative mortality of breast cancer patients was significantly associated with age,Charlson comorbidity index(CCI),chemotherapy,radiotherapy,hormone therapy,and breast cancer surgery volumes of hospital and surgeon(all P<0.05).Breast cancer surgery volume of surgeon was the most influential(sensitive)variable affecting 5?year mortality,followed by breast cancer surgery volume of hospital,age,and CCI.Conclusions:Compared with the conventional MLR and Cox models,the ANN model was more accurate in predict?ing 5?year mortality of breast cancer patients who underwent surgery.The mortality predictors identified in this study can also be used to educate candidates for breast cancer surgery with respect to the course of recovery and health outcomes. | Su-Hsin Huang Joon-Khim Loh Jinn-Tsong Tsai Ming-Feng Houg Hon-Yi Shi | 2017 | Chinese Journal of Cancer2017，36，4： | 5 |
| 2 | An imple- mentation of leaf recognition system based on leaf contour and een- troid for plant classification 显示文摘 | Kue Bum Lee Kwang Woo Chung Kwang Seok Houg | 2013 | Ubiquitous Information Technolo- gies and Applications2013，214，： | 1 |
| 3 | Terrestrial carbon sinks-uncertain explanations显示文摘 | HOUG HTON R A | 2002 | Biologist2002，49，： | 1 |
| 4 | Stress and emotions at work: An adventure tourism guide' s experiences显示文摘 | Houge M S Kerr J H (2013) | 2013 | Tourism Management2013，314，： | 1 |
| 5 | Divergence of Opinion, Uncertainty, and the Quality of Initial Public Offerings 显示文摘 | HOUGE T LOUGHRAN T SUCHANEK G | 2001 | Financial Management2001，30，4： | 1 |
| 6 | Loss-of-function CNKSR2 mutation is a likely cause of non-syndromic X-linked intellectual disability 显示文摘 | Houge G Rasmussen I H Hovland R | 2012 | Mol Syndromol2012，2，2： | 1 |
| 7 | Subclinical lymph node metastasis in papillary thyroid microcarcinoma: a study of 551 resections显示文摘 | So YK Son YI Houg SD | 2010 | Surgery2010，48，3： | 1 |
| 8 | Positive interactions among alpine plants increase with stress显示文摘 | Callaway R M Brooker R W Choler P Kikvidze Z Lortie C J Michalet R Paolini L Pugnaire F I Newingham B Asche- houg E T Armas C Kikodze D Cook B J | 2002 | Nature2002，417，： | 1 |
| 9 | Cultured Human Bone Marrow-Derived CD31 ( + ) Cells Are Effective for Cardiac and Vascular Repair Through Enhanced Angiogenic, Adhesion, and Anti-Inflammatory Effects 显示文摘 | Kim SW Houge M Brown M | 2014 | Journal of the American College of Cardiology2014，64，16： | 1 |
| 10 | Orchard Floor Vegetation Management显示文摘 | HOUGE E J NEILSEN G H | 1987 | Hout Rev1987，10，： | 1 |
| 11 | Chemical constituents of Angelica sinensis显示文摘 | Lu Xinhua Zhang Jinjuan Liang Houg | 2004 | J Chin Pharma Sei2004，13，1： | 1 |
| 12 | Rheological properties and-Baking qualities of selected soft wheats growing in the United States显示文摘 | YamamotoH WorthingtonST HouG | 1996 | Cereal Chem1996，73，2： | 1 |
| 13 | Cash flow Is King? Cognitive Errors by Investors显示文摘 | Houge T Loughran T | 2000 | The Journal of Psychology and Financial Markets2000，1，34： | 1 |
| 14 | Chromosomal Assignment of the Human Gene Encoding the Fos-Related Antigen-2 ( FRA2 ) to Chromosome 2p22–p23显示文摘 | Anders Molven Gunnar Houge Roland Berger | 1996 | Genomics1996，，1： | 1 |
| 15 | Orchard floor vegetation management显示文摘 | Houge E J Neilsen G H | 1987 | Hort Rev1987，10，： | 1 |
| 16 | Preparationofrigidpolyurethaneimidefoams显示文摘 | angX ChenX HouG etal | 2011 | AdvancedMaterialsResearch2011，，： | 1 |
| 17 | ITRI project on electtoless nickel/immersion gold joint cracking 显示文摘 | Houg Mon FD B | 2000 | Cricuit World2000，26，2： | 1 |
| 18 | A case of solitary fibrous pleura tumor as- sociated with severe hypoglycemia: doege-potter syndrome 显示文摘 | Jang JG Chung JH Houg KS | 2015 | Tubere Respir Dis (Seoul)2015，78，2： | 1 |
| 19 | PreparationandcharacterizationofbiomorphicSiChollowfibersfrom woodbychemicalvaporinfiltration显示文摘 | QianJ WangJ HouG etal | 2005 | ScriptaMater2005，53，： | 1 |
| 20 | Diagnostic yield, interpretation, and clinical utility of mutation screening of sarcomere encoding genes in Danish hypertrophic cardiomyopathy patients and relatives显示文摘 | ANDERSEN P S HAVNDRUP O HOUGS L | 2009 | Hum Mutat2009，30，： | 1 |
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