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| 1 | Machine learning for detecting mesial temporal lobe epilepsy by structural and functional neuroimaging显示文摘Mesial temporal lobe epilepsy(mTLE),the most common type of focal epilepsy,is associated with functional and structural brain alterations.Machine learning(ML)techniques have been successfully used in discriminating mTLE from healthy controls.However,either functional or structural neuroimaging data are mostly used separately as input,and the opportunity to combine both has not been exploited yet.We conducted a multimodal ML study based on functional and structural neuroimaging measures.We enrolled 37 patients with left mTLE,37 patients with right mTLE,and 74 healthy controls and trained a support vector ML model to distinguish them by using each measure and the combinations of the measures.For each single measure,we obtained a mean accuracy of 74%and 69%for discriminating left mTLE and right mTLE from controls,respectively,and 64%when all patients were combined.We achieved an accuracy of 78%by integrating functional data and 79%by integrating structural data for left mTLE,and the highest accuracy of 84%was obtained when all functional and structural measures were combined.These findings suggest that combining multimodal measures within a single model is a promising direction for improving the classification of individual patients with mTLE. | Baiwan Zhou Dongmei An Fenglai Xiao Running Niu Wenbin Li Wei Li Xin Tong Graham J Kemp Dong Zhou Qiyong Gong Du Lei | 2020 | Frontiers of Medicine2020，14，5： | 2 |
| 2 | Does the use of immunohistochemistry to identify micrometastases provide useful information in the staging of node negative non-small cell lung cancer? 显示文摘 | Nicholson AG Graham AN Pezzella F | 1997 | Lung Cancer1997，18，3： | 1 |
| 3 | Endoscopic vein harvest: advantages and limitation 显示文摘 | Bonde P Graham AN MacGowan SW | 2004 | Ann Thorac Surg2004，77，6： | 1 |
| 4 | Thirteen-month-olds rely on shared labels and shape similarity for inductive inferences 显示文摘 | Graham SA Kilbreath CS Welder AN | 2004 | Child Dev2004，75，2： | 1 |
| 5 | The influence of shape similarity and shared labels on infants' inductive inferences about nonobvious object prop- erties显示文摘 | Graham SA Welder AN | 2001 | Child Dev2001，72，6： | 1 |
| 6 | Systematic nodal dis- section in the intrathoracic staging of patients of patients with non-small cell lung cancer显示文摘 | Graham AN Chan KJ Pastorino U | 1999 | J Thorac Cardiovasc Surg1999，117，2： | 1 |
| 7 | Does the use of immunohistochemistry to identify micrometastasis provide useful information in the staging of node-negative non-small cell lung carcinoma?显示文摘 | Nicholson AG Graham AN Pezzella F | 1997 | Lung Cancer1997，18，3： | 1 |
| 8 | Systematic nodal dissection in the intrathoracic staging of patients with non-small cell lung cancer显示文摘 | Graham AN Chan KJ Pastorino U | | 0，，： | 1 |
| 9 | Systematic nodal dissection in the intrathoracic staging of patients with non- small cell lung cancer显示文摘 | Chan KJ Pastorino U | 1999 | J Thorac Cardiovasc Surg1999，117，2： | 1 |
| 10 | Endoscopic vein harvest: advantages and limitations 显示文摘 | Bonde P Graham AN MacGowan SW | 2004 | Ann Thorac Surg2004，77，6： | 1 |
| 11 | Does the use of immunohistochemistry to identify micrometastasis provide useful information in the staging of node-negative non-small cell lung carcinoma显示文摘 | Nicholson G Graham AN J Pezzella F | 1997 | Lung Cancer1997，18，3： | 1 |
| 12 | Increased nm23 immunoreactivity is associated with selective inhibition of systemic tumour cell dissemination显示文摘 | Graham AN Maxwll P Mulholland K | | 0，，： | 1 |
| 13 | Systematic nodal dissection in the intrathoracic staging of patients with non-small cell lung cancer显示文摘 | Graham AN Chan KJ Pastorino U | 1999 | J Thorac Cardiovasc Surg1999，117，2： | 1 |
| 14 | Erythropoietin recep-tor expression in non-small cell lung carcinoma:a question of an-tibody specificity显示文摘 | Brown WM Maxwell P Graham AN | 2007 | Stem Cells2007，25，3： | 1 |
| 15 | Systematic nodal dissection in the intrathoracic staging of patients with non-small cell lung cancer 显示文摘 | Chan KJ Pastorino U | 1999 | J Thorac Cardiovasc Surg1999，117，2： | 1 |
| 16 | Erythropoietin receptor expression in non- small cell lung carcinoma: a question of antibody specificity显示文摘 | Brown WM Maxwell P Graham AN | 2007 | Stem Cells2007，25，3： | 1 |
| 17 | Endoscopic vein harvest:advantages and limitations显示文摘 | Bonde P Graham AN Macgowan SW | | 0，，06： | 1 |
| 18 | Total thoracic esophagectomy for esophageal cancer显示文摘 | Anikin VA McManus KG Graham AN | 1997 | J Am Coil Surg1997，185，6： | 1 |
| 19 | Systematic nodal dissection in the introthoracic staging of patients with non-small cell lung cancer显示文摘 | Graham AN Chan KJ Pastorino U | 1999 | Thorac Cardiovasc Surg1999，117，2： | 1 |
| 20 | Total thoracic esophagectomy for esophageal cancer显示文摘 | Anikin VA McManus KG Graham AN McGuigan JA | 1997 | J Am Coll Surg1997，185，6： | 1 |
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