Assistant Professor of Radiology 
										     Harvard Medical School 					    
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Investigator, Asst Prof (M) 
										    
										    	Rad Rsch 3D 2 MO NE,
										     Mass General Research Institute 					    
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				| M.Sc. in Computer Science The University of Helsinki, Finland  1994 | 
			
		
	
		
		
			
				| Ph.D. in Computer Science The University of Turku, Finland  2000 | 
			
		
	
	
                                        
                                        artificial intelligence; breast imaging; colonic polyps; colorectal cancer; computer-aided detection; computer-assisted diagnosis; cone-beam computed tomography; ct colonography; decision making computer-assisted; deep learning; diagnosis computer-assisted; image generation; image interpretation computer-assisted; image processing computer-assisted; machine learning; medical and biomedical image processing; pattern recognition automated; prognosis; radiographic image interpretation computer-assisted; radiomics; risk prediction
                                        
                                        
                                        My research contributions include the advancement of artificial intelligence (AI), machine learning, deep learning, generative AI, computer-aided detection (CADe), computer-assisted diagnosis (CADx), computer vision, image processing, and radiomics in 2D and 3D medical imaging to improve the consistency, accuracy, speed, and safety of clinical interpretations.