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MIDA: Multiple Imputation Using Denoising Autoencoders
Missing data is a significant problem impacting all domains. State-of-the-art framework for minimizing missing data bias is multiple imputation, for which the choice of an imputation model remainsExpand
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Multiple Imputation Using Deep Denoising Autoencoders
Missing data is a well-recognized problem impacting all domains. State-of-theart framework to minimize missing data bias is multiple imputation, for which the choice of an imputation model remainsExpand
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Medical Image Denoising Using Convolutional Denoising Autoencoders
  • Lovedeep Gondara
  • Computer Science, Mathematics
  • IEEE 16th International Conference on Data Mining…
  • 16 August 2016
Image denoising is an important pre-processing step in medical image analysis. Different algorithms have been proposed in past three decades with varying denoising performances. More recently, havingExpand
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Effect of Screening With Primary Cervical HPV Testing vs Cytology Testing on High-grade Cervical Intraepithelial Neoplasia at 48 Months: The HPV FOCAL Randomized Clinical Trial
Importance There is limited information about the relative effectiveness of cervical cancer screening with primary human papillomavirus (HPV) testing alone compared with cytology in North AmericanExpand
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Survival with metastatic breast cancer based on initial presentation, de novo versus relapsed
PurposeWe hypothesized different Overall Survival (OS) in metastatic breast cancer (MBC) after relapse vs de novo presentation.MethodsWe identified women in British Columbia with MBC diagnosedExpand
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HPV for cervical cancer screening (HPV FOCAL): Complete Round 1 results of a randomized trial comparing HPV‐based primary screening to liquid‐based cytology for cervical cancer
Complete Round 1 data (baseline and 12‐month follow‐up) for HPV FOCAL, a randomized trial establishing the efficacy of HPV DNA testing with cytology triage as a primary screen for cervical cancer areExpand
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Aptima HPV Assay versus Hybrid Capture® 2 HPV test for primary cervical cancer screening in the HPV FOCAL trial.
BACKGROUND Cervical cancer screening programs are switching from Pap screening to high-risk HPV testing. OBJECTIVES To compare the Aptima HPV Assay (AHPV) with the Hybrid Capture® 2 High-Risk HPVExpand
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Performance of a quantitative fecal immunochemical test in a colorectal cancer screening pilot program: a prospective cohort study.
BACKGROUND British Columbia undertook a colorectal cancer screening pilot program in 3 communities. Our objective was to assess the performance of 2-specimen fecal immunochemical testing in theExpand
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Independent associations and effect modification between lifetime substance use and recent mood disorder diagnosis with household food insecurity
Poor mental health and substance use are associated with food insecurity, however, their potential combined effects have not been studied. This study explored independent associations and effectExpand
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Comparison of One versus Two Fecal Immunochemical Tests in the Detection of Colorectal Neoplasia in a Population-Based Colorectal Cancer Screening Program
Objective. To determine the positive predictive value (PPV) of two versus one abnormal FIT in the detection of colorectal neoplasia in a Canadian population. Methods. Three communities enrolled in aExpand
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