Related Experiment Video
Updated: Mar 15, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Estimation of screening sensitivity and sojourn time from an organized screening program.
Huan Jiang1, S D Walter2, P E Brown1
1Cancer Care Ontario, 620 University Avenue, Toronto, Ontario, M5G2L7, Canada; Dalla Lana School of Public Health, University of Toronto, 155 College St, Toronto, Ontario, M5T 3M7, Canada.
Evaluating breast cancer screening effectiveness is crucial. This study models preclinical disease duration and screening accuracy, finding longer preclinical stages and minimal benefit from biennial over triennial screening, emphasizing initial attendance.
Area of Science:
- Oncology
- Public Health
- Medical Imaging
Background:
- Mammography screening aims to reduce breast cancer mortality but its net benefit is debated.
- Evaluating new screening techniques requires rapid assessment methods beyond long-term mortality studies.
Purpose of the Study:
- To develop a model for rapidly estimating screening effectiveness.
- To analyze the preclinical disease state duration and false negative rates in mammography screening.
Main Methods:
- Proposed a modeling procedure to estimate preclinical disease duration, false negative rate, and incidence.
- Applied the model to data from the Ontario Breast Screening Program.
Main Results:
- The mean preclinical duration for breast cancer appears to exceed 2 years.
- Screening every two years offers only marginal gains compared to screening every three years.
- Encouraging first-time screening attendance is identified as a key objective for screening programs.
Conclusions:
- The developed model provides a method for rapid evaluation of breast cancer screening interventions.
- Current screening intervals may not significantly optimize outcomes, highlighting the importance of initial participation.
More Related Videos
06:28E-Patient Counseling Trial E-PACO: Computer Based Education versus Nurse Counseling for Patients to Prepare for Colonoscopy
Published on: August 1, 2019
09:39Drug-induced Sensitization of Adenylyl Cyclase: Assay Streamlining and Miniaturization for Small Molecule and siRNA Screening Applications
Published on: January 27, 2014
Related Concept Videos
Sensitivity, Specificity, and Predicted Value
Sensitivity is the...
Kaplan-Meier Approach
Assumptions of Survival Analysis
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Introduction To Survival Analysis
The primary goal of survival analysis is to estimate survival time—the time...