UCF MammoChat mammogram image repository for AI development
UCF MammoChat: An AI-Driven Platform for Personalized Breast Cancer Patient Support -Image Repository
This project collects donated mammogram images and questionnaire data from adults who had breast imaging to help build and test AI that could read mammograms more accurately.
Quick facts
| Study type | Observational |
|---|---|
| Enrollment | 20000 (estimated) |
| Ages | 18 Years and up |
| Sex | All |
| Sponsor | University of Central Florida Academic / other |
| Drugs / interventions | chemotherapy, radiation |
| Locations | 1 site (Orlando, Florida) |
| Trial ID | NCT07214883 on ClinicalTrials.gov |
What this trial studies
This observational project led by the University of Central Florida gathers de-identified diagnostic and screening mammogram images from adults alongside questionnaire responses and consent for data use. Collected images come from mammograms performed at U.S. institutions and are uploaded or shared electronically to create a diverse image repository. The dataset will be used to train and validate machine-learning models aimed at improving detection and reducing false positives across different populations and cancer types. Participants can also receive copies of their mammography images as part of the project.
Who should consider this trial
Good fit: Adults aged 18 and older who have had a screening or diagnostic breast imaging test performed at a U.S. institution and who can provide informed consent and access email or a smartphone are ideal candidates.
Not a fit: Those under 18, incarcerated individuals, adults unable to provide consent, or people without prior mammograms will not be eligible and are unlikely to benefit directly from this data-collection project.
Why it matters
Potential benefit: If successful, the AI models trained on this repository could reduce false positives and unnecessary follow-up procedures, lowering anxiety and improving diagnostic accuracy.
How similar studies have performed: Other research using AI on mammography has shown promising improvements in detection and triage but performance varies and external validation across diverse populations remains incomplete.
Eligibility criteria
Show full inclusion / exclusion criteria
Inclusion Criteria: * Adults, ages 18 and older * Had a radiographic breast cancer imaging test, either for screening or diagnosis of breast cancer, with either positive or negative results performed in a US institution. * Have an email account with access to a reliable internet connection or smartphone * Pregnant women may choose to participate. Exclusion Criteria: * Minors , ages under 18 * Prisoners * Adults who are unable to provide consent.
Where this trial is running
Orlando, Florida
- University of Central Florida — Orlando, Florida, United States (Recruiting)
Study contacts
- Principal investigator: Jane Gibson, PhD — University of Central Florida
- Study coordinator: Amoy Fraser, PhD, CCRP, PMP
- Email: Amoy.Fraser@ucf.edu
- Phone: 4072668742
How to participate
- Review the eligibility criteria above with your treating physician.
- Visit the official trial page on ClinicalTrials.gov for the most current contact information and recruitment status.
- Contact the listed study coordinator or principal investigator to request pre-screening. Pre-screening is free and never obligates you to enroll.