Clinically, DSA-VDet can continuously indicate suspected bleeding regions throughout a complete angiographic sequence and provide a second-reader opinion to the operator. It is expected to reduce the time required for frame-by-frame review and localization of culprit vessels, reduce missed detection of small, multiple, or unusually located bleeding sites, and improve consistency among physicians with different levels of experience. Faster culprit-vessel localization may also reduce repeat angiography, radiation exposure, and unnecessary superselective catheterization. These potential benefits will be tested in the prospective randomized trial; the study does not assume that the model will necessarily improve clinical outcomes. From a translational perspective, the study will establish a standardized temporal DSA database spanning multiple centers, devices, and anatomical regions, together with bleeding-site annotation standards, a model suitable for real-time deployment, and a pathway for clinical evaluation. These resources may provide a reproducible technical foundation for regional collaboration in emergency interventional care and AI-assisted interpretation in lower-resource hospitals. The core value of this study is therefore to address the 'single-region, weak-temporal, algorithm-centered, clinically under-evaluated' limitations of existing models. Using multicenter DSA videos from multiple anatomical regions, the study will leverage contrast kinetics and motion information to improve detection of small bleeding sites and will progress from retrospective validation through controlled physician interpretation to a prospective randomized trial, providing a continuous evaluation from technical performance to clinical benefit.
Study Type
INTERVENTIONAL
Allocation
RANDOMIZED
Purpose
TREATMENT
Masking
NONE
Enrollment
1,324
During DSA acquisition, DSA-VDet v1.0 will perform continuous frame-by-frame inference and continuously display suspected bleeding regions, confidence scores, and relevant frame indices. The operator will retain responsibility for the final diagnosis, selection of culprit vessels, and all angiographic and embolization decisions.
Zhongda hospital
Nanjing, Jiangsu, China
the time from the start of the first diagnostic DSA acquisition to achievement of the correct diagnostic endpoint
To determine whether real-time DSA-VDet v1.0 assistance shortens the time from the start of the first diagnostic DSA acquisition to achievement of the correct diagnostic endpoint, compared with conventional interpretation.
Time frame: Upon achievement of the correct diagnostic endpoint, an average of 1 hour
the detection and localization performance of DSA-VDet
To evaluate the detection and localization performance of DSA-VDet in DSA sequences acquired across multiple anatomical regions; to assess its effects on interpretation accuracy, interpretation time, and interobserver agreement among interventional physicians with different levels of experience; and to compare total procedure duration, technical embolization success, repeat angiographic acquisitions, radiation exposure, contrast-medium volume, intraprocedural complications, and adverse events through postprocedure day 30 between the randomized groups.
Time frame: Upon achievement of the correct diagnostic endpoint, an average of 1 hour
effects on interpretation accuracy
To evaluate the detection and localization performance of DSA-VDet in DSA sequences acquired across multiple anatomical regions; to assess its effects on interpretation accuracy, interpretation time, and interobserver agreement among interventional physicians with different levels of experience; and to compare total procedure duration, technical embolization success, repeat angiographic acquisitions, radiation exposure, contrast-medium volume, intraprocedural complications, and adverse events through postprocedure day 30 between the randomized groups.
Time frame: Upon achievement of the correct diagnostic endpoint, an average of 1 hour
interpretation time
To evaluate the detection and localization performance of DSA-VDet in DSA sequences acquired across multiple anatomical regions; to assess its effects on interpretation accuracy, interpretation time, and interobserver agreement among interventional physicians with different levels of experience; and to compare total procedure duration, technical embolization success, repeat angiographic acquisitions, radiation exposure, contrast-medium volume, intraprocedural complications, and adverse events through postprocedure day 30 between the randomized groups.
Time frame: Upon achievement of the correct diagnostic endpoint, an average of 1 hour
interobserver agreement among interventional physicians with different levels of experience
To evaluate the detection and localization performance of DSA-VDet in DSA sequences acquired across multiple anatomical regions; to assess its effects on interpretation accuracy, interpretation time, and interobserver agreement among interventional physicians with different levels of experience; and to compare total procedure duration, technical embolization success, repeat angiographic acquisitions, radiation exposure, contrast-medium volume, intraprocedural complications, and adverse events through postprocedure day 30 between the randomized groups.
Time frame: Upon achievement of the correct diagnostic endpoint, an average of 1 hour
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