Skip to content

Study on the Performance of a Machine Learning Algorithm Recognizing and Triaging Large Vessel Occlusions Using Non-contrast CT Scans

Study on the Performance of a Machine Learning Algorithm Recognizing and Triaging Large Vessel Occlusions Using Non-contrast CT Scans

Status
Not yet recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06216457
Acronym
SMART-LVO
Enrollment
5000
Registered
2024-01-22
Start date
2024-07-01
Completion date
2024-10-31
Last updated
2024-05-29

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Brain Ischemia, Stroke, Acute, Stroke Hemorrhagic, Stroke, Ischemic

Brief summary

The goal of this prospective observational study is to assess the effectiveness and performance of Methinks AI stroke imaging software platform in acute Code Stroke patients, and as a comparator to study sites utilizing existing AI imaging stroke platforms. The main question\[s\] it aims to answer is: • Performance of and outcomes associated with the use of the Methinks AI stroke imaging medical device in real-world clinical practice.

Detailed description

This is a prospective observational medical device clinical trial that aims to assess the diagnostic performance of Methinks Investigational Device on detecting LVO and ICH on plain NCCT and CTA, in consecutive acute Code Stroke activations at the emergency department. Demographic, Clinical and Imaging variables will be collected from stroke onset through Day 7 or Discharge, whichever is earlier. Methinks results will be collected exclusively for research purposes and no clinical decisions will be made based on the output. Diagnostic performance of NCCT-LVO Methinks output will be assessed using DSA and/or CTA as ground truth. Presence of ICH will be assessed using an independent neuroradiologist final reading. The Clinical impact on workflow will be retrospectively estimated based on the reduction of time to decision in both transfer patients and the ones directly arriving to the emergency department (ED) Informed consent forms (ICF) will be waived, as approved by the IRB.

Interventions

DEVICEAI software for Stroke

AI Software for Non-Contrast Head CT (Computed Tomography) and CT Angiography, utilized for Code Stroke screening, notification and triage.

Sponsors

Santiago Ortega- global PI
CollaboratorUNKNOWN
Methinks Software SL
Lead SponsorINDUSTRY

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
22 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Subjects with acute neurological symptoms suggestive of Stroke, ischemic or hemorrhagic (Code Stroke), regardless of presence or absence of final Stroke diagnosis. * Subjects aged 22 years or older. * NCCT performed for Code Stroke screening. * If the patient does not have a hemorrhage, a CTA (head and neck, performed for Code Stroke screening) should also be performed. * NCCT and CTA have been processed by Methinks AI software.

Exclusion criteria

● Subject imaging does not meet Image Acquisition and DICOM Tag Requirements

Design outcomes

Primary

MeasureTime frameDescription
Evaluate the sensitivity and specificity of the following Methinks AI modules:Baseline, pre-intervention (Code Stroke presentation and screening), During Code Stroke treatment, Immediately After the stroke treatment, Up to Discharge or 7 Days (whichever is sooner).1. Methinks NCCT algorithm detecting ICA, M1, and M2 occlusions. 2. Methinks NCCT algorithm detecting ICHs. 3. Methinks CTA algorithm detecting ICA, M1, and M2 occlusions.

Secondary

MeasureTime frameDescription
Time Potential time reduction - difference in speed to LVO notification between Methinks NCCT-LVO and competitor CTA-LVO.Baseline, pre-intervention (Code Stroke presentation and screening), During Code Stroke treatment, Immediately After the stroke treatment, Up to Discharge or 7 Days (whichever is sooner).
Time for NCCT-LVO Notification.Baseline, pre-intervention (Code Stroke presentation and screening), During Code Stroke treatment, Immediately After the stroke treatment, Up to Discharge or 7 Days (whichever is sooner).
User experience.1 day (Questionnaire completed at individual site enrollment completion.)Site Principal Investigator will complete questionnaire based upon experience with use of the Methinks software and application.

Contacts

Primary ContactCarlotta Calvi
research@methinks.ai+34639041147

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026