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RecruitingNCT07333547WILLEMRegistryUpdated Jul 20, 2026

Registry Study for the Evaluation of High-risk Cardiac Patients by WILLEM AI-based ECG Platform

An observational study in High-risk Cardiac Patients, sponsored by Idoven 1903 S.L.. Recruiting at 5 sites in 3 countries. Open to participants aged 18 Years and older, including healthy volunteers. Per ClinicalTrials.gov, last updated 2026-07-20.

Sponsored by Idoven 1903 S.L. · Observational

From the registry’s dates

  • Started Feb 2026; still recruiting 9 months later.
Study type
Observational
Model
Case-control
Time perspective
Other
Enrollment
200,000
Ages
18 Years and older
Sex
All
01

Study summary

The WILLEM Registry is a large-scale, single-group, observational, registry study to collect continuous clinical evidence of Willem in real-world settings. Cardiovascular diseases are a major problem for public health and healthcare systems. Electrocardiograms (ECGs) are simple tests which increase diagnostic performance and early detection of cardiovascular diseases. However, its interpretation is complex, time consuming for cardiology experts, and entails high costs for healthcare systems. Willem allows AI-based automatic interpretation and its performance has been examined in previous clinical trials, but additional clinical evidence is needed for its integration in real-world clinical settings. This study will collect clinical evidence of Willem performance to detect cardiac abnormalities in ECGs from high-risk cardiac patients admitted to cardiovascular units.

Read the detailed description

Patient enrollment will be both retrospective and prospective.

02

Conditions studied

  • High-risk Cardiac Patients

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Keywords

  • artificial intelligence
  • electrocardiogram
  • deep learning
  • cardiac disease
  • registry
03

In context

Heart Diseases

2,135 studies on the registry are indexed under Heart Diseases; 252 are open to participants now.

This study's planned enrollment of 200,000 is above the median of 350 across 592 observational studies indexed under Heart Diseases.

Browse Heart Diseases studies →

Lead sponsor

Idoven 1903 S.L. is the lead sponsor of 7 studies on the registry; 5 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
Yes
Sampling method
Non-probability sample

Study population

Subjects with high-risk and/or high-cost cardiac disease undergoing standard of care ECG assessment during the screening or diagnostic process, complementary tests, interventions, and/or clinical follow-up visits in any setup of care. Additionally, for the assessment of cardiac disease detection, subjects with no cardiac risk may be recruited as well for comparison between confirmed diagnosed patients and confirmed negative diagnosed subjects.

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • EC/IRB approval of ICF waiver prior to recruitment; otherwise, signed form by subject and investigator
  • Age > 18 years-old, with no upper limit
  • Subjects undergoing standard of care (ECG) of any duration from any hardware device
  • All available, but at least one, legible ECG tracings in raw data format (e.g. DICOM, XML, EDF, JSON, HL7, SCP, WFDB, CSV, etc.)
  • Available subject clinical data associated with the ECG
  • For 12-lead ECGs, a minimum length of 10 seconds at a minimum sample frequency of 250 Hz
  • For ECGs from Holters, wearables, patches, insertable cardiac monitors, telemetries, etc., a minimum length of 30 seconds at a minimum sample frequency of 200 Hz with a lead I / II or its MCL-DII lead approximation
  • For prospective eligibility only:
  • Signed informed consent form, unless previously waived by the EC/IRB
  • Site technical viability for ECG and subject clinical data transfer (e.g. end-to-end integration following interoperability standards such as FHIR, HL7 or DICOM)

Exclusion criteria

Exclusion Criteria:

  • Unavailable or suboptimal quality of the raw data from the signal
  • Age \< 18 years-old
Terms in these criteria, in plain language(2)

Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.

Informed consent

Before you join, the study team explains what taking part involves — its purpose, what happens, the risks and possible benefits — and answers your questions, so you can decide freely. Consent is usually recorded on a form (the informed consent form, ICF) signed by you or, where the law allows, by someone legally authorised to decide for you.

You can keep asking questions during the study, you are told of new information that matters, and you can choose to leave at any time.

ECG (electrocardiogram)

A recording of the heart’s electrical activity, taken with stickers on the chest, arms and legs. It takes a few minutes and does not hurt.

05

Study design

Observational model
Case-control
Time perspective
Other
Enrollment
200,000 participants (estimated)
Patient registry
No

Groups and cohorts

  • High-risk cardiac patients

    High-risk cardiac patients undergoing routine care electrocardiogram (ECG) for assessment of arrhythmias or cardiac diseases

    Device: Willem AI ECG assessment

  • Controls

    In case of any cardiac disease diagnosed to the high-risk cardiac patient cohort, controls will be any enrolled patient with no confirmed diagnosis of such cardiac disease

    Device: Willem AI ECG assessment

Interventions

  • DeviceWillem AI ECG assessment

    There is no study intervention. The Willem AI platform will assess all study ECGs for the identification of cardiac patterns, arrhythmias, and/or cardiac diseases. Regardless of retrospective or prospective enrollment, Willem output will not be provided to the healthcare professional user for clinical evaluation, and therefore routine practice will not be impacted nor altered.

06

What researchers measure

Primary outcomes

  1. Primary endpoint analysis: Willem performance

    ECG data will be categorized according to SOC-defined cardiopathies, arrhythmic events, and cardiac diseases. If SOC diagnosis is unavailable or inconsistent, an independent committee of expert cardiologists will review and provide their diagnosis according to a cardiac defined ontology which extends values defined in HL7-aECG data store. Then, the performance of Willem to detect cardiac patterns, arrhythmias, and cardiac disease from ECGs will be assessed. In order to define True Positive, True Negative, False Positive, and False Negative classifications, the ground truth for comparison will be Standard Of Care (SOC) manually performed cardiologist diagnosis. Performance metrics such as diagnostic accuracy, sensitivity, specificity, predictive positive value (PPV), negative predictive value (NPV), F1-Score and Area Under the Receiver Operating Characteristic Curve (AUROC) will be obtained.

    Time frame: From enrollment to any standard of care timepoint when the patient underwent (retrospective) or will undergo within the next 10 years (prospective) an eligible electrocardiogram

07

Study locations

3 of 5 sites recruiting
  • Vanderbilt University Medical Center
    Nashville, Tennessee 37232, United States
    Recruiting
    • Evan Brittain, MD, MSCI · Contact
    • Evan Brittain · Principal investigator
  • CardioHeredia
    Guayaquil, Guayas 090101 - 090158, Ecuador
    Recruiting
    • Cinthia Madrid · Contact
    • Fausto Heredia · Principal investigator
  • La Paz University Hospital
    Madrid, 28046, Spain
    Not yet recruiting
    • Teresa López Fernández, MD, PhD · Contact
    • Teresa López Fernández · Principal investigator
  • Puerta de Hierro University Hospital
    Madrid, 28222, Spain
    Recruiting
    • Pablo García Pavía, MD, PhD · Contact
    • Pablo García Pavía · Principal investigator
  • Murcia University
    Murcia, 30100, Spain
    Not yet recruiting
    • Sergio Manzano Fernández, MD, PhD · Contact
    • Sergio Manzano Fernández · Principal investigator
    • Juan Antonio Gómez Company · Principal investigator
08

References and documents

Individual participant data

Plan to share: Undecided

No publications or documents are linked to this record.

09

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reachedSimilar studies: half by the dot; the band is the middle halfHalf of similar studies reached it by the dot; the band is the middle half, from a quarter to three quarters

Started Feb 2026 (actual). Primary completion is estimated for Jan 2036, 119 months after the start.

Of 54 industry-sponsored observational studies under Heart Diseases, half reached primary completion within 37 months of starting (the median), counting those still running; a quarter within 15 and three quarters within 65. This study's planned 119 months is above that.

Counting every sponsor, half of 238 studies reached it within 45 months; a quarter within 18 and three quarters within 95.

How these figures are worked out, and which studies are left out of them.

Registered
Dec 30, 2025
First posted
Jan 12, 2026
StartActual
Feb 3, 2026
Primary completionEst.
Jan 2036
CompletionEst.
Jan 2036
Last update
Jul 20, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Jul 20, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
10

Registry details

Key details

Study ID
NCT07333547
Lead sponsor
Idoven 1903 S.L.
Responsible party
Sponsor
First posted
Jan 12, 2026
Start date
Feb 3, 2026
Primary completion
Jan 2036 (estimated)
Completion
Jan 2036 (estimated)
Last update
Jul 20, 2026

Study contacts

Manuel Marina-Breysse, MD, PhD
Contact
clinical@idoven.ai
+34669752391

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
Yes
View the source record on ClinicalTrials.gov ↗

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