icobrain

K181939

icometrix NV · cleared 2018-11-06 · product code LLZ · Radiology

Premarket evidence — what FDA accepted

Device typesamd
source quote (p.3)
icobrain is intended for automatic labeling, visualization and volumetric quantification of segmentable brain structures from a set of MR or NCCT images. This software is intended to automate the current manual process of identifying, labeling and quantifying the volume of segmentable brain structures identified on MR or NCCT images.
Algorithmclassical machine learning and deep learning (supervised voxel classification with Convolutional Neural Networks)
source quote (p.7)
segmentation by classical machine learning and deep learning (in our case supervised voxel classication with Convolutional Neural Networks)
Adaptive (vs locked)No
PCCPNo
Cybersecurity addressedNo

Validation studies (2)

Retrospective clinical

n=544 cases

endpoints: Accuracy of measurements for lesions; Accuracy of measurements for basal cisterns; Accuracy of measurements for lateral ventricles; Accuracy of measurements for midline shift; Accuracy of measurements for whole brain volumes

Bench

n=544 cases

endpoints: Reproducibility of measurements on CT images

Reported performance (1 observation)

agreement_kappaas written: “Intraclass correlation coefficient0.94
source quote (p.8)
the intraclass correlation coefficient was 0.94.

Each value carries its own analysis unit and task — never compare or pool across devices. Source: 510(k) summary PDF.

Predicate network

Postmarket — what happened after clearance

48
recalls in product code, 24mo
295
MAUDE reports in code, 12mo
+683%
vs code's own 3-yr baseline
29
drift signals on this device
  • re_clearance

    The FDA AI/ML device list shows a newer 510(k) K240712 (decision 2024-11-07) from icometrix NV for a matching device line ("icobrain aria") — a new clearance for the same line is a change event.

    first seen 2026-07-08 · k_number:K240712

  • re_clearance

    The FDA AI/ML device list shows a newer 510(k) K192962 (decision 2020-02-28) from Icometrix NV for a matching device line ("icobrain-ctp") — a new clearance for the same line is a change event.

    first seen 2026-07-08 · k_number:K192962

  • re_clearance

    The FDA AI/ML device list shows a newer 510(k) K192130 (decision 2019-12-13) from Icometrix NV for a matching device line ("Icobrain") — a new clearance for the same line is a change event.

    first seen 2026-07-08 · k_number:K192130

  • adverse_event_inflection

    MAUDE adverse-event reports for product code LLZ: 295 in the 12 months ending 2026-06, vs a 37.7/12mo average over the prior 3 windows (+683%). Code-level count — reports are not attributed to this specific device.

    first seen 2026-07-08 · openFDA /device/event.json count=date_received product_code=LLZ

  • recall_reason_pattern

    Software/algorithm-related recall in product code LLZ (GE Medical Systems SCS, initiated 2026-05-08): "GE HealthCare has become aware of a context synchronization issue in AW Server 3.2 ext. 6.5. When a user selects a patient or exam in the AW Server Web Client worklist and launches" Recalling firm is another firm in the same product code.

    first seen 2026-07-08 · recall res_event_number:99042

  • recall_reason_pattern

    Software/algorithm-related recall in product code LLZ (PHILIPS MEDICAL SYSTEMS NEDERLAND B.V. Veenpluis 4-6 Best Netherlands, initiated 2026-03-05): "Potential that mis-ordered frames in Vue Motion during dynamic cine runs may cause images frames to display out of sequence." Recalling firm is another firm in the same product code.

    first seen 2026-07-08 · recall res_event_number:98520

  • …and 23 more.

Recall and MAUDE counts are product-code-level (reports aren't reliably attributable to one device). Signals are descriptive observables with sources — never a judgment that the device is unsafe or drifting. Snapshot 2026-07-08.

Reimbursement — how devices like this got paid

Not yet tracked — no payment pathway indexed for this clearance (the reimbursement corpus is a growing seed set).

RIGOR™ Precedent · public FDA/CMS data · descriptive decision-support, not regulatory or reimbursement advice. Share this page: radar.healthai.com/precedent/device/K181939