K Number
K241958
Device Name
WARD-CSS (v1.2.x)
Manufacturer
Date Cleared
2025-02-14

(226 days)

Product Code
Regulation Number
870.2300
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP Authorized
Intended Use
WARD-CSS is a clinical decision support system that remotely integrates, analyzes and displays continuous vital sign data (via a mobile or web application) from medical devices for nonpediatric hospitalized patients within non-critical care units. WARD-CSS uses a set of standardized rules based on scientific and clinical evidence to detect and alert on clinically relevant vital sign deviations when used by trained health care professionals in hospitals. WARD-CSS is not intended to replace current monitoring practices or replace health care professionals' judgment. WARD-CSS is a tool intended to help health care professionals manage monitored patients and make clinical care decisions.
Device Description
WARD-CSS is a stand-alone software intended for use in continuous monitoring of patients and near real-time analysis of vital signs for the purpose of notifying healthcare professionals in case of clinically relevant vital sign deviations. WARD-CSS utilizes knowledge-based algorithms to evaluate clinically relevant vital signs deviations to help drive clinical management. The system is intended to be used as an adjunct to current monitoring practice in the general med/surg floors of the hospitals The system assists healthcare professionals when monitoring patients on their wards by: - Providing a real-time monitoring overview of vital signs for all patients. ● - Alerting the healthcare professionals when a patient deteriorates. ● The following types of alerts are detected by WARD-CSS in the vital sign data: - Desaturation ● - Hypertension - Hypotension ● - Bradypnea ● - Tachypnea ● - Tachycardia - Bradycardia - Hypotension and Bradycardia - Hypotension and Tachycardia ● - Bradypnea and Desaturation - Fever The WARD-CSS consists of a Mobile App, Web App and Backend Server. The Mobile App is used by healthcare professionals (HCPs) to monitor patients. The HCP will receive notifications of the alerts to their mobile phones. Within this app, the HCP can also document vital signs into an electronic health record system. The Web App is used by administrative users to manage hospitals, wards, users, and monitors. The Backend Server is used to receive and process all incoming data and manage all data used in the apps.
More Information

Not Found

No
The description explicitly states the system uses "knowledge-based algorithms" and "standardized rules based on scientific and clinical evidence" to detect vital sign deviations, which are characteristic of rule-based systems, not AI/ML. There is no mention of training data used for model development, only data used for retrospective analysis of alert reduction methodologies.

No.
The device is a clinical decision support system that analyzes vital sign data and alerts healthcare professionals to deviations; it does not directly administer treatment or alter a physiological state, which are characteristics of therapeutic devices.

Yes

WARD-CSS helps healthcare professionals detect and alert on clinically relevant vital sign deviations, which assists in identifying changes in a patient's condition. While it doesn't make a diagnosis itself, it provides analyzed data and alerts that healthcare professionals use to make clinical decisions, serving as a diagnostic aid.

Yes

The device description explicitly states "WARD-CSS is a stand-alone software". While it integrates data from medical devices, the device itself is the software system.

Based on the provided information, the WARD-CSS device is not an In Vitro Diagnostic (IVD).

Here's why:

  • IVDs analyze samples from the human body. The core function of an IVD is to examine biological samples (like blood, urine, tissue, etc.) to provide information about a person's health.
  • WARD-CSS analyzes vital sign data. The device's intended use and description clearly state that it integrates, analyzes, and displays continuous vital sign data (like heart rate, blood pressure, respiratory rate, etc.) from medical devices. It does not process or analyze biological samples.
  • The purpose is clinical decision support based on physiological measurements. WARD-CSS uses vital sign data to detect deviations and alert healthcare professionals, aiding in clinical management. This is distinct from the diagnostic information provided by analyzing biological samples.

Therefore, WARD-CSS falls under the category of a clinical decision support system that utilizes physiological data, not an In Vitro Diagnostic device.

N/A

Intended Use / Indications for Use

WARD-CSS is a clinical decision support system that remotely integrates, analyzes continuous vital sign data (via a mobile or web application) from medical devices for non-pediatric hospitalized patients within non-critical care units.

WARD-CSS uses a set of standardized rules based on scientific and clinical evidence to detect and alert on clinically relevant vital sign deviations when used by trained health care professionals in hospitals.

WARD-CSS is not intended to replace current monitoring practices or replace health care professionals' judgment. WARD-CSS is a tool intended to help health care professionals manage monitored patients and make clinical care decisions.

Product codes (comma separated list FDA assigned to the subject device)

MWI

Device Description

WARD-CSS is a stand-alone software intended for use in continuous monitoring of patients and near real-time analysis of vital signs for the purpose of notifying healthcare professionals in case of clinically relevant vital sign deviations.

WARD-CSS utilizes knowledge-based algorithms to evaluate clinically relevant vital signs deviations to help drive clinical management.

The system is intended to be used as an adjunct to current monitoring practice in the general med/surg floors of the hospitals

The system assists healthcare professionals when monitoring patients on their wards by:

  • Providing a real-time monitoring overview of vital signs for all patients.
  • Alerting the healthcare professionals when a patient deteriorates.

The following types of alerts are detected by WARD-CSS in the vital sign data:

  • Desaturation
  • Hypertension
  • Hypotension
  • Bradypnea
  • Tachypnea
  • Tachycardia
  • Bradycardia
  • Hypotension and Bradycardia
  • Hypotension and Tachycardia
  • Bradypnea and Desaturation
  • Fever

The WARD-CSS consists of a Mobile App, Web App and Backend Server. The Mobile App is used by healthcare professionals (HCPs) to monitor patients. The HCP will receive notifications of the alerts to their mobile phones. Within this app, the HCP can also document vital signs into an electronic health record system. The Web App is used by administrative users to manage hospitals, wards, users, and monitors. The Backend Server is used to receive and process all incoming data and manage all data used in the apps.

Mentions image processing

Not Found

Mentions AI, DNN, or ML

Not Found

Input Imaging Modality

Not Found

Anatomical Site

Not Found

Indicated Patient Age Range

non-pediatric hospitalized patients

Intended User / Care Setting

trained health care professionals in hospitals.

Description of the training set, sample size, data source, and annotation protocol

A literature review to support software algorithm development and determine the alert thresholds.

Description of the test set, sample size, data source, and annotation protocol

A retrospective analysis has been performed on four cohorts from prospective clinical safety studies conducted from 2020-2024 to measure the impact of these alert reduction methodologies.

The vital sign data of 1115 subjects (the number of subjects included in the WARD-CSS safety clinical studies) was primarily used to to confirm safety and not all data have been extracted for alert analysis.

Of the 1115 patients included in the safety studies, 794 patients were used to analyze the number of alerts. These patients are representative of both hospitalized medical and surgical cohorts.

Summary of Performance Studies (study type, sample size, AUC, MRMC, standalone performance, key results)

Study Type: Retrospective analysis of four cohorts from prospective clinical safety studies.
Sample Size: Data from 794 patients out of 1115 subjects included in safety studies.
Key Results:
WARD-CSS reduces the number of alerts in comparison to standard patient monitors by:

  1. The introduction of a 'time duration' for a threshold to be surpassed within the alerting condition.
  2. Additional 'alert filters' after the detection of the alerting conditions:
    • Reissue time filter: an alert of the same type is not allowed to trigger again within a specific time duration.
    • Prioritization filter: an alert of lower priority is not allowed to trigger when an alert of higher priority is already active.

The introduction of time durations gives a 74% reduction in alerts (over all alert types).
The alert filters reduce the alerts even further resulting in a total reduction of alerts by 97.8% by WARD-CSS in comparison to patient monitors that alert only upon thresholds.

Key Metrics (Sensitivity, Specificity, PPV, NPV, etc.)

The analysis focused on the reduction in alert numbers:

  • Alert Reduction with Time Durations: 74% reduction (over all alert types) compared to 'Thresholds only'.
  • Alert Reduction with Time Durations and Alert Filters (WARD-CSS): 97.8% total reduction compared to patient monitors that alert only upon thresholds.

Median and interquartile range of alerts for different methodologies:

  • Only thresholds: All alert groups: 417.0 [177.9-831.5]
  • Thresholds and time durations: All alert groups: 111 [26.5-338.3]
  • Thresholds, time durations and alert filters (WARD-CSS): All alert groups: 9.0 [3.8-18.1]

Predicate Device(s): If the device was cleared using the 510(k) pathway, identify the Predicate Device(s) K/DEN number used to claim substantial equivalence and list them here in a comma separated list exactly as they appear in the text. List the primary predicate first in the list.

K213335

Reference Device(s): Identify the Reference Device(s) K/DEN number and list them here in a comma separated list exactly as they appear in the text.

Not Found

Predetermined Change Control Plan (PCCP) - All Relevant Information for the subject device only (e.g. presence / absence, what scope was granted / cleared under the PCCP, any restrictions, etc).

Not Found

§ 870.2300 Cardiac monitor (including cardiotachometer and rate alarm).

(a)
Identification. A cardiac monitor (including cardiotachometer and rate alarm) is a device used to measure the heart rate from an analog signal produced by an electrocardiograph, vectorcardiograph, or blood pressure monitor. This device may sound an alarm when the heart rate falls outside preset upper and lower limits.(b)
Classification. Class II (performance standards).

0

Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.

February 14, 2025

WARD 24/7 ApS % Melissa DeHass Principal Consultant ROM+ 2790 Mosside Boulevard Suite 800 Monroeville, Pennsylvania 15146

Re: K241958

Trade/Device Name: WARD-CSS (v1.2.x) Regulation Number: 21 CFR 870.2300 Regulation Name: Cardiac Monitor (including cardiotachometer and rate alarm) Regulatory Class: Class II Product Code: MWI Dated: July 3, 2024 Received: July 3, 2024

Dear Melissa Dehass:

We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.

If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.

1

Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).

Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30. Design controls; 21 CFR 820.90. Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).

Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.

All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-device-advicecomprehensive-regulatory-assistance/unique-device-identification-system-udi-system.

Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.

For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatory

2

assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).

Sincerely,

Jennifer W. Shih -S

Jennifer Kozen Assistant Director Division of Cardiac Electrophysiology, Diagnostics, and Monitoring Devices Office of Cardiovascular Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health

Enclosure

3

Indications for Use

510(k) Number (if known) K241958

Device Name WARD-CSS

Indications for Use (Describe)

WARD-CSS is a climical decision support system that remotely integrates, analyzes continuous vital sign data (via a mobile or web application) from medical devices for non-pediatric hospitalized patients within non-critical care units.

WARD-CSS uses a set of standardized rules based on scientific and clinical evidence to detect and alert on clinically relevant vital sign deviations when used by trained health care professionals in hospitals.

WARD-CSS is not intended to replace current monitoring practices or replace health care professionals' judgment. WARD-CSS is a tool intended to help health care professionals manage monitored patients and make clinical care decisions.

Type of Use (Select one or both, as applicable)
---------------------------------------------------

X Prescription Use (Part 21 CFR 801 Subpart D)

Over-The-Counter Use (21 CFR 801 Subpart C)

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510(k) Summary

DATE PREPARED

December 20, 2024

MANUFACTURER AND 510(k) OWNER

Ward 24/7ApS HealthTechHub Copenhagen Danneskiold-Samsøes Allé 41 1434 København K Denmark Official Contact: Madolina Christina Telephone: +45 53845636 Email: madolina.christian@ward247.com

REPRESENTATIVE/CONSULTANT

Melissa DeHass Principal RQM+ Telephone: 717-476-0702 Email: mdehass(@rqmplus.com

DEVICE INFORMATION

Proprietary Name/Trade NameWARD-Clinical Software Support (WARD-CSS)
Common NameMonitor, physiological, patient (with arrhythmia detection of
alarms)
Regulation Number870.2300
Class2
Product CodeMWI
Premarket ReviewTraditional 510(k)
Review PanelCardiovascular

PREDICATE DEVICE IDENTIFICATION

WARD-CSS is substantially equivalent to the following predicate:

| 510(k) Number | Predicate Device Name / Manufacturer | Primary
Predicate |
|---------------|---------------------------------------------------------------------------------------------|----------------------|
| K213335 | Capsule Surveillance System /
Capsule Surveillance Technologies, SAS /Capsule Tech, Inc. | ✓ |

5

DEVICE DESCRIPTION

WARD-CSS is a stand-alone software intended for use in continuous monitoring of patients and near real-time analysis of vital signs for the purpose of notifying healthcare professionals in case of clinically relevant vital sign deviations.

WARD-CSS utilizes knowledge-based algorithms to evaluate clinically relevant vital signs deviations to help drive clinical management.

The system is intended to be used as an adjunct to current monitoring practice in the general med/surg floors of the hospitals

The system assists healthcare professionals when monitoring patients on their wards by:

  • Providing a real-time monitoring overview of vital signs for all patients. ●
  • Alerting the healthcare professionals when a patient deteriorates. ●

The following types of alerts are detected by WARD-CSS in the vital sign data:

  • Desaturation ●
  • Hypertension
  • Hypotension ●
  • Bradypnea ●
  • Tachypnea ●
  • Tachycardia
  • Bradycardia
  • Hypotension and Bradycardia
  • Hypotension and Tachycardia ●
  • Bradypnea and Desaturation
  • Fever

The WARD-CSS consists of a Mobile App, Web App and Backend Server. The Mobile App is used by healthcare professionals (HCPs) to monitor patients. The HCP will receive notifications of the alerts to their mobile phones. Within this app, the HCP can also document vital signs into an electronic health record system. The Web App is used by administrative users to manage hospitals, wards, users, and monitors. The Backend Server is used to receive and process all incoming data and manage all data used in the apps.

Intended use/Indications for use

WARD-CSS is a clinical decision support system that remotely integrates, analyzes and displays continuous vital sign data (via a mobile or web application) from medical devices for nonpediatric hospitalized patients within non-critical care units.

WARD-CSS uses a set of standardized rules based on scientific and clinical evidence to detect and alert on clinically relevant vital sign deviations when used by trained health care professionals in hospitals.

WARD-CSS is not intended to replace current monitoring practices or replace health care professionals' judgment. WARD-CSS is a tool intended to help health care professionals manage monitored patients and make clinical care decisions.

6

COMPARISON OF TECHNOLOGICAL CHARACTERISTICS

WARD 24/7 ApS believes that the WARD-CSS is substantially equivalent to the predicate device based on the information summarized here:

The subject device has a similar design and dimensions, and uses similar or identical materials, as the device cleared in K21335. The subject device has the same intended use and similar technological characteristics to the devices cleared in K213335, and the subject device has undergone testing to ensure the device is as safe and effective as the predicate.

| WARD-CSS
(Subject Device) | Capsule Surveillance System (K213335)
(Predicate Device) | Comments | |
|----------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------|
| Product Code | MWI | MWI | Same |
| Regulation | 870.2330 | 870.2330 | Same |
| Indications for Use | WARD-CSS is a clinical
decision support system
that remotely integrates,
analyzes and displays
continuous vital sign data
(via a mobile and web
application) from medical
devices for non-pediatric
hospitalized patients
within non-critical care
units.

WARD-CSS uses a set of
standardized rules based
on scientific and clinical
evidence to detect
clinically relevant vital
sign deviations (alerts)
when used by trained
health care professionals
in hospitals.

WARD-CSS is not
intended to replace health
care professionals'
judgment, but rather to
assist health care
professionals in making
timely, informed, higher
quality decisions.

WARD-CSS is not
intended to replace
current monitoring
practices but is intended
to help drive clinical | Capsule Surveillance
System is a clinical
decision support device
that integrates, analyzes,
and displays data from
multiple sources
including medical devices
and healthcare
information systems. It
uses standardized rules
that are based on
customer approved
clinical practices,
protocols and policies to
create clinically relevant
alerts in health care
facilities when used by
clinician physicians or
appropriate medical staff
under the direction of
physicians. It is not
intended to replace
clinicians' judgement, but
rather to assist clinicians
in making timely,
informed, higher, quality
decisions. Capsule
Surveillance may be
configured for secondary
monitoring and alerting
intended to be relied upon
in deciding to take
immediate clinical action.
Capsule Surveillance may
also be configured for | Similar |
| | WARD-CSS
(Subject Device) | Capsule Surveillance
System (K213335)
(Predicate Device) | Comments |
| | management. | remote display of
physiological data and
alerts not intended to be
relied upon in deciding to
take immediate clinical
action. | |
| Intended User | Healthcare professionals | | Same |
| Intended
Patient
Population | Hospitalized adult
patients (non-pediatric
population) hospitalized
patients within non-
critical departments. | Hospital patients | Same,
WARD-
CSS and
Capsule
Surveillance
System are
utilized by
adult
patients not
in the
intensive
care unit
(ICU). |
| Patient
Monitoring | Adjunctive | Adjunctive | Same |
| Vital Signs | Heart rate Oxygen saturation Respiration rate Temperature Blood pressure | Heart rate Oxygen saturation Respiration rate Temperature Blood pressure | Same |
| Platforms | Mobile App
Web App | Mobile App
Web App | Same |
| Algorithms | Threshold-based | Threshold-based | Same |
| Vital Sign
Monitoring
Resolution | 1-minute | | |
| Alerts | Direct detection from
vital sign data | Direct detection from
vital sign data | Same |

7

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SUMMARY OF NON-CLINICAL TESTING

The following tests were performed to demonstrate safety based on current industry standards:

  • . Software Testing (IEC 62304)
  • . Human Factors (IEC 62366-1)

The results of these tests indicate that WARD-CSS is substantially equivalent to the predicate device, the Capsule Surveillance System (K213335).

SUMMARY OF CLINICAL TESTING

A literature review to support software algorithm development and determine the alert thresholds.

WARD-CSS reduces the number of alerts in comparison to standard patient monitors which alert immediately and repeatedly when a vital sign threshold is surpassed. (Standard patient monitors do not include a time duration component or any other alert filter).

WARD-CSS reduces the number of alerts in comparison to these standard patient monitors (indicating a basic threshold) by:

    1. the introduction of a 'time duration' for a threshold to be surpassed within the alerting condition
    1. additional 'alert filters' after the detection of the alerting conditions:
      1. Reissue time filter: an alert of the same type is not allowed to trigger again within a specific time duration (in order to reduce the amount of alerts when a patient is continuously fulfilling an alerting condition).
      1. Prioritization filter: an alert of lower priority is not allowed to trigger when an alert of higher priority is already active (this logic is only valid within the same alert groups like desaturation, bradycardia, tachycardia, hypertension, hypotension).

The combination of the '(alert)time duration' and 'alert filters', in addition to basic thresholds, theoretically lowers the number of alerts.

A retrospective analysis has been performed on four cohorts from prospective clinical safety studies conducted from 2020-2024 to measure the impact of these alert reduction methodologies.

The vital sign data of 1115 subjects (the number of subjects included in the WARD-CSS safety clinical studies) was primarily used to to confirm safety and not all data have been extracted for alert analysis.

Of the 1115 patients included in the safety studies, 794 patients were used to analyze the number of alerts. These patients are representative of both hospitalized medical and surgical cohorts.

Alert rates were analyzed for the three following cases:

  • Thresholds only ●
  • Thresholds with time durations .
  • Thresholds with time durations and alert filters (WARD-CSS) .

In Table 1 below, the median and interquartile range for these cases are shown for all alert groups and each individual (bucketed) alerting group. A mean value is added to the results when the median is zero.

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Table 1. Alert Reduction Analysis

MethodologyAll alert groupsHypertension + Hypotension[Bradypnea + Tachypnea][Tachycardia + Bradycardia][Desaturation + Desaturation/ Bradypnea][Hypotension/Tachycardia + Hypotension/Bradycardia]
Only thresholds417.0
[177.9-
831.5]0.0 [0.0-1.0]
(mean 1.0)33.7
[6.8-157.9]11.9 [0.8-61.2]
(mean 76.3)256
[86.5-560.3]0.0 [0.0-0.0]
(mean 0.1)
Thresholds and time durations111
[26.5-338.3]0.0 [0.0-0.0]
(mean .04)4.7
[0.3-37.4]0.0 [0.0-1.9]
(mean 29.0)63.2
[9.2-227.6]0.0 [0.0-0.0]
(mean 0.0)
Thresholds, time durations and alert filters (WARD-CSS)9.0
[3.8-18.1]0.0 [0.0-0.0]
(mean 0.3)1.6
[0.3-4.9]0.0 [0.0-0.3]
(mean 1.0)4.7
[1.3 - 11.5]0.0 [0.0-0.0]
mean (0.0)

The introduction of time durations gives a 74% reduction in alerts (over all alert types).

The alert filters reduce the alerts even further resulting in a total reduction of alerts by 97.8% by W ARD-CSS in comparison to patient monitors that alert only upon thresholds.

*WARD does not have any data within these studies on temperature, so it is not possible to calculate alert reduction numbers for fever (but the alert reduction follows the same methodologies).

Summary

WARD-CSS reduces alert numbers compared to alert systems without- or with artefact removal.

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CONCLUSION

Based on the testing performed, including software verification, bench performance testing, and clinical testing, it can be concluded that the subject device does not raise new issues of safety or effectiveness compared to the predicate device. The proposed WARD-CSS software and the Capsule Surveillance System, cleared under K213335 have the same intended use and indications, similar technological characteristics, and the same principles of operation. Thus, the proposed WARD-CSS software is substantially equivalent to the predicate device.