AI/ML Innovations Inc. Introduces its Proprietary "Long ECG Neural Network"
AI/ML Innovations Inc. introduces its proprietary Long ECG Neural Net technology, reducing labeling of long ECGs from days to minutes. The technology offers high accuracy, depth, and insight into cardiac data, catering to cardiologists, researchers, and pharmaceuticals. With over 100 million ECGs performed annually in the USA, this innovation aims to revolutionize ECG analysis, potentially detecting and predicting cardiovascular diseases. The company plans for FDA approval, online access, and accelerating diagnoses and predictions.
Revolutionary Long ECG Neural Net technology reducing long ECG labeling time from days to minutes.
Provides accurate, in-depth, and versatile analysis of ECG data, identifying important changes quickly.
Potential to detect and predict cardiovascular diseases, offering new digital biomarkers for chronic patients.
Expanding market segments like pharmaceuticals, device companies, researchers, and cardiologists.
Future plans for FDA approval, online access, accelerated diagnoses, and predictions of heart abnormalities.
Requires FDA approval for medical device status, a potential regulatory hurdle.
Competition in the AI-driven medical diagnostic space may impact market penetration.
Dependence on user adoption and regulatory compliance for success and growth.
Highlights:
- 100 million+ ECGs are performed annually in the USA.
- AIML's proprietary "Long ECG Neural Net" reduces labeling of long ECGs from several days to under 5 minutes.
- Provides unsurpassed accuracy, depth and insight into the cardiac data.
VICTORIA, BC / ACCESSWIRE / May 6, 2024 / AI/ML Innovations Inc. ("AIML" or the "Company") (CSE:AIML)(OTCQB:AIMLF)(FWB:42FB), a leading company committed to acquiring and advancing Artificial Intelligence/Machine Learning technologies that address urgent societal needs, is proud to introduce its proprietary Long ECG Neural Net (L-ECG NN). The L-ECG NN provides cardiologists, researchers, pharmaceuticals and others, with a fast, accurate and comprehensive tool for the in-depth analysis and feature extraction of ECGs.
The Need for Improved Utilization of ECG Data
- "The ECG is the most commonly performed cardiovascular diagnostic procedure, with >100 million ECGs obtained annually in the United States."1 (AHA Journals)
- Typical 24/48 hour-long ECGs, that are used in clinical trial, drug discovery, and specialist cases, take many days of effort for in-depth labeling, when relying on conventional, semi-automatic methods.
- "Even for an experienced cardiologist, accurately interpreting the ECG for a patient with concurrent arrhythmias is challenging" … "there is an urgent unmet need for an automated or assisted multilabel ECG diagnostic framework, supported by artificial intelligence technology."2 (The Lancet)
The L-ECG NN Feature Set Advantage
AIML's Long ECG Neural Net displays many advantages over conventional methods of analyzing ECG data:
- Accurate: The L-ECG NN was trained and tested on human ECG data, providing accurate labeling with minimal (2ms) error.
- In-depth: Our proprietary AI analysis algorithm enables in-depth analysis and feature extraction of ECGs, allowing clinicians and researchers to quickly identify specific changes to the heartbeats of a long recording.
- Versatile: Our advanced AI analysis algorithm provides deep analysis of ECGs from multiple sources (e.g., holters, sleep studies, clinical drug trials).
- Comprehensive: While rudimentary traditional methods of ECG analysis only spot the R-peak, we label every waveform and its duration, providing comprehensive cardiac data insights.
- Fast: We are able to label all ECG features within minutes for ECGs of any size, rather than in days, as is the present case.
- Future potential: The L-ECG NN has the potential of using the features extracted to detect and predict cardiovascular diseases, and discovering new digital biomarkers for cardiac and chronic patients.
Product Configurations
The L-ECG NN is available for hardware integration (use in 1- Lead ECG wearable monitors, 1 or 3-lead Holter monitors, and more), or for use online.
- Available as a REST API, allowing developers to integrate L-ECG NN into third-party applications.
- A web application for easy use, without technical knowledge.
Our Targeted Market Segments/Users
While the potential user base for our technology is both broad and deep, we have identified several potential market segments that represent our "path of least resistance" to market penetration. Some of these include:
- Pharmaceuticals & Clinical Drug Trials
- Device/ECG hardware companies (e.g. Holter monitors or patches)
- Researchers
- Cardiology specialists
Future Development Plans
AIML has several plans for the expansion of both the potential use and the users of the L-ECG NN technology going forward. Some of these include:
- Regulatory approval: FDA submission for approval as a medical device.
- Online access: An incorporated User Interface (UI) for users to directly interact with the NN Store. Users will be able to directly upload their ECG data and have a full display of resulting graphs and labels to analyze and download.
- Diagnosis: Training of the L-ECG NN to analyze ECGs for heart abnormalities to accelerate and automate diagnoses
- Prediction: Accelerate and, eventually, automate the analysis of existing ECG databases to enable early detection and prediction of cardiovascular diseases (CVDs).
Paul Duffy, CEO of AI/ML Innovations Inc. added, "With this announcement AI/ML embarks on our next era of innovation. This groundbreaking Long ECG Neural Net technology has the potential to revolutionize ECG analysis, saving time and costs while enhancing patient care." Duffy continues "What I am truly excited about is the L-ECG signal processing algorithms and their versatility to extend to any signal data presenting distinctive traits that warrant identification and analysis. Our advanced Neural Net models now learn the hidden structure of a signal and classify important features to detect other conditions. We will begin to apply this proprietary Neural Net technology to all biometric signals opening entirely new untapped markets for AI/ML."
About AI/ML Innovations Inc. https://aiml-innovations.com/
AI/ML Innovations Inc. has realigned its business operations to capitalize on the burgeoning fields of artificial intelligence (AI) and machine learning (ML), with an initial investment focus on emerging digital health and wellbeing companies that leverage AI, ML, cloud computing and digital platforms to drive transformative healthcare management solutions and precision support delivery across the health continuum. Through strategic partnerships with Health Gauge (
On behalf of the Board of Directors
Tim Daniels, Executive Chairman
For more information about AI/ML Innovations:
For detailed information please see AI/ML's website or the Company's filed documents at www.sedarplus.ca
For further information, contact: Blake Fallis at (778) 405-0882 or info@aiml-innovations.com
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For AI/ML Innovations Investors
Certain statements made in this press release that are not based on historical information are forward-looking statements that involve substantial known and unknown risks and uncertainties. This press release contains express or implied forward-looking statements relating to, among other things, AI/ML Innovations' expectations concerning management's plans, objectives, and strategies, including strategies for defending the Company's intellectual property. These statements are neither promises nor guarantees but are subject to a variety of risks and uncertainties, many of which are beyond our control, which could cause actual results to differ materially from those contemplated in these forward-looking statements. Existing and prospective investors are cautioned not to place undue reliance on these forward-looking statements, which speak only as of the date hereof. AI/ML Innovations Inc. undertakes no obligation to update or revise the information contained in this press release, whether as a result of new information, future events, or circumstances or otherwise except as expressly required by applicable securities law. Further information regarding the uncertainties and risks can be found in the disclosure documents filed by AI/ML with the securities regulatory authorities, available at www.sedar.com.
SOURCE: AI/ML Innovations Inc.
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