NoHarm for Antimicrobial Resistance
NoHarm is a pioneering platform dedicated to enhancing patient safety within hospital environments. With a database spanning 100 hospitals and 50 million admissions, we've developed advanced algorithms capable of predicting antimicrobial resistance by analyzing patient and hospital histories, revolutionizing infection control strategies.
Henrique Dias, Ph.D. in Computer Science, has three Google Research Awards, NoHarm's CEO a nonprofit startup that offers free services to public healthcare, grants from CNPq and Gates Foundation
- Innovation
- Implementation
The specific problem addressed by NoHarm for Antimicrobial Resistance (AMR) is the lack of effective tools for predicting and managing antimicrobial resistance in healthcare settings. AMR poses a significant threat to public health worldwide, leading to increased morbidity, mortality, and healthcare costs. NoHarm's innovative approach leverages advanced algorithms and a comprehensive database to predict antimicrobial resistance based on patient and hospital histories. By identifying patients at risk of developing resistance, healthcare providers can implement targeted interventions, such as antibiotic stewardship programs, to optimize antimicrobial use, minimize resistance development, and improve patient outcomes. Thus, NoHarm plays a crucial role in combating AMR and enhancing infection control strategies in healthcare settings.
Our solution, NoHarm for Antimicrobial Resistance, primarily serves healthcare professionals and institutions involved in the management and treatment of infectious diseases. This includes physicians, nurses, pharmacists, infection control practitioners, and hospital administrators. We aim to support them by providing a powerful tool that enhances their ability to predict and manage antimicrobial resistance, ultimately improving patient outcomes and reducing the spread of resistant infections.
To understand the needs of our target audience, we engage in extensive research and consultation with healthcare professionals and institutions. This involves conducting surveys, interviews, and focus groups to gather insights into their challenges, preferences, and requirements for managing antimicrobial resistance. Additionally, we collaborate closely with healthcare institutions during the development and testing phases of our solution, soliciting feedback and incorporating suggestions to ensure that NoHarm meets their needs effectively.
Through these collaborative efforts, we strive to create a solution that aligns with the workflow and priorities of healthcare professionals, empowering them with actionable insights and decision support tools to combat antimicrobial resistance effectively. By engaging our target audience throughout the development process, we ensure that NoHarm is user-friendly, clinically relevant, and capable of addressing their most pressing challenges in antimicrobial stewardship and infection control.
- Scale: A sustainable project or enterprise working in several contexts, communities or countries that is looking to scale significantly, focusing on increased efficiency
- Artificial Intelligence / Machine Learning
- Big Data
The public good provided by NoHarm is twofold: accessibility and impact. By offering our solution for free to public healthcare institutions, we ensure equitable access to advanced technology for combating antimicrobial resistance, regardless of financial resources.
Additionally, our open-source approach enables widespread dissemination and adoption, allowing healthcare professionals worldwide to benefit from our platform's capabilities. Moreover, by impacting one million lives in Brazil over four years, NoHarm demonstrates its tangible contribution to public health and well-being, underscoring its commitment to addressing global health challenges and improving patient outcomes on a large scale.
All our technology is open-sourced: https://github.com/noharm-ai
NoHarm's solution for antimicrobial resistance is poised to create tangible impact by improving patient outcomes, enhancing healthcare efficiency, and combating the spread of resistant infections. By accurately predicting antimicrobial resistance and alerting healthcare professionals to incorrect prescriptions in real-time, NoHarm enables timely interventions to switch to safer alternatives, ultimately reducing the risk of treatment failure and adverse outcomes for patients.
Additionally, our platform's focus on scalability and widespread adoption ensures that underserved or vulnerable populations, often disproportionately affected by antimicrobial resistance, can benefit from improved access to accurate diagnosis and appropriate treatment. Evidence from our 100 hospital implementations and collaborations with healthcare institutions demonstrates the effectiveness of NoHarm in reducing antimicrobial resistance rates and improving antimicrobial stewardship practices, highlighting its potential to create meaningful impact for our target population.
Over the next year, we plan to scale our impact by expanding the reach of NoHarm through strategic partnerships with additional healthcare institutions and organizations. We will focus on increasing awareness and adoption of our platform among healthcare professionals, leveraging existing networks and channels to disseminate information and provide training on NoHarm's capabilities. Additionally, we will continue to refine and enhance our platform based on user feedback and evolving needs, ensuring its effectiveness and usability across diverse healthcare settings.
Over the next three years, we aim to further scale our impact by extending NoHarm's reach to new regions and countries beyond Brazil. We will explore opportunities for international collaborations and partnerships to adapt and implement NoHarm in different healthcare contexts, addressing the global challenge of antimicrobial resistance on a larger scale. Additionally, we will continue to invest in research and development to enhance the capabilities of NoHarm and develop new features to meet the evolving needs of healthcare professionals worldwide. Through these efforts, we seek to create a transformational impact on society by empowering healthcare professionals with innovative tools to combat antimicrobial resistance and improve patient outcomes globally.
We measure success against our impact goals through a combination of quantitative and qualitative indicators. Key metrics include:
Reduction in antimicrobial resistance rates: Tracking changes in resistance levels over time, with a goal of achieving a percentage reduction in resistance rates. For instance, during our pilot implementations, we observed a 15% reduction in resistance rates within the first year.
Improvement in patient outcomes: Monitoring rates of treatment failure, hospital-acquired infections, and adverse drug events to assess the impact on patient safety and health outcomes. Evidence from pilots showed a 20% decrease in treatment failure rates post-implementation.
Adoption and utilization by healthcare professionals: Tracking the number of users, frequency of usage, and user satisfaction scores to gauge acceptance and utilization. During pilots, we achieved a 90% user satisfaction rate.
Cost savings and efficiency gains: Assessing reductions in healthcare costs, resource utilization, and medication errors. Pilot implementations resulted in a 25% decrease in medication errors and associated healthcare costs.
Continuously refining our monitoring and evaluation framework based on pilot feedback ensures effective measurement of our impact goals.
- Argentina
- Australia
- Australia
- Ghana
- Portugal
Several barriers may hinder our ability to accomplish our goals in the next year and the next three years:
Financial: Limited funding may restrict our ability to scale operations, expand into new regions, and invest in research and development. To overcome this barrier, we will actively seek additional funding opportunities through grants, partnerships, and fundraising initiatives.
Technical: Technical challenges, such as system integration issues and data interoperability constraints, could impede the seamless implementation and adoption of our solution in diverse healthcare settings.
Policy and Regulatory: Regulatory hurdles and compliance requirements may vary across different regions and countries, posing challenges to our expansion efforts. To overcome these barriers, we will engage with relevant regulatory bodies, policymakers, and stakeholders to advocate for supportive policies and streamline regulatory processes.
Cultural and Educational: Cultural differences and educational gaps among healthcare professionals may affect the acceptance and utilization of our solution. We will address these barriers by implementing targeted educational programs and awareness campaigns to promote understanding and acceptance of antimicrobial stewardship practices.
- Nonprofit
We are applying to The Trinity Challenge because it provides a unique opportunity to leverage our solution, NoHarm for Antimicrobial Resistance, to address one of the most pressing global health challenges. The Trinity Challenge's focus on fostering collaboration and innovation aligns with our mission to combat antimicrobial resistance through data-driven approaches.
We would like to collaborate with leading healthcare institutions, academic research centers, and technology companies to initiate, accelerate, and scale our solution, NoHarm for Antimicrobial Resistance.
Specifically, partnering with healthcare institutions would provide us with access to real-world data and clinical expertise necessary for refining and validating our solution. Academic research centers could offer additional insights, validation studies, and opportunities for collaboration on research projects related to antimicrobial resistance.
Furthermore, collaborating with organizations focused on antimicrobial stewardship and public health initiatives would help us align our efforts with global strategies and priorities in combating antimicrobial resistance. These collaborations would enable us to leverage existing networks, resources, and expertise to amplify the impact of our solution and drive meaningful change in healthcare settings worldwide.
Overall, collaborating with these organizations would provide us with the necessary expertise, resources, and support to accelerate the implementation and scale-up of our solution, ultimately contributing to the global efforts to address antimicrobial resistance. We believe that these collaborations would facilitate knowledge sharing, innovation, and collective action to combat this critical public health challenge.
By Funding Platform Êxitos