Minding the Mind - AI in the Front Lines for the Human Psyche??
by Ioanna Deni
For more insights on the intersection of AI and healthcare, visit our website and subscribe for regular updates.
The COVID-19 pandemic had a detrimental impact on global mental healthcare. The restrictions applied to control the spread of the virus resulted in reduced social interactions and caused financial hardships. In 2022, a study unveiled a staggering 48% increase in global mental disorder diagnoses. Both males and females experience mental disorders equally, but some conditions disproportionately affect one gender over the other. Depression, anxiety, and eating disorders are more common in females, while males are more frequently diagnosed with ADHD and autism. Anxiety and depression were the most prevalent conditions for both genders [1].
Despite substantial efforts, the surge in demand for mental health services has outpaced the improvements made, and accessibility disparities continue to affect black individuals and those from low-income households. The need for change and investment in mental health is now more pressing than ever, especially with the exceptional advances in AI, which hold the potential for unprecedented transformation. Here's how we can address this urgent issue and bridge the gap between available resources and the growing demand.
Fortifying the fight against mental health challenges
Other areas of healthcare have eagerly embraced cutting-edge technologies, revolutionizing treatments and patient outcomes. From robotic surgeries to genomics, the medical field has seen a surge in technological advancements, yet mental healthcare often remains anchored in more traditional, less technology-driven methods. Clinicians, therapists, and researchers are recognizing the potential of AI as a valuable asset in the field of mental healthcare. AI can assist in diagnoses, personalized treatments and therapeutic approaches as well as trackers and individualized progress coaches. Could intelligent, machine learning-driven technology play a role in reducing the reliance on medications and minimizing the necessity for intrusive interventions such as confinement in mental health hospitals?
We think that AI can indeed play a crucial role in transforming mental health!
By integrating AI and other innovative technologies into mental healthcare, we have the opportunity to not only advance treatments but also increase drug discovery efforts in mental health, destigmatize certain mental health issues, increase accessibility of resources to all communities, and evolve clinical management.
Research from the Alan Turing institute of Technology has highlighted the profound impact of early and accurate mental health predictions on clinical management, practice, and ultimately, patient life expectancy. Utilizing machine learning, models have the ability to not only forecast and categorize individual disease risks, such as anxiety, and depression, but also accommodate for the complex interplay of factors affecting mental health over a person’s lifespan, such as genetics, cognitive function, and demographics [2].
Here are some noteworthy use cases:
Drug discovery
We observe that there is an increase of holistic approaches in the drug design processes. Drug discovery transcends beyond the traditional boundaries of biology and chemistry in treatment. Companies acknowledge the importance of considering the individual as a whole, factoring in personal history, behavioral tools, and the unique experiences each person brings to their mental health journey. This approach recognizes that while medication is a critical component, it's just one part of a broader arsenal available to individuals battling mental health issues. Ultimately, these advancements emphasize the role of personalized care, empowering individuals with more tailored and effective resources to navigate their path to mental well-being.
Apart from the important task of designing effective drugs, it's equally important to ensure that the right symptoms are being treated. In this vein, 诺华 is testing a set of novel digital measurement tools to complement the standard questionnaire used for diagnosing major depressive disorder. Traditionally, doctors used the MADRS (Montgomery-Asberg Depression Rating Scale) questionnaire. A series of questions, where patients self-assess their symptoms, such as sadness, sleep quality, and negative thoughts, while doctors evaluate their overall demeanor. Novartis’ digital tools, however, offer a different approach. They move beyond the doctor’s impressions and patient’s reflections, instead their algorithms objectively and frequently measure aspects of the patient's behavior such as speech patterns, social interactions, or facial expressions.
Just as doctors develop an intuition about the mental health of a patient through multiple interactions, so Novartis’ AI builds a patient profile rapidly, and with precision. These digital assessment tools could provide a more reliable indication of how a patient is responding to therapy, potentially revolutionizing the way we approach and treat major depressive disorder [5].
Wearable technology
Once again, we are witnessing the emergence of technologies that are centered around the individual, a transformative approach in mental health management. These advancements empower individuals to gain firsthand insight into their own physical responses to mental health triggers. This enhanced self-awareness enables people to proactively adjust their behavior or seek assistance from healthcare services as they deem necessary. By facilitating a deeper understanding of personal mental health patterns, these technologies are not just tools for monitoring but also for active participation in one’s own mental health journey. Moreover, all these tools are already owned by the majority of people in any demographics and despite socio-economic status.
Software as a Service (SaaS)
This is, probably, the most crowded space for mental health, with a variety of chatbox and AI platforms with interfaces for both individuals and healthcare providers. The AI platforms and chatbots have significant benefits. Unlike traditional one-size-fits-all solutions, they use advanced algorithms to tailor their responses to a person’s unique challenges and preferences, acknowledging the diverse nature of individual experiences in mental health. They provide unwavering support 24/7, a crucial asset during difficult moments or restless nights, ensuring help is always just a message away. No chatbox will ever judge! AI platforms and chatbots create a safe, non-judgmental space for open expression of sensitive topics such as addiction. Anonymity can lead to candor. In the journey of mental health having a supportive companion is invaluable. While not a substitute for professional care, AI platforms and chatbots act as a complementary resource, offering consistent support and insights that empower individuals on their path to healing and recovery.
These tools are becoming more prevalent as a means of providing guidance in battling mental health issues as well as a communication channel.
Have you ever written to ChatGPT about your mental health?
As mental health of young adults becomes a pressing issue in global public health, the use of chatbots like ChatGPT, trained on vast amounts of data, has the potential to be a valuable support tool too. The AI-based solution could also significantly narrow the treatment gap, especially in low- and middle-income countries. However, careful consideration and responsible usage will be essential to ensure their safe and effective application in this sensitive area.
领英推荐
Let T for therapist, if T == good therapist then patient == healed
Daniel Kimmel, MD, PhD, an assistant professor of psychiatry and neuroscience at Columbia University studying human cognition, had a therapy session with ChatGPT and concluded that it is a great start but the AI misses what makes us human. Daniel Kimmel writes that ChatGPT is well-versed in therapeutic techniques but it lacks the ability to creatively connect seemingly unrelated aspects to broader feelings. For example a person can be balancing various things, such as relationship issues, work ethic, and identity and a general feeling of overwhelmingness can potentially be normal. The strength of therapists lies in sympathy and … wonder. ChatGPT will never ask: Why do you feel this way? or Why did you react in the way you did? These questions are essential reflections to the therapeutic process [11].
The mechanics of the mind are intricate, capable of considering numerous thoughts and making nuanced connections and despite their advances AI cannot yet act as a solo therapist. Further challenges regarding AI technologies in mental health include [12, 13]:
These challenges can act as powerful catalysts, inspiring a new wave of entrepreneurs who are eager to propel us into a new era of digital mental healthcare. Recognizing the immense potential and the urgent need for innovation, these trailblazers are crafting solutions that blend empathy with technology, aiming to revolutionize how we approach mental wellness. At Intelligent Ventures, we are deeply committed to this transformative journey. We stand ready to listen, support, and collaborate with these pioneering companies. Our goal is to be a steadfast ally, helping them navigate the complexities of this landscape as they lead the charge in redefining the frontiers of mental health care. By fostering these innovations, we are not just investing in businesses, but we are also investing in a future where mental health care is more accessible, effective, and attuned to the needs of individuals across the globe.
Inside an investor’s mind - the vision of Intelligence Ventures
Let us breakdown our investment approaches at Intelligence Ventures, in the following four lenses:
Identify unique opportunities:
We seek startups that are addressing critical gaps in mental health treatment, drug development, accessibility and personalization. ChatGTP is already extremely versed in therapeutic techniques and chatboxes along with AI-platforms are already amazing at learning and adapting to the individual. How is your startup unique in addressing mental wellness? Will it be obsolete in 3 years from now? How is it adapting to accommodate all the nuances in our society? Prepare answers for these questions and we will be most interested to hear your innovations.?
Understand data requirements and privacy
A core focus for us is to navigate the complex waters of data requirements and patient privacy. Mental health advances depend on trust between AI and technology users. How does your company account for data safety, data storage and even data sharing? We are entering an era of data sharing so this is a pressing concern!
Prioritize healthcare adoption
We prioritize companies that develop tools aiming to complement already existing therapeutic tools, providing support and insights that enhance the process. We recognise the importance of AI in aiding both the healthcare professionals and the patients, offering them tools for better diagnosis, treatment planning, and community. How do you think your technology will fit in society in 5 or 10 years? What is the ideal adoption you expect to see and what are your back-up strategies?
Assessing the future potential and scalability
Lastly, we look at the long-term potential and scalability of AI solutions in mental health. The startups we invest address not only current mental health challenges but also have the foresight and capability to evolve as the field grows. How do you think working remotely has influenced our mental health and productivity? Are you a zoomer or a boomer on the matter of remote working? (fyi: GenZ = zoomers) We are particularly excited about innovations that have the potential to redefine mental health care on a global scale in the future!
Our AI Health Fund I is here to support startups that align with these criteria, contributing to a future where mental wellness is effective, accessible, and attuned to the needs of individuals worldwide. If your venture aligns with our vision and objectives, we encourage you to reach out. Together, let's shape a future where mental health care is revolutionized through the power of AI.
More about Intelligence Ventures
We are an emerging venture capital firm dedicated to cultivating innovation at the intersection of artificial intelligence and healthcare within the United States. Our commitment lies in the strategic investment and nurturing of pre-seed, seed, and Series A companies, fueling their growth and fostering the next generation of industry leaders.
Our initial fund, AI Health Fund I, is focused on companies that use artificial intelligence to increase efficiencies and/or solve computationally intractable problems that place a ceiling on our ability to develop new drugs, advance them through clinical trials, and ultimately diagnose and treat patients. We are industry vertical agnostic and believe that generative AI and more specific ML models can be used to accelerate innovation in biotech, pharma, medtech, and diagnostics.
For more information, visit our website at www.intelligencevc.com or reach out to [email protected] for any inquiries. Be sure to follow us on LinkedIn and Twitter, and subscribe for further installments of The Intelligence Report.
References:
Founder - CVO @ Ozibook | Educator | Entrepreneur | Content Creator | Personal Branding expert | Lifelong learner | Motivational Speaker | Determined Optimist
10 个月Absolutely crucial topic, Doug Nissinoff! It's inspiring to see technology being leveraged to address mental health challenges. ?? What specific tech solutions do you find most promising in this context? ????