The Healer’s Paradox: When Healthcare Providers Struggle with Their Own Health

A Holistic Reflection on Credibility, Burnout, and the Modern Medical System

It is not uncommon for individuals committed to a disciplined lifestyle, regular movement, mindful nutrition, and stress management to encounter a perplexing contradiction within the modern healthcare system. Many patients report a growing sense of frustration when the very professionals advising them on weight management, exercise, and lifestyle modification appear to be struggling with those same issues themselves.

This observation raises an important question:

How should one reconcile medical advice when the messenger does not appear to embody the message?

This is not merely a personal frustration; it reflects a deeper paradox within contemporary healthcare.

The Knowledge–Behavior Gap

Healthcare professionals are extensively trained in anatomy, physiology, pathology, and disease management. They understand, often better than most, the importance of:

  • Regular physical activity
  • Nutrient-dense diets
  • Sleep hygiene
  • Stress regulation

Yet research consistently shows that knowledge alone does not guarantee behavior change. This phenomenon is often referred to as the knowledge–behavior gap and is well documented in behavioral science (Kwasnicka et al., 2016).

Even highly educated individuals are subject to:

  • Decision fatigue
  • Self-regulation depletion
  • Emotional exhaustion

In other words, knowing what to do and having the capacity to consistently do it are two very different things.

An Unhealthy System Producing Unhealthy Outcomes

A critical factor often overlooked is the structure of the healthcare system itself.

Healthcare professionals frequently work under conditions that are inherently misaligned with health:

  • Long shifts (often exceeding 10–12 hours)
  • Irregular schedules and sleep disruption
  • High patient volumes
  • Administrative overload
  • Continuous exposure to illness, trauma, and mortality

These conditions create a physiological environment characterized by chronic stress activation. Elevated cortisol levels, disrupted circadian rhythms, and prolonged sedentary behavior all contribute to metabolic dysfunction, weight gain, and declining overall health (Melamed et al., 2006; Shanafelt et al., 2015).

Thus, the issue is not simply individual failure, it is systemic.

Burnout: The Silent Epidemic Among Healthcare Workers

Burnout has become one of the most significant occupational hazards in healthcare. It is defined by:

  • Emotional exhaustion
  • Depersonalization
  • Reduced sense of personal accomplishment

Studies suggest that a substantial proportion of physicians and healthcare workers experience burnout at some point in their careers (Shanafelt et al., 2015).

From a physiological and behavioral perspective, burnout leads to:

  • Reduced motivation for self-care
  • Increased reliance on convenience foods
  • Decreased physical activity
  • Impaired emotional regulation

What may appear externally as neglect or hypocrisy is often the visible manifestation of internal depletion.

Why Do Some Providers Appear Healthier Than Others?

Interestingly, many individuals observe that certain specialists, particularly surgeons, often appear to maintain better physical condition.

Several factors may contribute:

  • Selection bias: Surgical fields tend to attract highly disciplined, performance-oriented individuals
  • Cultural expectations: Physical stamina and endurance are often emphasized
  • Financial resources: Greater access to high-quality food, fitness facilities, and time-saving services
  • Career autonomy: Increased control over scheduling later in practice

However, it is important to note that even within these groups, burnout and stress-related disorders remain prevalent.

The Credibility Dilemma

From a holistic perspective, credibility is not derived solely from knowledge, it is also rooted in embodiment.

When a healthcare provider advises:

  • “Lose weight”
  • “Exercise more”
  • “Reduce stress”

…yet appears to struggle with those same challenges, it can create a disconnect that undermines trust.

This tension highlights an important distinction:

Clinical Expertise vs. Personal Practice

A provider may possess:

  • High-level diagnostic and medical knowledge

…while simultaneously lacking:

  • Consistent personal health practices

These are not mutually inclusive domains.

A Clash of Health Paradigms

At a deeper level, this issue reflects a broader divide between two models of health:

Conventional Medical Model

  • Disease management
  • Symptom control
  • Pharmaceutical intervention
  • Reactive care

Holistic Model

  • Prevention and self-regulation
  • Mind–body integration
  • Lifestyle as medicine
  • Personal responsibility

For individuals grounded in holistic disciplines such as yoga, tai chi, qigong, and mindful living, this divergence can feel particularly stark.

A Practical and Balanced Approach

Rather than rejecting conventional medicine outright, or accepting it without question, a more refined approach is warranted.

Utilize the Healthcare System For:

  • Diagnostic testing and screening
  • Acute and emergency care
  • Risk assessment and monitoring

Cultivate Personal Responsibility For:

  • Daily movement and exercise
  • Nutritional choices
  • Stress management practices
  • Sleep and recovery

Seek Alignment When Possible

There is a growing field of practitioners who bridge both worlds:

  • Lifestyle medicine physicians
  • Integrative and functional medicine providers
  • Practitioners who embody the principles they teach

Final Reflection

The apparent contradiction within healthcare providers is not simply hypocrisy. It is a reflection of:

  • Human limitations
  • Chronic systemic stress
  • A disconnect between knowledge and lived experience

For the discerning individual, the path forward is not one of rejection, but of discernment.

Take what is useful. Question what is not. And remain rooted in practices that cultivate true health from within.

In doing so, one becomes not merely a patient within a system—but an active participant in their own well-being.

References

Kwasnicka, D., Dombrowski, S. U., White, M., & Sniehotta, F. (2016). Theoretical explanations for maintenance of behaviour change: A systematic review of behaviour theories. Health Psychology Review, 10(3), 277–296. https://doi.org/10.1080/17437199.2016.1151372

Melamed, S., Shirom, A., Toker, S., Berliner, S., & Shapira, I. (2006). Burnout and risk of cardiovascular disease: Evidence, possible causal paths, and promising research directions. Psychological Bulletin, 132(3), 327–353. https://doi.org/10.1037/0033-2909.132.3.327

Shanafelt, T. D., Hasan, O., Dyrbye, L. N., Sinsky, C., Satele, D., Sloan, J., & West, C. P. (2015). Changes in burnout and satisfaction with work-life balance in physicians and the general US working population between 2011 and 2014. Mayo Clinic Proceedings, 90(12), 1600–1613. https://doi.org/10.1016/j.mayocp.2015.08.023

Boost Your Brainpower: Use Hearing and Balance to Sharpen Focus

In the realm of holistic wellness, we often focus on diet, exercise, breath, and mindset, but how often do we consider our ears and our sense of balance as essential tools for mental clarity and cognitive performance?

Dr. Andrew Huberman, a Stanford neuroscientist and host of the Huberman Lab Podcast, explores this overlooked territory in his episode “How Hearing & Balance Enhance Focus & Learning.” As someone deeply invested in integrating modern science with ancient wellness practices, I found this episode not only affirming but eye-opening. Let me break down some of the most practical insights.

The Auditory System: A Biological Prism for the Mind

Huberman explains the auditory system in great detail: how the outer ear captures sound waves, how the eardrum passes those vibrations through three tiny bones (malleus, incus, stapes), and how the cochlea, which is the fluid-filled spiral in the inner ear, transforms those vibrations into neural signals.

What stood out was the prism-like function of the cochlea. Much like a prism that separates light into colors, the cochlea separates sound into different frequencies. This allows the brain to decipher complex soundscapes like music, voices, and environmental cues. For those of us practicing mindfulness, this gives new meaning to the phrase “intentional listening.”

Binaural Beats: Sound as a Mental Tuning Fork

Huberman dives into the use of binaural beats, where two slightly different frequencies are played in each ear. The brain interprets the difference as a single beat, which can influence brainwave activity. He shares that binaural beats can help promote states such as focus (beta waves), calm (alpha), and deep meditation (theta). While not a cure-all, they are a valuable tool, especially when integrated with practices like breathwork, yoga, or qigong.

  • Delta and Theta: Sleep and deep meditation
  • Alpha: Calm focus
  • Beta: Alertness
  • Gamma: Heightened cognition and insight

White Noise: A Double-Edged Sword

Surprisingly, Huberman discusses how low-level white noise can actually enhance learning and motivation. It does this by increasing dopamine release, which is our brain’s reward chemical. This may explain why many people, me included, prefer ambient noise while working or studying.

However, there’s a cautionary note: prolonged white noise exposure in infants may hinder healthy auditory development. White noise lacks the variation necessary to develop tonotopic maps, which are the brain’s way of organizing sound frequencies. In short, while useful for adults, white noise can be detrimental if misused during critical developmental windows in children.

The Cocktail Party Effect: Cognitive Load in Action

Another fascinating point is the cocktail party effect, where the brain’s ability to focus on a single voice (selective awareness) in a noisy room. Huberman emphasizes how much effort this takes. It’s a reminder that modern life, full of overlapping stimuli, can tax our nervous system in subtle but real ways. As holistic practitioners, this reinforces the importance of quiet time, sound baths, and low-stimulation environments to support mental clarity.

Balance and the Vestibular System: Movement as Medicine

Perhaps the most profound yet underappreciated insight from Dr. Huberman’s episode is the role of the vestibular system. This is the sensory network within the inner ear that helps detect head orientation and movement. Though commonly associated with balance, this system is directly linked to emotional regulation, attention, and brain flexibility.

When we engage in movements that challenge balance, like skateboarding, walking on uneven terrain, or even standing on one leg with eyes closed, we activate the semicircular canals and otolith organs that send signals to the brainstem about head motion and gravitational shifts. These inputs, in turn, stimulate the release of dopamine and serotonin, the neurochemicals responsible for motivation, well-being, and neuroplasticity (Huberman, 2025).

Why This Matters:

  • Dopamine fuels focus, drive, and memory encoding.
  • Serotonin calms the nervous system and stabilizes mood.

Vestibular engagement stimulates these systems through subtle head movements and changes in posture. Simple activities such as:

  • Balancing with eyes closed,
  • Turning the head during walking,
  • Forward-accelerating sports like biking or skating,
  • Practicing head tilts during yoga, qigong, tai chi and other martial arts

These activities can elevate mood and sharpen learning by improving sensory-motor integration and activating brain regions like the locus coeruleus and ventral tegmental area (VTA), critical dopamine centers (Hitier et al., 2014).

From a holistic point of view, these effects mirror what Eastern disciplines have long known that physical movement, balance, and breath are gateways to emotional equilibrium and mental clarity. By training the vestibular system regularly, we condition the brain to stay agile, focused, and resilient under pressure.

Holistic Takeaways: Harmonizing the Senses

Dr. Huberman’s breakdown of the hearing and balance systems mirrors much of what traditional holistic systems have long emphasized: sensitivity, movement, and sensory integration are keys to mental clarity. As a practitioner and educator of mind-body methods, I see incredible value in integrating these insights:

  • Use binaural beats or ambient nature sounds during meditation or study sessions.
  • Encourage balance training as part of daily physical routines with eyes-closed stance work, walking meditation (Tai Chi, Qigong, BaguaZhang), or even play-based movement.
  • Be mindful of auditory overload in modern environments. Sometimes, the most powerful medicine is silence.

Final Thoughts

In holistic health, we strive for integration of not just the body, mind, and spirit, but also of physiological systems that we often take for granted. Dr. Huberman’s insights into hearing and balance affirm that our senses are not passive. They are gateways to enhanced learning, mood regulation, and cognitive vitality.

By engaging in the auditory and vestibular systems intentionally, we can improve not just our ability to hear or stand upright but to learn, grow, and live with greater awareness.

Reference:

Huberman, A. (2025, May 8). How hearing & balance enhance focus & learning. YouTube. https://www.youtube.com/watch?v=fSBgDq2ttCw

Hitier, M., Besnard, S., & Smith, P. F. (2014). Vestibular pathways involved in cognition. Frontiers in Integrative Neuroscience, 8, 59. https://doi.org/10.3389/fnint.2014.00059

Lopez, C., Blanke, O., & Mast, F. W. (2012). The human vestibular cortex revealed by coordinate-based meta-analysis. Neuroscience, 212, 159–179. https://doi.org/10.1016/j.neuroscience.2012.03.028

Smith, P. F., & Zheng, Y. (2013). From ear to uncertainty: vestibular contributions to cognitive function. Frontiers in Integrative Neuroscience, 7. https://doi.org/10.3389/fnint.2013.00084

Rising Health Concerns Since 2020: A Holistic Overview of Emerging Trends

Since 2020, public attention has largely focused on infectious diseases such as COVID-19 and vaccine-preventable illnesses like measles and tuberculosis. However, an alarming rise in several chronic, developmental, and mental health conditions suggests a deeper crisis in population health, especially in the United States. This article outlines key health trends that deserve greater attention, including sudden cardiac events, mental health disorders, obesity and type 2 diabetes in adolescents, and the resurgence of various cancers.

Sudden Cardiac Death and Vascular Events

Sudden cardiac death (SCD), once relatively rare among young adults, has shown an increase in prevalence. Between 1999 and 2020, the age-adjusted mortality rate for SCD among U.S. adults aged 25-44 rose from 0.10 to 0.18 per 100,000; a significant public health concern (The Cardiology Advisor, 2025). Additionally, deaths from aortic aneurysms have become more frequent among adults, though definitive recent data is still emerging.

Infant Mortality and Early-Life Risk
The U.S. infant mortality rate rose by 3% in 2022 to 5.6 deaths per 1,000 live births, the first increase in two decades. The rise was especially significant in states like Georgia, Texas, and Missouri, and among infants born to White and Native American women. Contributing factors include maternal health complications and bacterial sepsis (Falconer, 2023).

(Winston & Winston, 2022)

Mental Health Crisis and Suicide
The COVID-19 pandemic has exacerbated mental health conditions, particularly among adolescents and young adults. Increased rates of anxiety, depression, and suicide have been documented, with long-term consequences expected. A significant contributing factor has been the reduction in school-based mental health support following the expiration of pandemic relief funding (Houston Chronicle, 2024).

Adolescent Obesity and Type 2 Diabetes
Obesity affects nearly 1 in 5 U.S. youth aged 2-19 years, with disproportionately high rates among Hispanic and non-Hispanic Black populations (Childhood Obesity Facts, 2024). Concurrently, the incidence of type 2 diabetes in adolescents has risen sharply. Projections suggest a 700% increase by 2060 if current trends continue (Diabetes in Young People Is on the Rise, 2024).

Alzheimer’s Disease: A Looming Epidemic
Currently, over 6.9 million Americans aged 65 and older are living with Alzheimer’s disease. This figure is expected to double to 13.8 million by 2060 due to aging demographics and unknown environmental and lifestyle factors (Alzheimer’s Association, 2024).

Colorectal and Pancreatic Cancers in Younger Adults
Although colorectal cancer rates have declined overall due to better screening in older adults, incidence in younger populations (ages 25-50) has doubled since 1995. Advanced-stage diagnoses are increasing at a rate of 3% annually in adults under 50 (American Cancer Society, 2023). Similarly, pancreatic cancer is on the rise, particularly among young women, with experts noting a significant and concerning shift in the disease burden (Harnisch-Weidauer, 2024).

Conclusion
The rise in both communicable and non-communicable diseases since 2020 signals a multi-faceted public health challenge. While infectious diseases tend to dominate media cycles, chronic conditions, mental health issues, and early-onset cancers are equally pressing. These trends underscore the urgent need for holistic prevention strategies, health education, and early interventions that go beyond vaccination campaigns and address root causes like nutrition, stress, environmental toxicity, and healthcare inequality.

References:

Alzheimer’s Association. (2024). *2024 Alzheimer’s disease facts and figures*. https://pubmed.ncbi.nlm.nih.gov/38689398/

American Cancer Society. (2023). Colorectal Cancer Facts & Figures 2023-2025. https://www.cancer.org/content/dam/cancer-org/research/cancer-facts-and-statistics/colorectal-cancer-facts-and-figures/colorectal-cancer-facts-and-figures-2023.pdf

Childhood obesity Facts. (2024, April 2). Obesity. https://www.cdc.gov/obesity/childhood-obesity-facts/childhood-obesity-facts.html

Diabetes in young people is on the rise. (2024, May 15). Diabetes. https://www.cdc.gov/diabetes/data-research/research/young-people-diabetes-on-rise.html

Falconer, R. (2023, November 1). U.S. infant mortality rate rises for first time in over 2 decades. Axios. https://www.axios.com/2023/11/01/us-infant-mortality-rate-rises-first-time-two-decades

Harnisch-Weidauer, L. (2024, November 18). What you need to know about rising pancreatic cancer rates. Dana-Farber Cancer Institute. https://blog.dana-farber.org/insight/2024/11/what-you-need-to-know-about-rising-pancreatic-cancer-rates/

Houston Chronicle. (2024). *Mental health crisis in students persists post-COVID*. https://www.houstonchronicle.com/news/houston-texas/education/hisd/article/texas-covid-mental-health-crisis-20205168.php

Partain, C. (2025, March 13). Houston students’ mental health still hasn’t rebounded from COVID. Houston Chronicle. https://www.houstonchronicle.com/news/houston-texas/education/hisd/article/texas-covid-mental-health-crisis-20205168.php

The Cardiology Advisor. (2025, March 5). Sudden cardiac death rate increasing for younger adults in the US. https://www.thecardiologyadvisor.com/news/sudden-cardiac-death-rate-increasing-for-younger-adults-in-the-us/

Winston, S., & Winston, S. (2022, May 13). COVID-19 has harmed students’ social-emotional wellbeing, making it even more difficult to learn | Innovate Public Schools. Innovate Public Schools | a World-Class Public School for Every Student. https://innovateschools.org/research-and-data/learning-loss/covid-19-has-harmed-students-social-emotional-wellbeing-making-it-even-more-difficult-to-learn/

I look forward to further sharing more of my message by partnering with hospitals, wellness centers, VA centers, schools on all levels, businesses, and individuals who see the value in building a stronger nation through building a healthier population.

I also have hundreds of FREE education video classes, lectures, and seminars available on my YouTube channel at:

https://www.youtube.com/c/MindandBodyExercises

Many of my publications can be found on Amazon at:

http://www.Amazon.com/author/jimmoltzan

My holistic health blog is available at:

https://mindandbodyexercises.wordpress.com/

http://www.MindAndBodyExercises.com

Mind and Body Exercises on Google: https://posts.gle/aD47Qo

Jim Moltzan

407-234-0119

Artificial Intelligence, Climate Change, and the Energy Dilemma

For decades, we have been told that climate change represents one of the greatest challenges facing humanity. Governments, businesses, and individuals have been encouraged to reduce energy consumption, lower carbon emissions, purchase more efficient appliances, drive fuel-efficient vehicles, and adopt sustainable practices. Entire industries have emerged around renewable energy, green building technologies, and environmental consulting. Trillions of dollars have been invested globally in efforts aimed at reducing humanity’s environmental footprint.

Yet today, a new technological race is underway.

Artificial intelligence has rapidly become one of the most influential and potentially transformative technologies in human history. The race to develop increasingly powerful AI systems has sparked unprecedented investment in data centers, computing infrastructure, electrical generation, and supporting technologies. What is particularly interesting from a holistic perspective is how quickly public attention has shifted. The environmental concerns that dominated headlines for years now seem to share the stage with a new priority: technological superiority.

This shift raises important questions about energy, sustainability, economics, and the long-term consequences of our collective choices.

The New Energy Frontier

Artificial intelligence does not operate in a vacuum. Behind every AI-generated image, language model response, recommendation algorithm, or automated system lies an enormous amount of computing power. These systems require vast data centers containing thousands of processors operating around the clock. These facilities consume significant amounts of electricity while generating substantial heat that must be removed through sophisticated cooling systems.

As AI adoption accelerates, so does the demand for electrical power. According to the International Energy Agency (IEA, 2024), global electricity demand from data centers is expected to increase substantially over the coming decade, driven largely by artificial intelligence applications.

This expansion is creating economic opportunities. Construction companies, engineers, utility providers, software developers, and technology firms are all benefiting from the rapid growth of AI infrastructure. Entire regions are competing to attract new data centers due to the jobs, tax revenue, and economic development they can bring. However, every growth opportunity carries associated costs.

From a systems perspective, increasing electrical demand requires additional power generation, expanded transmission networks, upgraded substations, and ongoing maintenance of infrastructure. These realities exist regardless of whether the electricity is generated through fossil fuels, renewable energy, nuclear power, or some combination thereof.

The Aging Electrical Grid

The United States already faces significant challenges related to its aging electrical infrastructure. Much of the nation’s power grid was built decades ago and was not designed for the modern demands of electric vehicles, distributed renewable energy systems, electrified buildings, and AI-driven computing centers.

The American Society of Civil Engineers (2025) continues to identify portions of the nation’s electrical infrastructure as requiring substantial modernization investments. Grid reliability, transmission capacity, and resilience to extreme weather events remain ongoing concerns.

Adding AI-driven energy demands to an already strained system creates a complicated equation. More power plants may be required. Additional transmission lines will likely need to be constructed. Energy storage technologies must continue to improve. Policymakers, utility companies, and consumers will ultimately face difficult decisions regarding costs and priorities.

This reality illustrates an important holistic principle: solving one problem often creates new challenges that must also be addressed.

The Climate Contradiction

Many people understandably perceive a contradiction. For years, individuals were encouraged to reduce their personal energy consumption. They were told to turn off lights, reduce vehicle emissions, improve home insulation, and lower their carbon footprints. Meanwhile, massive AI data centers are being constructed that may consume electricity equivalent to that used by entire communities. From a public perception standpoint, this can appear inconsistent.

However, proponents of AI argue that the technology itself may contribute to solutions for environmental challenges. Artificial intelligence is already being used to optimize electrical grids, improve energy efficiency, enhance agricultural productivity, model climate systems, reduce industrial waste, and accelerate scientific research (Rolnick et al., 2022).

In other words, AI may increase energy consumption while simultaneously helping society become more efficient. Whether these benefits ultimately outweigh the costs remains a matter of ongoing debate.

The Geopolitical Reality

Environmental concerns are only one piece of the puzzle. Artificial intelligence is increasingly viewed as a strategic technology with implications extending far beyond commercial applications. Governments recognize its potential influence on cybersecurity, intelligence gathering, economic competitiveness, scientific innovation, and military capability.

The United States, China, and numerous other nations are investing heavily in AI development. Policymakers often view AI leadership not simply as an economic advantage but as a matter of national security.

History demonstrates that when nations perceive strategic competition, environmental concerns frequently become secondary priorities. Similar patterns were observed during the Industrial Revolution, the Space Race, and the Cold War. Scientific and technological advancement often accelerates when nations believe their security or economic future depends upon it. This does not necessarily mean that environmental stewardship is abandoned. Rather, competing priorities emerge and must be balanced against one another.

A Holistic Perspective on Progress

From a holistic perspective, this situation reflects a broader challenge that humanity has faced repeatedly throughout history.

Technological advancement often brings tremendous benefits. Modern medicine, transportation, communication systems, and computing technologies have improved quality of life for billions of people. At the same time, every technological breakthrough creates unintended consequences that require thoughtful management.

The question is not whether artificial intelligence is inherently good or bad. Nor is the question whether environmental sustainability is important. The deeper issue concerns balance. Human beings have demonstrated extraordinary ability to create powerful technologies. What often proves more difficult is developing the wisdom necessary to manage those technologies responsibly. Progress without foresight can create new problems even as old ones are solved.

A holistic approach recognizes that economic growth, environmental stewardship, technological innovation, public health, national security, and quality of life are interconnected components of a larger system. Focusing exclusively on one while ignoring the others can produce imbalances that eventually demand correction.

Just as holistic health emphasizes balance within the human body, sustainable progress requires balance within society. Energy production, environmental responsibility, economic opportunity, and technological advancement must be considered together rather than as isolated issues.

In conclusion, the rapid growth of artificial intelligence presents humanity with both remarkable opportunities and significant challenges. AI promises advances in medicine, science, communication, education, and countless other fields. Yet these benefits come with increased demands on energy infrastructure and natural resources.

The apparent tension between climate initiatives and AI expansion highlights a broader reality: modern societies are continually forced to balance competing priorities. Environmental sustainability remains important. Technological innovation remains important. Economic vitality remains important. National security remains important.

The challenge moving forward is not choosing one at the expense of the others. Rather, it is developing enough collective wisdom to pursue technological progress while maintaining responsible stewardship of the resources that sustain us. The future may ultimately depend not on how much power we generate, but on how wisely we choose to use it.

References

American Society of Civil Engineers. (2025). 2025 report card for America’s infrastructure. American Society of Civil Engineers. https://infrastructurereportcard.org

International Energy Agency. (2024). Electricity 2024: Analysis and forecast to 2026. International Energy Agency. https://www.iea.org/reports/electricity-2024

Rolnick, D., Donti, P. L., Kaack, L. H., Kochanski, K., Lacoste, A., Sankaran, K., Ross, A. S., Milojevic-Dupont, N., Jaques, N., Waldman-Brown, A., Luccioni, A. S., Maharaj, T., Sherwin, E. D., Mukkavilli, S. K., Kording, K. P., Gomes, C. P., Ng, A. Y., Hassabis, D., Platt, J. C., … Bengio, Y. (2022). Tackling climate change with machine learning. ACM Computing Surveys, 55(2), 1–96. https://doi.org/10.1145/3485128

United Nations Environment Programme. (2024). Global resources outlook 2024. United Nations Environment Programme. https://www.unep.org/resources/Global-Resource-Outlook-2024