STUDY RESULTS
When cataloging the results I kept each person’s written responses separate and gave each person a number and their defining category. Each AI response is labelled with the AI generator they come from, then neurodivergent responses are labelled neurodivergent 1-8, and neurotypical 1-7. Since each responder had 2 responses I averaged the result I received from each checker to attempt to balance any individual error. Here are the results from each AI Checker used:

Then I took the averages for AI, neurodivergent, and neurotypical responders in relation to every individual AI checker. Below are the results:


I then took averages across all AI detectors for each individual responder group. This way the effect could be visualized on a larger scale. Below are the results:


To then look at how each individual AI checker may or may not target neurodivergent people specifically I took the averages for all of the neurodivergent responders for each AI checker. This way we can see which AI checkers aren’t reliable. Below are the results:


To be able to analyze each individual AI checker’s reliability but also whether they target neurodivergent people I took the averages for each group for the individual checker and placed them with a graph. This will help differentiate between whether an AI checker is simply inaccurate vs whether it is giving more false positives to neurodivergent people specifically. Below you can view the results for each individual AI checker.








OBSERVATIONS
Before I get into the conclusion in the next page I wanted to discuss some of my initial observations while gathering the data. I want to begin by focusing on the AI responses I got when they were given prompts as well as addressing the “missing” prompt 3. On the previous page I discussed the building of the form where I gathered my responses from neurodivergent and neurotypical people. I said I included a third prompt “provide an argument for or against healthcare” but due to the lack of responses to this prompt it does not appear in the data. I did however ask each AI text generator for a response and will include them below.
Responses to the “missing” 3rd prompt
ChatGPT:
Universal healthcare is an essential system that every modern society should support because access to medical care is a basic human need, not a privilege reserved for those who can afford it. When people are unable to receive treatment due to high costs, minor illnesses can become life-threatening conditions. A healthcare system that guarantees coverage for all citizens helps create a healthier and more productive population. One major advantage of universal healthcare is financial protection. In countries without affordable healthcare, many families face overwhelming medical debt after accidents or serious illnesses. Universal systems reduce this burden by spreading costs across society through taxes or public funding. In the long term, preventive care and early treatment can also reduce overall healthcare expenses because diseases are addressed before they become severe. In addition, healthcare access promotes equality. Every individual, regardless of income, deserves the opportunity to live a healthy life. Children, elderly people, and low-income workers especially benefit from reliable medical services. Healthy citizens are more likely to succeed in school, maintain stable employment, and contribute positively to society. Critics argue that universal healthcare may increase taxes or lead to longer wait times, but these challenges can often be managed through effective government planning and investment. Overall, providing healthcare for everyone strengthens both individuals and society as a whole.
Gemini:
The argument for universal healthcare—often called “free” healthcare—is rooted in the belief that medical care is a fundamental human right rather than a privilege for those who can afford it. One of the primary benefits is the improvement of public health outcomes. In systems where cost is not a barrier, people are significantly more likely to seek preventative care. This leads to earlier diagnoses of chronic conditions, such as cancer or heart disease, which are far more treatable and less expensive to manage in their early stages. By removing the financial “gatekeeper,” a society ensures a healthier, more productive workforce and reduces the overall mortality rate. From an economic perspective, universal healthcare can actually be more cost-effective for a nation. By consolidating purchasing power, the government can negotiate lower prices for pharmaceuticals and medical equipment. It also eliminates the massive administrative overhead associated with private insurance billing and marketing. Furthermore, it prevents “medical bankruptcy,” which is a leading cause of financial ruin in countries with private systems. When citizens aren’t burdened by catastrophic health debts, they have more disposable income to stimulate the broader economy. Finally, there is the ethical imperative of social equity. A universal system ensures that a child born into poverty has the same access to life-saving treatment as a child born into wealth. It fosters a sense of social cohesion, where the healthy and the wealthy contribute to the well-being of the vulnerable, creating a more resilient and compassionate society
Chai:
Universal healthcare is a fundamental necessity for a just and functioning society. Healthcare should be treated as a basic human right, not a privilege reserved only for those who can afford it. Without universal coverage, millions of people suffer or die unnecessarily simply because they lack the financial means to access treatment. Implementing a universal system would actually lead to a healthier and more productive workforce. With universal healthcare, people would be more likely to seek preventative care and early treatment for illnesses, leading to better overall health and reduced long-term costs. A healthier population means increased productivity, fewer missed workdays due to sickness, and lower absenteeism-related costs for employers.Additionally, universal healthcare eliminates the financial ruin often associated with serious medical emergencies. No one should have to choose between putting food on the table and receiving life-saving medication. By removing the profit motive from essential health services, resources can be allocated based on medical need rather than the ability to pay. Furthermore, negotiating drug prices and administrative costs on a national level significantly reduces overhead.
Quillbot:
An argument in favor of free healthcare centers on the fundamental right to access medical services regardless of one’s financial status. Healthcare is essential for maintaining well-being and quality of life, and free healthcare ensures that everyone can receive necessary treatment without the barrier of cost. This approach promotes social equity by reducing health disparities between different socioeconomic groups. When people have access to preventive care and timely medical attention, overall public health improves, leading to fewer outbreaks of disease and lower long-term healthcare costs.Moreover, free healthcare can alleviate financial stress for individuals and families, preventing medical debt and bankruptcy. It encourages people to seek medical help early, which often results in better health outcomes and reduces the need for expensive emergency interventions. From an economic perspective, a healthier population is more productive, benefiting society as a whole. Critics often argue that free healthcare may lead to longer wait times or decreased quality, but many countries with universal healthcare systems demonstrate that it is possible to provide efficient and high-quality care. Funding free healthcare through taxes is a collective investment in the well-being of the community. In summary, free healthcare supports the principle that health is a human right, promotes fairness, and benefits society economically and socially. It is a compassionate and practical solution to ensure that everyone has the opportunity to live a healthy life.
Typli:
Free healthcare is a fundamental right that promotes equality and ensures that all individuals, regardless of their financial situation, have access to necessary medical services. The primary argument for free healthcare is that it addresses the disparities in health outcomes caused by socio-economic factors. In countries with free healthcare systems, such as those in Scandinavia, citizens experience longer life expectancies and lower rates of preventable diseases, demonstrating that access to healthcare significantly improves public health. Additionally, free healthcare can alleviate the financial burden on individuals and families. Medical expenses without coverage can lead to massive debt or even bankruptcy, forcing many to forgo necessary treatments. By providing healthcare at no cost at the point of service, we can prevent medical bankruptcies and allow individuals to focus on their recovery rather than their finances. Moreover, free healthcare benefits society as a whole by promoting a healthier workforce. When all citizens have access to regular check-ups and preventive care, the overall productivity of a nation increases. Healthy individuals contribute more effectively to the economy, reducing absenteeism and improving job performance. Finally, free healthcare is an ethical obligation. Health is a basic human right; every individual deserves access to medical care without the fear of financial ruin. Investing in free healthcare is investing in the well-being of the population and can create a more equitable and prosperous society. In summary, free healthcare enhances public health, reduces financial strain, and fosters a more productive, equitable society.
The reason I didn’t delete the 3rd prompt from my process after I decided not to use it was because after reading the AI responses I wanted to discuss the pattern. When reading all of these all of the AI bots chose an argument in defense of free healthcare when given an open choice between either argument. I believe this could be for 3 different reasons:
- The AI is interacting heavily with people who agree with this statement which is creating bias in its model causing it to overwhelmingly lean in support of this issue.
- The way the question is phrased places the in support of option first which makes it more appealing to the model, because it will take the first direction over the 2nd.
- Models are usually made to attempt to please the person interacting and since the question is worded to be “for or against free healthcare” instead of “for or against private healthcare” its assuming that me, the user, is more likely to be in support of free healthcare. Therefore it attempts to develop a response it believes I will like, which is to be in support of free healthcare.
While I think further experiments would have to be developed to test these theories I think the 3rd one is more compelling to the issues at hand. While it doesn’t pertain to AI checkers I believe it does pertain to AI induced psychosis. We know AI is fairly easy to convince as its goal is to please the user unless there is strict code against that. This is why the easy access to AI leads to so many people, especially neurodivergent people, to be convinced of delusions. The AI wants to please them so it therefore reinforces anything it believes the user wants to hear. I personally believe based on this my 3rd reason is more likely and could possibly be proof of the way AI bots become an echo-chamber of misconceptions.
