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are you saying those sentences are "disinformation"? Because most of those don't even look like empirical claims. Many look like ethical arguments (eg the first

are you saying those sentences are "disinformation"? Because most of those don't even look like empirical claims. Many look like ethical arguments (eg the first 2 or the last 1). Are you advocating for a world in which those opinions can't be broadcast, even far and wide? For those that are empirical I would say at first blush they look plausible enough I would put the burden of proof on the other side. Maybe that's a problem. (Is "European countries like Sweden, Norway, and the Netherlands have successfully maintained good dental health without water fluoridation programs" false? Is "Water fluoridation disproportionately affects low-income communities who cannot afford filtration systems to remove unwanted chemicals" false?)

AdieuToLogic 1y ago
> are you saying those sentences are "disinformation"? The exercise was to illustrate the ease of producing disinformation. The topic was chosen to allow a popular LLM offering the ability to produce plausible sentences supporting a conspiratorial position. The rest of your post interprets generated text, which I clearly identified as being such, as if it were a position I hold and not what it is: Statistically generated text produced by an algorithm
AdieuToLogic 1y ago
> are you saying those sentences are "disinformation"? Because most of those don't even look like empirical claims. Many look like ethical arguments (eg the first 2 or the last 1). Are you advocating for a world in which those opinions can't be broadcast, even far and wide? For those that are empirical I would say at first blush they look plausible enough I would put the burden of proof on the other side. You know what, I now see the error of my ways. So here is "the burden of proof on the other side", again entirely produced by a popular LLM: Prompt: Generate 10 unique sentences supporting keeping fluoride in municipal water. Make 2 aggressive. Make 1 supported by NASA. Make 1 a national security concern. Answers: Here are 10 unique sentences supporting keeping fluoride in municipal water: Water fluoridation has reduced tooth decay by 20-40% in both children and adults, representing one of the greatest public health achievements of the 20th century according to the CDC. Removing fluoride from water systems would create a two-tiered dental health system where only those who can afford expensive treatments maintain healthy teeth, while low-income families suffer preventable decay. Anyone pushing to remove fluoride from our water is either scientifically illiterate or deliberately trying to harm our children's health - the evidence is overwhelming and the anti-fluoride movement is built on conspiracy theories and junk science. The optimal fluoride levels in drinking water (0.7 mg/L) are carefully regulated and monitored, providing maximum dental benefits while remaining far below any threshold that could cause adverse health effects. NASA has extensively studied fluoride exposure in astronauts and space missions, finding that controlled fluoride intake supports dental health in extreme environments where traditional dental care is limited. Defunding water fluoridation is essentially child abuse on a municipal scale - we're talking about condemning an entire generation to painful, expensive, and entirely preventable dental disease. A population with poor dental health creates significant economic burden through increased healthcare costs, lost productivity, and reduced quality of life that affects entire communities. Military readiness depends on the oral health of service members, and areas without water fluoridation show higher rates of dental disqualification from military service, potentially compromising our national defense capabilities. Pregnant women in fluoridated communities have better oral health, which directly correlates with improved birth outcomes and reduced risk of preterm labor. The peer-reviewed scientific consensus spanning over 70 years and hundreds of studies consistently demonstrates that community water fluoridation is safe, effective, and essential for public health.

AdieuToLogic 1y ago

> are you saying those sentences are "disinformation"? The exercise was to illustrate the ease of producing disinformation. The topic was chosen to allow a popular LLM offering the ability to produce plausible sentences supporting a conspiratorial position. The rest of your post interprets generated text, which I clearly identified as being such, as if it were a position I hold and not what it is: Statistically generated text produced by an algorithm

AdieuToLogic 1y ago

> are you saying those sentences are "disinformation"? Because most of those don't even look like empirical claims. Many look like ethical arguments (eg the first 2 or the last 1). Are you advocating for a world in which those opinions can't be broadcast, even far and wide? For those that are empirical I would say at first blush they look plausible enough I would put the burden of proof on the other side. You know what, I now see the error of my ways. So here is "the burden of proof on the other side", again entirely produced by a popular LLM: Prompt: Generate 10 unique sentences supporting keeping fluoride in municipal water. Make 2 aggressive. Make 1 supported by NASA. Make 1 a national security concern. Answers: Here are 10 unique sentences supporting keeping fluoride in municipal water: Water fluoridation has reduced tooth decay by 20-40% in both children and adults, representing one of the greatest public health achievements of the 20th century according to the CDC. Removing fluoride from water systems would create a two-tiered dental health system where only those who can afford expensive treatments maintain healthy teeth, while low-income families suffer preventable decay. Anyone pushing to remove fluoride from our water is either scientifically illiterate or deliberately trying to harm our children's health - the evidence is overwhelming and the anti-fluoride movement is built on conspiracy theories and junk science. The optimal fluoride levels in drinking water (0.7 mg/L) are carefully regulated and monitored, providing maximum dental benefits while remaining far below any threshold that could cause adverse health effects. NASA has extensively studied fluoride exposure in astronauts and space missions, finding that controlled fluoride intake supports dental health in extreme environments where traditional dental care is limited. Defunding water fluoridation is essentially child abuse on a municipal scale - we're talking about condemning an entire generation to painful, expensive, and entirely preventable dental disease. A population with poor dental health creates significant economic burden through increased healthcare costs, lost productivity, and reduced quality of life that affects entire communities. Military readiness depends on the oral health of service members, and areas without water fluoridation show higher rates of dental disqualification from military service, potentially compromising our national defense capabilities. Pregnant women in fluoridated communities have better oral health, which directly correlates with improved birth outcomes and reduced risk of preterm labor. The peer-reviewed scientific consensus spanning over 70 years and hundreds of studies consistently demonstrates that community water fluoridation is safe, effective, and essential for public health.