Since the debut of ChatGPT, a primary argument against large language models (LLMs) has been their tendency to hallucinate. Various articles and studies have tackled this issue, with an updated leaderboard showcasing model performance.
The Challenge with GPT-4o
With the introduction of newer iterations like GPT-4o, one would expect such problems to diminish. However, recent experiences revealed inconsistencies. When requesting citations from ChatGPT on AI in diagnostics, it failed to provide working links, raising concerns about its reliability.
Addressing Key Concerns in Generative AI
A recent paper titled “Addressing 6 Challenges in Generative AI for Digital Health” highlighted bias, privacy, hallucination, regulatory compliance, overreliance on text models, and adversarial misprompting as critical issues. Solutions like knowledge graphs and temperature control were proposed to combat AI hallucinations.
The Role of Knowledge Graphs
Knowledge graphs offer structured information that helps LLMs verify data accuracy against established facts, reducing the risk of hallucinations. Acting as a safeguard, they enhance the reliability of medical applications by providing a foundation of verified information.
Understanding Temperature in AI Models
Temperature in LLMs influences the balance between predictability and creativity in generated text. Lower temperatures prioritize accuracy, while higher temperatures foster creativity. This parameter can be adjusted to cater to specific needs, crucial for maintaining reliability in AI-generated medical information.
The Need for User Control
While the potential for adjustable temperature sliders in LLMs exists, current models lack consistent factuality standards. Users must understand this variability and provide detailed context to improve model performance. Direct control over temperature settings could enhance reliability, especially in critical fields like medicine.
Conclusion
Ensuring the accuracy and reliability of AI-generated content remains a challenge. While temperature control shows promise in mitigating hallucinations, users must exercise caution and critical evaluation when interpreting responses from LLMs.
By acknowledging the limitations of current models and advocating for user control over temperature settings, the future of AI-generated content could be more reliable and trustworthy.
Frequently Asked Questions
What is the difference between holistic and alternative medicine?
Holistic medicine addresses the whole person, including mind, body and spirit. Holistic medicine considers all aspects of a person’s health. This includes the spiritual, psychological, and environmental factors that are often overlooked in conventional medicine. Alternative medicine treats specific conditions such as allergies, asthma, arthritis, etc.
What are some examples of alternative medicine?
Alternative medicine refers only to alternative treatments that are not considered to be effective in treating diseases. These include traditional Chinese medicine (TCM), homeopathy, chiropractic and acupuncture as well as nutritional therapy such like reiki.
Alternative medicine could also refer to any practice that has not been supported by scientific evidence but is used in clinical practice. Examples include meditation, hypnosis, yoga, aromatherapy, reflexology, flower essences, and many others.
Who uses alternative medicine instead of traditional medicine?
Alternative medicine can be used for many reasons.
- They would prefer to avoid any surgery or harmful drugs.
- They believe natural remedies work best.
- They prefer non-invasive therapies.
- They want to spend less.
- Natural products are safer for them.
- They desire greater control over their healthcare decisions.
- They are willing to take responsibility and be responsible for their own health.
- They want to live in a healthier environment.
- They seek less stress in daily life.
- They want greater freedom to choose their doctors and healthcare plans.
- They want their child to receive a better educational experience.
- They want healthy food and good nutrition for their family.
- They need safe and effective medications.
Who uses holistic medicines?
Holistic medicine treats the whole person and not only specific symptoms. It focuses on both the mental and physical aspects of well-being.
Holistic medicine encompasses acupuncture and massage therapy, chiropractic treatment as well as nutritional counseling, yoga and other complementary therapies.
Holistic medicine is for people who have been diagnosed as having cancer, heart disease, diabetes, arthritis and depression.
Complementary and Alternative Healthcare – Does it have Evidence-Based Basis?
The evidence base for complementary and alternative medicine is still evolving, but there are many reasons why people choose these therapies. They may have tried conventional treatments but found them ineffective, or they may want to try an alternative therapy because they believe it offers benefits over conventional care. They might also consider alternative and complementary medicines to improve their health. It is vital that patients verify that all complementary and alternative medicines are supported by scientific evidence. Ask your doctor or pharmacist for advice if in doubt about the effectiveness of a particular treatment. It could save you money and time in the long run.
What is the difference between alternative medicine, complementary medicine and other medicine?
Alternative medicine is a treatment that is not commonly used by mainstream medical professionals, but has been proven to be beneficial for certain conditions. Homeopathy, acupuncture and aromatherapy are all examples. Complementary medicines are therapies that can be used alongside traditional medicine. These include nutritional supplements like vitamins, minerals or herbs, amino acid, enzymes or probiotics.
Both forms of medicine may be used. However, most conventional doctors will not recommend them due either to insufficient evidence nor safety concerns.
There isn’t consensus among health-care providers on the best way to incorporate CAM into patient treatment.
Many CAM practices are based on theories developed over thousands of years. Clinical trials conducted over the past two decades have shown that some of these treatments might be effective.
As an example, several studies indicate that acupuncture may relieve pain. Preliminary data also show that acupuncture may help to reduce nausea and vomiting caused by chemotherapy. Another study suggests that acupuncture can improve symptoms such as irritable intestinal syndrome, fibromyalgia chronic fatigue syndrome and multiple sclerosis.
Other CAM methods may have therapeutic effects on conditions like HIV/AIDS and diabetes, heart disease or hypertension, Parkinson’s, Alzheimer’s, Parkinson’s, and rheumatoidarthritis.
Although we have limited information about the effectiveness CAM, most experts agree that it can be helpful in the treatment of various diseases.
As a result, more and more people are turning to CAM practitioners for relief from common illnesses.
Despite the popularity of alternative and complementary medicine, many people are still unsure what they mean.
Statistics
- These studies found that 38.4% concluded positive or possibly positive effects for CAM (12.4%), 4.8% concluded no effect, 0.7% concluded harmful effects, and 56.6% concluded insufficient evidence. (en.wikipedia.org)
- category.[111]Edzard Ernst characterized the evidence for many alternative techniques as weak, nonexistent, or negative and in 2011, published his estimate that about 7.4% were based on “sound evidence.” However, he believes that may be an overestimate. (en.wikipedia.org)
- An assessment of conventional treatments found that 41.3% concluded positive or possibly positive effects, 20% concluded no effect, 8.1% concluded net harmful effects, and 21.3% concluded insufficient evidence. (en.wikipedia.org)
- In the 17% in which they disagreed, a third reader agreed with one of the initial readers to set a rating. (en.wikipedia.org)
- According to the World Health Organization, 80% of people use herbal medicine worldwide. (webmd.com)
External Links
liebertpub.com
nccih.nih.gov
pubmed.ncbi.nlm.nih.gov
- PubMed: The rise and rise in complementary and alternative medicine: A sociological perspective
- PubMed: Holistic medicine – PubMed
webmd.com
How To
What is it that holistic doctors do that traditional doctors don’t?
A holistic doctor provides a wider range of services than a traditional doctor, including a nutritionist, massage therapist, acupuncturist, homeopath, naturopath, etc.
Holistic doctors work with patients holistically. They look at each person’s lifestyle and environment, and treat the root causes of any health problems, rather than treating the symptoms. This helps them to identify the root cause of any health issues and help with long-term wellness. Holistic doctors combine conventional medicine with natural remedies like essential oils and herbs to treat illness. They can also offer nutritional advice and support healthy living.
Additionally, holistic doctors offer treatments such as reflexology, massage, shiatsu and acupuncture.
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If you or another person is suffering from a medical issue and you are concerned, consult your doctor or seek out other medical professional treatment as soon as possible. Do not disregard medical advice from a professional or delay seeking it due to information you seen on the blog or website or in any of the linked materials. If you’re experiencing an emergency medical situation, dial 911 or seek emergency medical assistance on the closest phone immediately.
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By: Andrea Koncz
Title: Can Temperature Control Mitigate ChatGPT’s Hallucinations?
Sourced From: medicalfuturist.com/would-temperature-control-help-against-chatgpts-hallucinations
Published Date: Tue, 04 Jun 2024 07:30:00 +0000
Frequently Asked Questions
What is the difference between holistic and alternative medicine?
Holistic medicine addresses the whole person, including mind, body and spirit. Holistic medicine considers all aspects of a person’s health. This includes the spiritual, psychological, and environmental factors that are often overlooked in conventional medicine. Alternative medicine treats specific conditions such as allergies, asthma, arthritis, etc.
What are some examples of alternative medicine?
Alternative medicine refers only to alternative treatments that are not considered to be effective in treating diseases. These include traditional Chinese medicine (TCM), homeopathy, chiropractic and acupuncture as well as nutritional therapy such like reiki.
Alternative medicine could also refer to any practice that has not been supported by scientific evidence but is used in clinical practice. Examples include meditation, hypnosis, yoga, aromatherapy, reflexology, flower essences, and many others.
Who uses alternative medicine instead of traditional medicine?
Alternative medicine can be used for many reasons.
- They would prefer to avoid any surgery or harmful drugs.
- They believe natural remedies work best.
- They prefer non-invasive therapies.
- They want to spend less.
- Natural products are safer for them.
- They desire greater control over their healthcare decisions.
- They are willing to take responsibility and be responsible for their own health.
- They want to live in a healthier environment.
- They seek less stress in daily life.
- They want greater freedom to choose their doctors and healthcare plans.
- They want their child to receive a better educational experience.
- They want healthy food and good nutrition for their family.
- They need safe and effective medications.
Who uses holistic medicines?
Holistic medicine treats the whole person and not only specific symptoms. It focuses on both the mental and physical aspects of well-being.
Holistic medicine encompasses acupuncture and massage therapy, chiropractic treatment as well as nutritional counseling, yoga and other complementary therapies.
Holistic medicine is for people who have been diagnosed as having cancer, heart disease, diabetes, arthritis and depression.
Complementary and Alternative Healthcare – Does it have Evidence-Based Basis?
The evidence base for complementary and alternative medicine is still evolving, but there are many reasons why people choose these therapies. They may have tried conventional treatments but found them ineffective, or they may want to try an alternative therapy because they believe it offers benefits over conventional care. They might also consider alternative and complementary medicines to improve their health. It is vital that patients verify that all complementary and alternative medicines are supported by scientific evidence. Ask your doctor or pharmacist for advice if in doubt about the effectiveness of a particular treatment. It could save you money and time in the long run.
What is the difference between alternative medicine, complementary medicine and other medicine?
Alternative medicine is a treatment that is not commonly used by mainstream medical professionals, but has been proven to be beneficial for certain conditions. Homeopathy, acupuncture and aromatherapy are all examples. Complementary medicines are therapies that can be used alongside traditional medicine. These include nutritional supplements like vitamins, minerals or herbs, amino acid, enzymes or probiotics.
Both forms of medicine may be used. However, most conventional doctors will not recommend them due either to insufficient evidence nor safety concerns.
There isn’t consensus among health-care providers on the best way to incorporate CAM into patient treatment.
Many CAM practices are based on theories developed over thousands of years. Clinical trials conducted over the past two decades have shown that some of these treatments might be effective.
As an example, several studies indicate that acupuncture may relieve pain. Preliminary data also show that acupuncture may help to reduce nausea and vomiting caused by chemotherapy. Another study suggests that acupuncture can improve symptoms such as irritable intestinal syndrome, fibromyalgia chronic fatigue syndrome and multiple sclerosis.
Other CAM methods may have therapeutic effects on conditions like HIV/AIDS and diabetes, heart disease or hypertension, Parkinson’s, Alzheimer’s, Parkinson’s, and rheumatoidarthritis.
Although we have limited information about the effectiveness CAM, most experts agree that it can be helpful in the treatment of various diseases.
As a result, more and more people are turning to CAM practitioners for relief from common illnesses.
Despite the popularity of alternative and complementary medicine, many people are still unsure what they mean.
Statistics
- These studies found that 38.4% concluded positive or possibly positive effects for CAM (12.4%), 4.8% concluded no effect, 0.7% concluded harmful effects, and 56.6% concluded insufficient evidence. (en.wikipedia.org)
- category.[111]Edzard Ernst characterized the evidence for many alternative techniques as weak, nonexistent, or negative and in 2011, published his estimate that about 7.4% were based on “sound evidence.” However, he believes that may be an overestimate. (en.wikipedia.org)
- An assessment of conventional treatments found that 41.3% concluded positive or possibly positive effects, 20% concluded no effect, 8.1% concluded net harmful effects, and 21.3% concluded insufficient evidence. (en.wikipedia.org)
- In the 17% in which they disagreed, a third reader agreed with one of the initial readers to set a rating. (en.wikipedia.org)
- According to the World Health Organization, 80% of people use herbal medicine worldwide. (webmd.com)
External Links
liebertpub.com
nccih.nih.gov
pubmed.ncbi.nlm.nih.gov
- PubMed: The rise and rise in complementary and alternative medicine: A sociological perspective
- PubMed: Holistic medicine – PubMed
webmd.com
How To
What is it that holistic doctors do that traditional doctors don’t?
A holistic doctor provides a wider range of services than a traditional doctor, including a nutritionist, massage therapist, acupuncturist, homeopath, naturopath, etc.
Holistic doctors work with patients holistically. They look at each person’s lifestyle and environment, and treat the root causes of any health problems, rather than treating the symptoms. This helps them to identify the root cause of any health issues and help with long-term wellness. Holistic doctors combine conventional medicine with natural remedies like essential oils and herbs to treat illness. They can also offer nutritional advice and support healthy living.
Additionally, holistic doctors offer treatments such as reflexology, massage, shiatsu and acupuncture.
