Deep View: AI for Good: Repurposing. Comment: Ireland we may lose on tariffs but for the educated workforce, this could be an option. As a breast cancer survivor I hold deep beliefs in progress and in “repurposing” of existing drugs. Being bipolar with anxiety, there is a serious lack of investment in an area of medicine that critically needs same.

AI for Good: Drug repurposing
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We’ve talked before about the clinical plight of rare diseases, that collection of at least 7,000 diseases that don’t get too much attention because they don’t individually impact more than 200,000 people in the U.S. But, in aggregate, rare diseases impact a minimum of 30 million Americans, and hundreds of millions of people around the world. 
The combination of intense impact and lack of focus makes the study of these diseases ripe for the application of machine learning tools and technologies. But it goes beyond simple diagnostics and into clinical drug explorations. 
What happened: Specifically, I’m talking about drug repurposing, the discovery of new drugs from existing (and already FDA-approved) medicines. Last year, researchers at Harvard Medicine launched an AI model called TxGNN that’s specifically designed to identify candidates for rare diseases among existing drugs. 
Trained on a vast quantity of biological and medical data — including DNA information and gene activity — the model was validated across more than a million patient records to identify subtle commonalities between rare illnesses. It is made up of two components; one that identifies potential candidates and their side effects, and another that provides a rationale for its identification, injecting a needed boost of transparency and explainabilty into related medical decision-making. 
In a test, the TxGNN identified potential candidates among a pool of 8,000 existing medicines for more than 17,000 diseases. 
Why it matters: Solely identifying candidates doesn’t make them accessible; the model’s predictions then require evaluation and experimentation. Still, the model — which the researchers freely released — promises to drastically speed up the process. 
“We’ve tended to rely on luck and serendipity rather than on strategy, which limits drug discovery to diseases for which drugs already exist,” Marinka Zitnik, the paper’s lead researcher, said in a statement. “Even for more common diseases with approved treatments, new drugs could offer alternatives with fewer side effects or replace drugs that are ineffective for certain patients.”
The team of researchers has already begun work with rare disease foundations to identify potential treatments.
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Yuval Noah Harari: “We’re on the verge of destroying ourselves”

Mar 21, 2025 #politics#podcast#jhs

Full interview here:    • Yuval Noah Harari: This election has …   Get the BEST highlights from each episode on our clips channel!    / @jordanharbingerclips  

Want to watch more in-depth interviews with some of the world’s most amazing and successful people?

Find full episodes here:    • Kobe On How To Motivate Yourself To O…   Welcome to The Jordan Harbinger Show, a video podcast where each week you get to join a conversation with some of the world’s highest performers and incredible personalities. I’ll ask them the tough questions to tease out their top tips so that you can reach levels of personal growth and mastery that you never imagined possible. Learn more about Jordan: http://jordanharbinger.com/about#podcast#jhs#politics

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Fareed Zakaria. Vladimir Putin has for years been trying to rebuild the Tsarist empire … Imperialism v Globalism

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Fareed Zakaria: “Putinism has won in the US.” Conversation with Russian political philosopher Alexander Dugin (Known to some as “Putin’s Brain”)

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Landmark mental health study puts chatbots to the test

AI in Health

Landmark mental health study puts chatbots to the test

By Bronwyn Thompson

March 27, 2025

We now have science to back up anecdotal evidence of the value of chatbots for mental health support

We now have science to back up anecdotal evidence of the value of chatbots for mental health support

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Love it or hate it, there’s no question that chatbots are here to stay. And while an increasing number of people have been turning to the likes of Claude and ChatGPT for personal help, there’s only been anecdotal evidence as to their value for mental health. That is, until now.

Dartmouth researchers have conducted the first-ever trial of its kind, using a generative AI chatbot built by the college to quantify how effective such new-tech models are for people with mental health challenges. In the study, 106 participants across the US, who had been diagnosed with major depressive disorder (MDD), generalized anxiety disorder (GAD) or an eating disorder, took part in a randomized clinical trial for four weeks. The control group then had access to the smartphone chatbot known as Therabot from week four through to week eight.

Unlike chatbots such as ChatGPT, Therabot would initiate engagement with the participants, prompting responses to questions about mood and emotions. This encouraged users to respond and then further engage them in conversation. At the end of the trial, Therabot users – of which around three quarters had no other mental health intervention at the time – were assessed based on symptom-relief measures.

Participants with depression reported that their symptoms had lessened by an average of 51%, with specific improvements when it came to mood and well-being in general. Meanwhile, the GAD cohort reported a mean 31% reduction in their symptoms, which for many moved their clinical anxiety levels from moderate to mild, or from mild to actually below the diagnostic threshold. And for participants with an eating disorder, there was an average 19% improvement when it came to body image – this was particularly impressive, given the difficulties in treating the condition via traditional methods.

“The improvements in symptoms we observed were comparable to what is reported for traditional outpatient therapy, suggesting this AI-assisted approach may offer clinically meaningful benefits,” said senior author Nicholas Jacobson, an associate professor at Dartmouth’s Geisel School of Medicine. “There is no replacement for in-person care, but there are nowhere near enough providers to go around.”

In our recent article on the use of chatbots for mental health support, we highlighted this, too: A lack of affordable and timely access to treatment has left many people, for a suite of reasons, with little or no help. The researchers add that in the US alone, demand far outweighs supply, with one therapist for around 1,600 people with clinical anxiety or depression in need of support. While chatbots are not trained for this kind of work (yet), they offer accessible and 24-7 access for people to reach out when they need to – and this real-time reliability builds trust for those turning to the technology.

“We would like to see generative AI help provide mental health support to the huge number of people outside the in-person care system,” Jacobson added. “I see the potential for person-to-person and software-based therapy to work together.”

If you’ve accessed a chatbot for mental health support, you’ll probably have found that it is helpful in that moment. And while the technology is improving at a rapid pace, healthcare professionals remain cautious about relying too heavily on its advice and feedback.

“While these results are very promising, no generative AI agent is ready to operate fully autonomously in mental health where there is a very wide range of high-risk scenarios it might encounter,” said first author Michael Heinz, an assistant professor and psychiatrist at the Dartmouth Hitchcock Medical Center. “We still need to better understand and quantify the risks associated with generative AI used in mental health contexts.”

Unlike other existing chatbots, Therabot has been developed through consultation with psychologists and psychiatrists specifically for use as a mental health support tool. As such, users would receive open-ended replies to prompts, encouraging them to talk further about their concerns and emotional state. During the trial, guardrails were in place to recognize any participants who were at risk of self-harm and provide clickable links to emergency care.

After the trial’s initial four weeks, users (as well as the control group) had another four-week period of access to Therabot, but this time without the app volunteering prompts. And participants continued to engage with the chatbot.

Overall, people spent around six hours throughout the trial communicating with Therabot, which is equivalent to about eight sessions with a therapist. And there was an uptick in use at times when symptoms are often most prominent, such as late at night. And the continued use beyond the prompt-stage of the trial suggested that users had formed somewhat of a bond with – and trust in – the tool.

“We did not expect that people would almost treat the software like a friend,” Jacobson said. “It says to me that they were actually forming relationships with Therabot.

“My sense is that people also felt comfortable talking to a bot because it won’t judge them,” he added.

Participants reported that they felt more willing to be candid and open up to Therabot, but the study doesn’t assess how this benefit alone helped with symptom relief. And while the researchers are quick to warn about the unstudied risks of relying too heavily on this technology, the study shows that there’s both demand and benefit there.

“Our results are comparable to what we would see for people with access to gold-standard cognitive therapy with outpatient providers,” Jacobson said. “We’re talking about potentially giving people the equivalent of the best treatment you can get in the care system over shorter periods of time.

“There are a lot of folks rushing into this space since the release of ChatGPT, and it’s easy to put out a proof of concept that looks great at first glance, but the safety and efficacy is not well established,” he added. “This is one of those cases where diligent oversight is needed, and providing that really sets us apart in this space.”

The study was published in the New England Journal of Medicine: NEJM AI

Source: Dartmouth

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If A Woman Comment (or a man) TELLS You These 5 Things, WALK AWAY FROM HER (HIM)! Jordan Peterson Speech

Mar 25, 2025 UNITED STATES#JordanPeterson#Relationships#DatingAdvice#SelfRespect 🚨

Some words reveal everything about a person’s character. If a woman says these 5 things, it’s a massive red flag—one you can’t afford to ignore. 🚨 In this powerful, eye-opening speech, Jordan Peterson dissects the hidden psychological traps in relationships that can drain your confidence, waste your time, and leave you emotionally broken. If you want real love, respect, and a strong foundation for a fulfilling relationship, you must know when to walk away. ✅ Learn the 5 dangerous phrases that signal trouble ✅ Discover why weak boundaries destroy attraction ✅ Understand the deep psychology of self-respect ✅ Avoid toxic relationships that will ruin your future 👊 This speech is a wake-up call for every man who values his time, dignity, and emotional well-being. Don’t fall for manipulation—stand up for yourself and demand the respect you deserve!

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Triggernometry: Trump’s Deal Will be the End of Ukraine – Andrei Illarionov

Trump’s Deal Will be the End of Ukraine – Andrei Illarionov

Mar 30, 2025 TRIGGERnometry – NEW episodes every Sunday and Wednesday 2 pm ET/7 pm UKAndrei Illarionov is a Russian economist and public figure. He served as a senior policy advisor to Vladimir Putin from 2000 to 2005 but later became a vocal critic of Putin’s administration. Follow Andrei on X: https://x.com/AnIllarionov

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Even if you are old and can’t take care of yourself, don’t rush to a nursing home. #jordanpeterson. Comment: Visited nursing home today: All I can say is please do not map this out for me. Choice is an integral part of life. Then I checked out X and here is a video by Jordan Peterson.

In this powerful 28-minute and 27-second motivational speech, Dr. Jordan Peterson delivers a thought-provoking message on the importance of self-sufficiency, resilience, and maintaining personal independence as we age. He emphasizes why avoiding a nursing home should be a priority and provides insightful strategies to help you stay mentally and physically strong. Aging is inevitable, but suffering isn’t—learn how to take control of your life, make wise decisions, and build a future where you remain independent, confident, and purposeful. 🔹 Why Should You Watch? If you feel anxious about aging, worried about losing your independence, or uncertain about your future, this speech is a must-watch. Dr. Peterson explains how to cultivate discipline, mental fortitude, and a strong sense of purpose—so you don’t end up feeling helpless. He shares practical advice on staying mentally sharp, physically capable, and financially prepared to live life on your own terms. Don’t wait until it’s too late—start taking action today! ⏳ Timestamps: 00:00 – Introduction: The reality of aging 🕰️ 02:15 – Why maintaining independence is crucial 💪 05:45 – The hidden risks of nursing homes ⚠️ 09:30 – The psychological impact of losing autonomy 🧠 13:10 – How to prepare for aging the right way 📖 17:45 – Importance of financial stability in old age 💰 22:30 – Staying physically and mentally strong as you age 🏋️‍♂️ 26:00 – Final message: Take charge of your future 🚀 Hashtags: #jordanpeterson, #motivationalspeech, #selfimprovement, #agingwisely, #lifeadvice, #staystrong, #mentalfortitude, #lifelessons, #selfdiscipline, #independentliving, #growthmindset, #personaldevelopment, #nursinghome, #mindsetmatters, #staymotivated, #selfhelp, #agewithgrace, #stayhealthy, #longevity, #futureplanning, #strongmind, #inspiration, #successmindset, #takecharge, #lifeplanning, #wisdom, #lifeskills, #leadership, #stayfocused, #mentalhealth Keywords: jordan peterson, motivational speech, self-improvement, aging wisely, life advice, mental fortitude, personal growth, independent living, discipline, longevity, nursing home, life planning, self-discipline, stay strong, mindset shift, aging tips, wisdom, motivation, leadership, health, psychology, purpose, financial stability, future planning, resilience, personal development, self-reliance, aging solutions, stay motivated, aging gracefully

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Today is Bipolar Disorder day. My preference is Manic Depression (Blackdog). Grok3. I asked for 1000 word essay on Bipolar Disorder or Manic Depression. The Revolution is on as AI now part of the mainstream. We just need to use it and if it has hallucinations, we need to correct them. “Knowledge is no load”. It took just 5 minutes to complete this essay via Grok3 and copy it to canisgallicus.com WordPress

Below is a 1000-word essay on bipolar disorder, also known as manic-depressive illness. This essay explores its definition, symptoms, causes, treatment, and impact on individuals and society.


Bipolar Disorder: Understanding the Manic-Depressive Spectrum

Bipolar disorder, historically referred to as manic-depressive illness, is a mental health condition characterized by extreme mood swings that oscillate between emotional highs (mania or hypomania) and lows (depression). These shifts can be debilitating, affecting an individual’s ability to function in daily life, maintain relationships, and pursue personal goals. Recognized by the World Health Organization as one of the leading causes of disability worldwide, bipolar disorder impacts approximately 1-2% of the global population. Its complexity lies not only in its symptoms but also in its varied presentations, causes, and treatment approaches. This essay delves into the nature of bipolar disorder, its symptoms, potential causes, available treatments, and its broader implications.

Defining Bipolar Disorder

Bipolar disorder is classified into several types, with Bipolar I, Bipolar II, and Cyclothymic Disorder being the most prominent. Bipolar I is marked by at least one manic episode, which may be preceded or followed by depressive episodes. Mania involves elevated mood, increased energy, and often reckless behavior, lasting at least a week or requiring hospitalization. Bipolar II, on the other hand, features hypomania—a milder form of mania—alongside major depressive episodes. Cyclothymic Disorder involves chronic mood fluctuations that are less severe but persist for at least two years. These distinctions highlight the spectrum nature of the condition, where severity and duration of episodes vary widely among individuals.

The term “manic-depressive illness” was coined in the early 20th century by psychiatrist Emil Kraepelin, who differentiated it from schizophrenia based on its episodic nature. Though “bipolar disorder” is the modern diagnostic label, “manic-depressive” remains a descriptive shorthand, capturing the polarity of its emotional extremes.

Symptoms: The Highs and Lows

The hallmark of bipolar disorder is its dual-phase symptomatology. During mania, individuals may experience euphoria, grandiosity, or irritability, coupled with a decreased need for sleep, racing thoughts, and impulsivity. This can manifest as excessive spending, risky sexual behavior, or ambitious projects abandoned midstream. Hypomania, while less intense, shares similar traits but typically does not lead to severe impairment or psychosis (e.g., delusions or hallucinations), which can occur in mania.

Conversely, depressive episodes mirror major depressive disorder: profound sadness, fatigue, hopelessness, and loss of interest in previously enjoyed activities. Physical symptoms like changes in appetite or sleep patterns are common, and in severe cases, suicidal ideation emerges. The unpredictability of these shifts—sometimes rapid, sometimes gradual—distinguishes bipolar disorder from unipolar depression, posing unique challenges for diagnosis and management.

Causes and Risk Factors

The etiology of bipolar disorder is multifaceted, involving genetic, biological, and environmental factors. Family studies suggest a strong hereditary component: individuals with a first-degree relative (parent or sibling) with bipolar disorder are 5-10 times more likely to develop it than those without such a history. Twin studies reinforce this, showing a concordance rate of up to 70% in identical twins. Specific genes linked to neurotransmitter regulation, such as those affecting serotonin and dopamine, are under investigation, though no single “bipolar gene” has been identified.

Biologically, imbalances in brain chemistry play a key role. Neuroimaging studies reveal structural and functional abnormalities in areas like the prefrontal cortex and amygdala, which regulate emotion and decision-making. Dysregulation of the hypothalamic-pituitary-adrenal (HPA) axis, which governs stress responses, is also implicated, particularly in triggering mood episodes.

Environmental factors, while not causative alone, can precipitate or exacerbate symptoms. Stressful life events—such as trauma, loss, or major transitions—often precede initial episodes. Substance abuse, particularly stimulants or alcohol, can destabilize mood, while sleep disruption is a well-documented trigger for mania. These elements interact with genetic predispositions, creating a complex interplay that researchers continue to unravel.

Treatment Approaches

Managing bipolar disorder requires a comprehensive strategy, typically combining pharmacotherapy, psychotherapy, and lifestyle adjustments. Mood stabilizers, such as lithium, remain a cornerstone of treatment, reducing the frequency and intensity of episodes. Lithium’s mechanism—thought to involve stabilizing neuronal excitability—has been used since the 1940s, with evidence showing it also lowers suicide risk. Anticonvulsants like valproate and lamotrigine offer alternatives, particularly for those unresponsive to lithium, while atypical antipsychotics (e.g., quetiapine) address acute mania or psychosis.

Psychotherapy complements medication by addressing coping mechanisms and relational dynamics. Cognitive Behavioral Therapy (CBT) helps patients identify and modify negative thought patterns, while Interpersonal and Social Rhythm Therapy (IPSRT) emphasizes stabilizing daily routines—crucial given the link between circadian rhythm disruption and mood swings. Family-focused therapy educates loved ones, fostering a supportive environment.

Lifestyle changes, though less studied, are vital. Regular sleep, exercise, and avoidance of triggers like caffeine or alcohol can mitigate episode severity. However, treatment adherence remains a challenge, as some patients romanticize mania’s energy and resist medication that “dulls” it.

Impact on Individuals and Society

Bipolar disorder exacts a heavy toll on those affected. During mania, impulsive decisions can lead to financial ruin, legal issues, or damaged relationships. Depression, meanwhile, saps productivity and isolates individuals, with unemployment rates among those with bipolar disorder exceeding 50% in some studies. The risk of suicide is alarmingly high—15-20% of untreated patients die by suicide, a statistic underscoring the need for early intervention.

Society bears indirect costs as well. Healthcare expenditures for bipolar disorder in the U.S. alone reach billions annually, factoring in hospitalizations, outpatient care, and lost workplace productivity. Stigma compounds these challenges, as misconceptions—e.g., equating mania with creativity or depression with laziness—delay diagnosis and treatment. Public figures like Vincent van Gogh, whose erratic genius is retrospectively linked to bipolar disorder, fuel romanticized narratives, but the reality for most is far less glamorous.

Living with Bipolar Disorder

Despite its burdens, many individuals with bipolar disorder lead fulfilling lives with proper management. Advances in personalized medicine, such as genetic profiling to predict medication response, offer hope for tailored treatments. Peer support networks and advocacy groups, like the Depression and Bipolar Support Alliance, empower patients, reducing isolation. Creative outlets—writing, art, music—often serve as therapeutic tools, channeling intense emotions constructively.

Conclusion

Bipolar disorder, or manic-depressive illness, encapsulates the human experience at its most volatile: soaring highs and crushing lows. Its complexity demands a nuanced understanding of its symptoms, causes, and treatments, blending science with empathy. While it poses significant challenges, ongoing research and societal awareness promise better outcomes. For those affected, bipolar disorder is not a life sentence but a condition to navigate—one where stability, though elusive, is attainable with the right tools and support.


This essay provides a broad overview while maintaining depth. Let me know if you’d like adjustments, such as a specific focus or tone!

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God Put You In The Narcissist’s Life for a Reason–And You Succeeded |Life-Changing Advice A.Hopkins

Feb 12, 2025 #EmotionalAbuse#anthonyhopkins#Narcissist#motivation​, #motivationalspeech​, ​#anthonyhopkins antho #MotivationalSpeech​, #YouAreUnstoppable​, #SelfWorth​, #HealingJourney​, 🔥

God Put You In The Narcissist’s Life For a Reason – And You Were Successful | ANTHONY HOPKINS Speech Have you ever wondered why you crossed paths with a narcissist? Was it fate or a painful mistake? In this life-changing motivational speech, discover the real reason you were placed in their life—and why you WON in the end. 💡 This speech unveils powerful truths about breaking free, reclaiming your strength, and turning pain into power. You were never weak. You were chosen to expose their illusion, disrupt their control, and rise stronger. Watch till the end—this message will change the way you see everything. 🔴 Channel: Old Age Motivation ⏳ Timestamps: 00:00 – The Hidden Purpose Behind Meeting a Narcissist ✨ 02:45 – Why You Were Destined to Change the Game 💡 06:30 – The Moment You Broke Free 🔥 10:15 – How Their Illusion Crumbled 🚨 14:50 – The Strength They Never Expected 💪 18:20 – Your Victory & New Beginning 🌿 21:00 – Final Words That Will Stay With You Forever 🌟 🔥 Why You NEED to Watch This: Shocking truths about why you met a narcissist How your presence exposed their weaknesses Signs that prove you have already won Unstoppable mindset shifts for reclaiming your power The ultimate path to healing and success

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