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When ELIZA meets therapists: A Turing test for the heart and mind
When ELIZA meets therapists: A Turing test for the heart and mind
“Can machines be therapists?” is a question receiving increased attention given the relative ease of working with generative artificial intelligence. Although recent (and decades-old) research has found that humans struggle to tell the difference between responses from machines and humans, recent findings suggest that artificial intelligence can write empathically and the generated content is rated highly by therapists and outperforms professionals. It is uncertain whether, in a preregistered competition where therapists and ChatGPT respond to therapeutic vignettes about couple therapy, a) a panel of participants can tell which responses are ChatGPT-generated and which are written by therapists (N = 13), b) the generated responses or the therapist-written responses fall more in line with key therapy principles, and c) linguistic differences between conditions are present. In a large sample (N = 830), we showed that a) participants could rarely tell the difference between responses written by ChatGPT and responses written by a therapist, b) the responses written by ChatGPT were generally rated higher in key psychotherapy principles, and c) the language patterns between ChatGPT and therapists were different. Using different measures, we then confirmed that responses written by ChatGPT were rated higher than the therapist’s responses suggesting these differences may be explained by part-of-speech and response sentiment. This may be an early indication that ChatGPT has the potential to improve psychotherapeutic processes. We anticipate that this work may lead to the development of different methods of testing and creating psychotherapeutic interventions. Further, we discuss limitations (including the lack of the therapeutic context), and how continued research in this area may lead to improved efficacy of psychotherapeutic interventions allowing such interventions to be placed in the hands of individuals who need them the most.
·journals.plos.org·
When ELIZA meets therapists: A Turing test for the heart and mind
Have We Been Thinking About A.D.H.D. All Wrong?
Have We Been Thinking About A.D.H.D. All Wrong?
Skeptics argue that many of the classic symptoms of the disorder — fidgeting, losing things, not following instructions — are simply typical, if annoying, behaviors of childhood. In response, others point to the serious consequences that can result when those symptoms grow more intense, including school failure, social rejection and serious emotional distress.
There are two main kinds of A.D.H.D., inattentive and hyperactive/impulsive, and children in one category often seem to have little in common with children in the other. There are people with A.D.H.D. whom you can’t get to stop talking and others whom you can’t get to start. Some are excessively eager and enthusiastic; others are irritable and moody.
Although the D.S.M. specifies that clinicians shouldn’t diagnose children with A.D.H.D. if their symptoms are better explained by another mental disorder, more than three quarters of children diagnosed with A.D.H.D. do have another mental-health condition as well, according to the C.D.C. More than a third have a diagnosis of anxiety, and a similar fraction have a diagnosed learning disorder. Forty-four percent have been diagnosed with a behavioral disorder like oppositional defiant disorder.
This all complicates the effort to portray A.D.H.D. as a distinct, unique biological disorder. Is a patient with six symptoms really that different from one with five? If a child who experienced early trauma now can’t sit still or stay organized, should she be treated for A.D.H.D.? What about a child with an anxiety disorder who is constantly distracted by her worries? Does she have A.D.H.D., or just A.D.H.D.-like symptoms caused by her anxiety?
The subjects who were given stimulants worked more quickly and intensely than the ones who took the placebo. They dutifully packed and repacked their virtual backpacks, pulling items in and out, trying various combinations. In the end, though, their scores on the knapsack test were no better than the placebo group. The reason? Their strategies for choosing items became significantly worse under the medication. Their choices didn’t make much sense — they just kept pulling random items in and out of the backpack. To an observer, they appeared to be focused, well behaved, on task. But in fact, they weren’t accomplishing anything of much value.
Farah directed me to the work of Scott Vrecko, a sociologist who conducted a series of interviews with students at an American university who used stimulant medication without a prescription. He wrote that the students he interviewed would often “frame the functional benefits of stimulants in cognitive-sounding terms.” But when he dug a little deeper, he found that the students tended to talk about their attention struggles, and the benefits they experienced with medication, in emotional terms rather than intellectual ones. Without the pills, they said, they just didn’t feel interested in the assignments they were supposed to be doing. They didn’t feel motivated. It all seemed pointless.
On stimulant medication, those emotions flipped. “You start to feel such a connection to what you’re working on,” one undergraduate told Vrecko. “It’s almost like you fall in love with it.” As another student put it: On Adderall, “you’re interested in what you’re doing, even if it’s boring.”
Socially, though, there was a price. “Around my friends, I’m usually the most social, but when I’m on it, it feels like my spark is kind of gone,” John said. “I laugh a lot less. I can’t think of anything to say. Life is just less fun. It’s not like I’m sad; I’m just not as happy. It flattens things out.”
John also generally doesn’t take his Adderall during the summer. When he’s not in school, he told me, he doesn’t have any A.D.H.D. symptoms at all. “If I don’t have to do any work, then I’m just a completely regular person,” he said. “But once I have to focus on things, then I have to take it, or else I just won’t get any of my stuff done.”
John’s sense that his A.D.H.D. is situational — that he has it in some circumstances but not in others — is a challenge to some of psychiatry’s longstanding assumptions about the condition. After all, diabetes doesn’t go away over summer vacation. But John’s intuition is supported by scientific evidence. Increasingly, research suggests that for many people A.D.H.D. might be thought of as a condition they experience, sometimes temporarily, rather than a disorder that they have in some unchanging way.
For most of his career, he embraced what he now calls the “medical model” of A.D.H.D — the belief that the brains of people with A.D.H.D. are biologically deficient, categorically different from those of typical, healthy individuals. Now, however, Sonuga-Barke is proposing an alternative model, one that largely sidesteps questions of biology. What matters instead, he says, is the distress children feel as they try to make their way in the world.
Sonuga-Barke’s proposed model locates A.D.H.D. symptoms on a continuum, rather than presenting the condition as a distinct, natural category. And it departs from the medical model in another crucial way: It considers those symptoms not as indications of neurological deficits but as signals of a misalignment between a child’s biological makeup and the environment in which they are trying to function. “I’m not saying it’s not biological,” he says. “I’m just saying I don’t think that’s the right target. Rather than trying to treat and resolve the biology, we should be focusing on building environments that improve outcomes and mental health.”
What the researchers noticed was that their subjects weren’t particularly interested in talking about the specifics of their disorder. Instead, they wanted to talk about the context in which they were now living and how that context had affected their symptoms. Subject after subject spontaneously brought up the importance of finding their “niche,” or the right “fit,” in school or in the workplace. As adults, they had more freedom than they did as children to control the parameters of their lives — whether to go to college, what to study, what kind of career to pursue. Many of them had sensibly chosen contexts that were a better match for their personalities than what they experienced in school, and as a result, they reported that their A.D.H.D. symptoms had essentially disappeared. In fact, some of them were questioning whether they had ever had a disorder at all — or if they had just been in the wrong environment as children.
The work environments where the subjects were thriving varied. For some, the appeal of their new jobs was that they were busy and cognitively demanding, requiring constant multitasking. For others, the right context was physical, hands-on labor. For all of them, what made a difference was having work that to them felt “intrinsically interesting.”
“Rather than a static ‘attention deficit’ that appeared under all circumstances,” the M.T.A. researchers wrote, “our subjects described their propensity toward distraction as contextual. … Believing the problem lay in their environments rather than solely in themselves helped individuals allay feelings of inadequacy: Characterizing A.D.H.D. as a personality trait rather than a disorder, they saw themselves as different rather than defective.”
For the young adults in the “niche” study who were interviewed about their work lives, the transition that helped them overcome their A.D.H.D. symptoms often was leaving academic work for something more kinetic. For Sonuga-Barke, it was the opposite. At university, he would show up at the library at 9 every morning and sit in his carrel working until 5. The next day, he would do it again. Growing up, he says, he had a natural tendency to “hyperfocus,” and back at school in Derby, that tendency looked to his teachers like daydreaming. At university, it became his secret weapon
I asked Sonuga-Barke what he might have gained if he grew up in a different time and place — if he was prescribed Ritalin or Adderall at age 8 instead of just being packed off to the remedial class. “I don’t think I would have gained anything,” he said. “I think without medication, you learn alternative ways of dealing with stuff. In my particular case, there are a lot of characteristics that have helped me. My mind is constantly churning away, thinking of things. I never relax. The way I motivate myself is to turn everything into a problem and to try and solve the problem.”
“The simple model has always been, basically, ‘A.D.H.D. plus medication equals no A.D.H.D.,’” he says. “But that’s not true. Medication is not a silver bullet. It never will be.” What medication can sometimes do, he believes, is allow families more room to communicate. “At its best,” he says, “medication can provide a window for parents to engage with their kids,” by moderating children’s behavior, at least temporarily, so that family life can become more than just endless fights about overdue homework and lost lunchboxes. “If you have a more positive relationship with your child, they’re going to have a better outcome. Not for their A.D.H.D. — it’s probably going to be just the same. But in terms of dealing with the self-hatred and low self-esteem that often goes along with A.D.H.D.
The alternative model, by contrast, tells a child a very different story: that his A.D.H.D. symptoms exist on a continuum, one on which we all find ourselves; that he may be experiencing those symptoms as much because of where he is as because of who he is; and that next year, if things change in his surroundings, those symptoms might change as well. Armed with that understanding, he and his family can decide whether medication makes sense — whether for him, the benefits are likely to outweigh the drawbacks. At the same time, they can consider whether there are changes in his situation, at school or at home, that might help alleviate his symptoms.
Admittedly, that version of A.D.H.D. has certain drawbacks. It denies parents the clear, definitive explanation for their children’s problems that can come as such a relief, especially after months or years of frustration and uncertainty. It often requires a lot of flexibility and experimentation on the part of patients, families and doctors. But it has two important advantages as well: First, the new model more accurately reflects the latest scientific understanding of A.D.H.D. And second, it gives children a vision of their future in which things might actually improve — not because their brains are chemically refashioned in a way that makes them better able to fit into the world, but because they find a way to make the world fit better around their complicated and distinctive brains.
·nytimes.com·
Have We Been Thinking About A.D.H.D. All Wrong?
Psilocybin desynchronizes the human brain - Nature
Psilocybin desynchronizes the human brain - Nature

Claude summary: This research provides new insights into how psilocybin affects large-scale brain activity and connectivity. The key finding is that psilocybin causes widespread desynchronization of brain activity, particularly in association cortex areas. This desynchronization correlates with the intensity of subjective psychedelic experiences and may underlie both the acute effects and potential therapeutic benefits of psilocybin. The desynchronization of brain networks may allow for increased flexibility and plasticity, potentially explaining both the acute psychedelic experience and longer-term therapeutic effects.

Psilocybin acutely caused profound and widespread brain FC changes (Fig. 1a) across most of the cerebral cortex (P < 0.05 based on two-sided linear mixed-effects (LME) model and permutation testing), but most prominent in association networks
Across psilocybin sessions and participants, FC change tracked with the intensity of the subjective experience (Fig. 1f and Extended Data Fig. 4).
·nature.com·
Psilocybin desynchronizes the human brain - Nature
The Free-Time Gender Gap - Gender Equity Policy Institute (GEPI)
The Free-Time Gender Gap - Gender Equity Policy Institute (GEPI)
Women spend twice as much time as men, on average, on childcare and household work. All groups experience a free-time gender gap, with women having 13% less free time than men, on average. Mothers spend 2.3X as much time as fathers on the essential and unpaid work of taking care of home and family Young women (18-24) experience one of the largest free-time gender gaps, having 20% less free time than men their age Working women spend 2X as many hours per week as working men on childcare and household work combined Mothers who work part-time spend 3.8X as much time on childcare and household work as fathers who work part-time Married women without children spend 2.3X as much time as their male counterparts on household work Among Latinos, mothers spend more than 3.6X as much time as fathers taking care of children and doing household work
The unequal division of unpaid work in the home, such as cooking, cleaning, and shopping for food and clothing, is a powerful testament to the tenacity of old gender norms. Women do significantly more of this work than men do, even when there are no children living in the home. This holds true for women regardless of their marital status, their employment status, or their level of education.
Among all adults without children, women do twice as much household work as men, dedicating 12.3 hours per week to these tasks, on average, compared to 6 hours for men. Similarly, among all single people without children, women do nearly twice as much household work as men, spending 10.6 hours per week on household tasks compared to 5.7 hours for men.
getting married seems to exacerbate the burden of household work on women. Married women do substantially more household work than their single women peers, while married men spend just a few minutes a day more than their single peers. Married women without children do 2.3 times as much household work as their male counterparts (14.3 hours per week versus 6.2 hours).
Working women spend significantly more time than working men on unpaid work in the home. This is the case whether they work full-time or part-time. It is the case whether they have children or not. Take household work like cooking, laundry, and the like. Women who work full-time do 1.8 times as much as men who work full-time; they spend 9.7 hours per week on it compared to 5.4 hours for men. Women who work part-time do 2.5 times as much household work as men who work part-time.
Across every group studied, men spend more time than women socializing, watching sports or playing video games, or doing similar activities to relax or have fun. Women overall have 13% less free time than men, on average. The gap balloons among some groups, with women having up to one-quarter less free time than men.
Women overall have 13% less free time than men, on average. The gap balloons among some groups, with women having up to nearly one-quarter less free time than men.
there is a wide gulf between our ideals and our realities, as we have seen in this report on how Americans divide the work of taking care of home and family. One reason for the persistence of these gender disparities is that the U.S. has failed to modernize its public policies to fit 21st century economic realities. Even though 78% of American women are in the labor force, the nation’s social infrastructure is still largely premised on the assumption that mothers will be at home with children.
Every high-income nation in the world provides for paid leave for new parents—except the United States. Most provide ample financial and institutional support for childcare and preschool. Our peers devote a substantial share of public spending to family benefits, but the U.S. invests only minimally in supporting families. For instance, family benefits account for 2.4% of GDP in Germany compared to 0.6% in the United States.
Even when young children enter school, typical American school hours are grossly misaligned with the workday, forcing families to either spend money on after school care or reduce their work hours.
Public policy alone will not entirely eliminate these deeply rooted gender disparities. Cultural change is needed too. But smart policy can nudge along positive behavioral change that ultimately advances equity and equality. For example, several countries include mechanisms in their family policy to encourage fathers to take paid parent leave. Many Nordic nations have a ‘use it or lose it’ provision for fathers. Other countries, like Canada, provide extra paid weeks of leave to families if both parents use the time.
The unequal division of care work, particularly, affects women’s opportunity and well-being in ways that cannot be measured solely in dollars and cents.
One way Americans deal with the housing affordability crisis is to move to distant suburbs and exurbs, where housing is cheaper than it is in central cities and job hubs. The tradeoff, however, is typically a long commute to and from work. But for women who are caring for children or elderly relatives, long commutes are often not feasible. Children and elderly parents get sick and need to get to doctors in the middle of a workday. School hours begin too late and end too early to accommodate a commute to a 9-to-5 job.
when schools close due to climate-driven events, mothers might have to take unpaid time off of work or pay for childcare. As Americans experience more dangerous heat waves, wildfires, and floods driven by climate change, the caregiving demands on women can increase, as they are more likely to be the ones responsible for helping children and elderly adults stay out of harm’s way.
·thegepi.org·
The Free-Time Gender Gap - Gender Equity Policy Institute (GEPI)
Psilocybin desynchronizes the human brain - Nature
Psilocybin desynchronizes the human brain - Nature
  • Scientists studied how psilocybin (the active ingredient in magic mushrooms) affects the brain using advanced brain imaging techniques.
  • They found that psilocybin causes widespread disruption in how different brain areas communicate with each other, especially in regions involved in complex thinking and self-reflection.
  • This disruption, called "desynchronization," was much stronger than the effects of a stimulant drug or normal day-to-day changes in brain activity.
  • The intensity of the psychedelic experience reported by participants matched the degree of brain desynchronization observed.
  • Some brain changes lasted up to 3 weeks after taking psilocybin, particularly in areas involved in memory and emotion.
  • These findings help explain how psilocybin might work to treat mental health conditions and offer new insights into how the brain functions during altered states of consciousness.
In animal models, psilocybin induces neuroplasticity in cortex and hippocampus
·nature.com·
Psilocybin desynchronizes the human brain - Nature
Can You Know Too Much About Your Organization?
Can You Know Too Much About Your Organization?

A study of six high-performing project teams redesigning their organizations' operations revealed:

  • Many organizations lack purposeful, integrated design
  • Systems often result from ad hoc solutions and uncoordinated decisions
  • Significant waste and redundancy in processes

The study challenges the notion that only peripheral employees push for significant organizational change. It highlights the potential consequences of exposing employees to full operational complexity and suggests organizations consider how to retain talent after redesign projects.

Despite being experienced managers, what they learned was eye-opening. One explained that “it was like the sun rose for the first time. … I saw the bigger picture.” They had never seen the pieces — the jobs, technologies, tools, and routines — connected in one place, and they realized that their prior view was narrow and fractured. A team member acknowledged, “I only thought of things in the context of my span of control.”
The maps of the organization generated by the project teams also showed that their organizations often lacked a purposeful, integrated design that was centrally monitored and managed. There may originally have been such a design, but as the organization grew, adapted to changing markets, brought on new leadership, added or subtracted divisions, and so on, this animating vision was lost. The original design had been eroded, patched, and overgrown with alternative plans. A manager explained, “Everything I see around here was developed because of specific issues that popped up, and it was all done ad hoc and added onto each other. It certainly wasn’t engineered.”
“They see problems, and the general approach, the human approach, is to try and fix them. … Functions have tried to put band-aids on every issue that comes up. It sounds good, but when they are layered one on top of the other they start to choke the organization. But they don’t see that because they are only seeing their own thing.”
Ultimately, the managers realized that what they had previously attributed to the direction and control of centralized, bureaucratic forces was actually the aggregation of the distributed work and uncoordinated decisions of people dispersed throughout the organization. Everyone was working on the part of the organization they were familiar with, assuming that another set of people were attending to the larger picture, coordinating the larger system to achieve goals and keeping the organization operating. Except no one was actually looking at how people’s work was connecting across the organization day-to-day.
as they felt a sense of empowerment about changing the organization, they felt a sense of alienation about returning to their central roles. “You really start understanding all of the waste and all of the redundancy and all of the people who are employed as what I call intervention resources,” one person told us.
In the end, a slight majority of the employees returned to their role to continue their career (25 cases). They either were promoted (7 cases), moved laterally (8 cases), or returned to their jobs (10 cases). However, 23 chose organizational change roles.
This study suggests that when companies undertake organizational change efforts, they should consider not only the implications for the organization, but also for the people tasked to do the work. Further, it highlights just how infrequently we recognize how poorly designed and managed many of our organizations really are. Not acknowledging the dysfunction of existing routines protects us from seeing how much of our work is not actually adding value, something that may lead simply to unsatisfying work, no less to larger questions about the nature of organizational design similar to those asked by the managers in my study. Knowledge of the systems we work in can be a source of power, yes. But when you realize you can’t affect the big changes your organization needs, it can also be a source of alienation.
·archive.is·
Can You Know Too Much About Your Organization?
Longitudinal Associations Between Parenting and Child Big Five Personality Traits
Longitudinal Associations Between Parenting and Child Big Five Personality Traits

The provided web page discusses a study on the longitudinal associations between parenting practices and child Big Five personality traits. Here are the key takeaways and findings from the content:

  1. Association Between Parenting and Child Personality:

    • Previous research has explored the associations between parenting and various child characteristics, but less has been done on the longitudinal associations with child Big Five personality traits.
    • Studies have shown both positive and non-significant associations between parental warmth and child personality traits.
  2. Longitudinal Analyses and Changes Over Time:

    • The study utilized longitudinal data with assessments at different grades (5, 6, 7, and 8).
    • Changes in parenting behaviors over time were observed, with a general trend of decreased parental involvement and structure as children entered adolescence.
  3. Measurement Invariance Tests:

    • Measurement invariance tests were conducted to ensure that changes in latent factors represented real changes in constructs rather than changes in relations between factors and indicators across time.
  4. Correlations and Effect Sizes:

    • The magnitudes of correlations between parenting variables and child personality were reported to be small, averaging around 0.05.
    • The study emphasized that small effect sizes should not be dismissed, and the associations were comparable to those found between other environmental factors and child personality.
  5. Practical Implications:

    • The study suggested that the small and non-significant associations should not discourage research on parenting interventions. Modest changes in parenting and child personality, when multiplied by the population, can have meaningful effects.
  6. Changes in Child Personality Over Time:

    • As children got older, they became less conscientious and less open to experience, as indicated by negative slopes in the longitudinal analyses.
  7. Parenting and Child Personality Complexity:

    • The link between parenting and child personality was described as complex, transactional, and dynamic. The study considered theories like Social Learning Theory and Attachment Theory but highlighted the need for a nuanced understanding.
  8. Limitations and Future Directions:

    • The study acknowledged limitations, such as the small effect sizes and the complex nature of personality development. It emphasized the need to consider multiple environmental factors contributing to personality development.
  9. Contributions and Data Accessibility:

    • The authors highlighted contributions to the conception, design, acquisition, analysis, and interpretation of data by various individuals. The study's materials and data are accessible on the Open Science Framework.
  10. Conclusion:

    • Despite small effect sizes, the study suggests that understanding the association between parenting and child personality requires a nuanced approach, and interventions at the population level can still be meaningful.

Overall, the study contributes insights into the complex and dynamic relationship between parenting practices and child personality development, recognizing the importance of considering multiple factors and the potential impact of interventions.

·online.ucpress.edu·
Longitudinal Associations Between Parenting and Child Big Five Personality Traits
The role of religiosity on seeking help
The role of religiosity on seeking help
religiosity, whether manipulated (Study 2) and measured (Study 1 and Study 3), decreases individuals' tendency to seek help from other people or entities. We further propose that religiosity enhances individuals' sense of control, which makes them rely more on themselves and less likely to seek help when encountering difficulties. Three studies across different contexts (i.e., applying government aid, asking for help from other people, and requesting donations from a crowdfunding platform) support our thesis.
·onlinelibrary.wiley.com·
The role of religiosity on seeking help