From tools to threats: a reflection on the impact of artificial-intelligence chatbots on cognitive health

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

AICICA is specifically induced by AICs through their unique interactive and personalized characteristics, which distinguish them from traditional information sources.

“AICICA is specifically induced by AICs through their unique interactive and personalized characteristics, which distinguish them from traditional information sources.”

May combine two claims.

AICs, unlike search engines, provide information in a manner that can mimic human interaction, leading to unique cognitive implications.

“While both search engines and AICs provide information, the latter does so in a manner that can mimic human interaction, leading to unique cognitive implications.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The potential for AICs to shape human cognition extends beyond mere information retrieval, encompassing human-computer interaction, decision-making processes, and emotional responses.

“The potential for AICs to shape human cognition extends beyond mere information retrieval.”

• Also stated in: § Introduction · hedged

  “It could encompass the very nature of human-computer interaction, decision-making processes, and even emotional responses.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

Over time, a disproportionate reliance on AICs without concurrent cultivation of core cognitive skills may contribute to cognitive atrophy.

“Over time, a disproportionate reliance on AI-chatbots without concurrent cultivation of core cognitive skills may contribute to cognitive atrophy.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The ability of AICs to mimic human conversation may divert users from traditional cognitive processes, as simulated conversation may bypass essential cognitive steps involved in critical thinking and analytical acumen.

“By emulating human interaction, chatbots create an environment that may divert users from traditional cognitive processes, as the simulated conversation may bypass essential cognitive steps involved in critical thinking and analytical acumen.”

Classified as probably not a substantial claim.

According to the extended mind theory, cognition extends beyond neural architecture and into the tools we employ.

“According to the EMT, cognition extends beyond neural architecture and infiltrates into the tools we employ.”

• Also stated in: § Understanding the foundations of AICICA through the EMT and cognitive offloading · plain

  “The EMT, proposed by Clark and Chalmers (1998), challenges the traditional boundaries of cognitive processes being confined within the human brain.”

• cites Clark and Chalmers (1998) sourceNot checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable).

Overreliance on AICs could potentially lead to cognitive decline (cognitive atrophy), labeled AICICA.

“This opinion article investigates the concept that an overreliance on AICs could potentially lead to cognitive decline [i.e., cognitive atrophy (CA)], which we labeled here as “AICs induced cognitive atrophy, AICICA.””

• Also stated in: § Mapping the path to AICICA: insights from PIU · hedged

  “Through this lens, we hypothesize that an overreliance on AICs may lead to broader cognitive decline, thus introducing the concept of AICICA.”

• Also stated in: § Mapping the path to AICICA: insights from PIU · hedged

  “Analogous to this principle, we contend that any excessive reliance on AICs may result in the underuse and subsequent loss of cognitive abilities.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The dynamic nature of conversations with AICs may influence cognitive processes differently than traditional search engines, as users may become more dependent on the chatbots for a multitude of cognitive tasks.

“This dynamic nature of conversations may influence cognitive processes differently than interactions with traditional search engines, as users may become more dependent on the chatbots for a multitude of cognitive tasks.”

Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

AICs assume a pivotal role in cognitive functioning, transforming from a mere artifact into an active contributor to our cognitive functioning.

“Within this complex interplay, AICs assume a pivotal role, transforming from a mere artifact into an active contributor to our cognitive functioning.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The dynamic interaction with AICs could lead to a different kind of cognitive reliance compared to static information sources.

“This dynamic interaction could lead to a different kind of cognitive reliance compared to static information sources.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

AICICA is induced by the multifaceted and dynamic nature of AICs interactions, which may inadvertently lead to an overreliance on the chatbots for cognitive tasks.

“In essence, AICICA is induced by the multifaceted and dynamic nature of AICs interactions, which, while offering numerous benefits, may inadvertently lead to an overreliance on the chatbots for cognitive tasks.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

Personalized interaction with AICs may lead to a deeper cognitive reliance on the chatbots, potentially diminishing the user's inclination to independently engage in critical cognitive processes.

“This heightened personalization, while enhancing user experience, may lead to a deeper cognitive reliance on the chatbots, potentially diminishing the user's inclination to independently engage in critical cognitive processes.”

Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

AICICA is particularly relevant in educational settings and/or among younger individuals who may prioritize convenient access to information over in-depth comprehension, potentially hindering the development of critical cognitive faculties.

“AICICA is particularly relevant in educational settings and/or among younger individuals who may prioritize convenient access to information over in-depth comprehension, potentially hindering the development of critical cognitive faculties.”

Classified as probably not a substantial claim.

The symbiotic relationship between humans and AICs could promote cognitive offloading, a mechanism through which individuals utilize external aids to alleviate cognitive burdens.

“This symbiotic relationship between humans and AICs could promote cognitive offloading, a mechanism through which individuals utilize external aids to alleviate cognitive burdens.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

AICICA goes beyond general Internet use, as AI-chatbots simulate human interaction, potentially influencing cognitive processes in a manner distinct from static information sources.

“AICICA goes beyond general Internet use, as AI-chatbots simulate human interaction, potentially influencing cognitive processes in a manner distinct from static information sources.”

Probably not a substantial claim: may not pass S4 (based).

The lack of active cognitive participation can lead to a decline in critical thinking, problem-solving skills, and creativity.

“The lack of active cognitive participation can lead to a decline in critical thinking, problem-solving skills, and creativity.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

While both search engines and chatbots provide information, chatbots do so in a manner that can mimic human interaction, leading to unique cognitive implications.

“While both search engines and chatbots provide information, the latter does so in a manner that can mimic human interaction, leading to unique cognitive implications.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The concept of AICICA raises the potential cognitive consequences of excessive reliance on AICs.

“The concept of AICICA raises the potential cognitive consequences of excessive reliance on AICs.”

Probably not a substantial claim: may not pass S4 (based).

Relying on external systems for memory recall may weaken the neural pathways associated with memory encoding and retrieval.

“Relying on external systems for memory recall may weaken the neural pathways associated with memory encoding and retrieval.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

Unwarranted reliance on AICs for information retrieval and problem solving may cause individuals to bypass cognitive processes contributing to critical thinking, analytical acumen, and creativity.

“Indeed, by placing unwarranted reliance on AICs for information retrieval and problem solving, individuals may inadvertently bypass the essential cognitive processes contributing to critical thinking, analytical acumen, and the cultivation of creativity.”

Probably not a substantial claim: may not pass S4 (based).

The use of AI systems for memory-related tasks can lead to a decline in an individual's own memory capacity.

“The use of AI systems for memory-related tasks, such as note-taking or reminders, can lead to a decline in an individual's own memory capacity.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The specific nature of AICs interactions, characterized by advanced conversational capabilities and tailored responses, could substantially influence cognitive processes.

“The specific nature of AICs interactions, characterized by their advanced conversational capabilities and tailored responses, could substantially influence cognitive processes.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

AICICA may disproportionately affect the younger generation, particularly those prioritizing convenient access to information over deep reflection and comprehension, given their continuously developing brains.

“It is crucial to recognize that AICICA may disproportionately affect the younger generation, particularly those prioritizing convenient access to information over deep reflection and comprehension, given their continuously developing brains.”

Probably not a substantial claim: may not pass S3 (load-bearing).

The current opinion article lacks direct empirical evidence supporting the AICICA concept.

“Firstly, being an opinion piece, our paper lacks direct empirical evidence supporting the AICICA concept.”

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

The applicability of the paper's findings and implications across various demographics and cultural contexts may be limited.

“Thirdly, the applicability of our findings and implications across various demographics and cultural contexts may be limited.”

Probably not a substantial claim: may not pass S2 (checkable).

This trend raises concerns about the new generation's grasp of the methodologies and processes that guide how information is generated, assessed, and validated.

“This trend raises concerns about their grasp of the methodologies and processes that guide how information is generated, assessed, and validated; highlighting a shift in the way knowledge is approached and valued.”

• AssumptionRests on an assumption: The new generation values easy access to information over a deep understanding of the principles underlying information creation.

Probably not a substantial claim: may not pass S4 (based).

When AI systems take over cognitive tasks, individuals may experience a decrease in mental engagement and stimulation.

“When AI systems take over cognitive tasks, individuals may experience a decrease in mental engagement and stimulation.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

These psychological factors may further exacerbate cognitive decline.

“These psychological factors may further exacerbate cognitive decline.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

Potential harmful effects of extensive screen time and technology use include heightened attention-deficit symptoms, impaired emotional and social intelligence, technology addiction, social isolation, impaired brain development, and disrupted sleep.

“Potential harmful effects of extensive screen time and technology use include heightened attention-deficit symptoms, impaired emotional and social intelligence, technology addiction, social isolation, impaired brain development, and disrupted sleep (Small et al., 2020).”

• cites Small et al., 2020 sourceNot checked yet

  Not checked in the free run.

Classified as probably not a substantial claim.

The "Google effect" highlights negative outcomes associated with an overreliance on Internet search engines.

“Drawing upon the widely recognized “Google effect,” which highlights the negative outcomes associated with an overreliance on Internet search engines (Loh and Kanai, 2016), we propose a parallel trajectory in the realm of AICs.”

• cites Loh and Kanai, 2016 sourceNot checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based).

The impact of AICs, based on their output and nature of interaction, may pose a substantially negative effect on cognitive health.

“However, the impact of AICs, based on their output and nature of interaction, may pose a substantially negative effect on cognitive health.”

Probably not a substantial claim: may not pass S4 (based).

AI systems may lack the ability to generalize knowledge and transfer it to new or unknown situations.

“AI systems are typically designed to efficiently perform specific tasks, but they may lack the ability to generalize knowledge and transfer it to new/unknown situations.”

Classified as probably not a substantial claim. May combine two claims.

AICs have a broader scope than calculators, encompassing general knowledge, problem-solving, emotional support, and creative tasks, so their potential cognitive implications are vast and multifaceted.

“In contrast, AICs have a broader scope, encompassing various domains from general knowledge, problem-solving, emotional support, up to creative tasks.”

• Also stated in: § Understanding the foundations of AICICA through the EMT and cognitive offloading · plain

  “The potential cognitive implications of such wide-ranging interactions are vast and multifaceted.”

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

Frequent use of AI systems that provide instant answers or solutions could contribute to shorter attention spans and reduced ability to concentrate for extended periods.

“Frequent use of AI systems that provide instant answers or solutions could contribute to shorter attention spans and reduced ability to concentrate for extended periods.”

Probably not a substantial claim: may not pass S4 (based).

As individuals become accustomed to using AI systems for various tasks, they may neglect the development and maintenance of their own cognitive skills.

“As individuals become accustomed to using AI systems for various tasks, they may neglect the development and maintenance of their own cognitive skills.”

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

AICs can provide false information.

“AICs are not just repositories of information; they simulate human conversation, adapt to user inputs, and can provide personalized responses, not mentioning false information (UW, 2023).”

• cites UW, 2023Not checked yet

  Not checked in the free run.

Classified as probably not a substantial claim.

The "use it or lose it" brain development principle stipulates that neural circuits begin to degrade if not actively engaged in performing cognitive tasks for an extended period of time.

“The “use it or lose it” brain development principle stipulates that neural circuits begin to degrade if not actively engaged in performing cognitive tasks for an extended period of time (Shors et al., 2012).”

• cites Shors et al., 2012Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

Unlike general Internet use, AICs engage users in a more personalized, interactive manner, potentially leading to a deeper cognitive reliance.

“Unlike general Internet use, AICs engage users in a more personalized, interactive manner, potentially leading to a deeper cognitive reliance.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The potential for AICs to shape human cognition extends beyond information retrieval to human-computer interaction, decision-making, and emotional responses.

“The potential for AICs to shape human cognition extends beyond mere information retrieval; it encompasses the very nature of human-computer interaction, decision-making processes, and even emotional responses.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

Both AICICA and PIU involve an overreliance on digital technologies.

“Both concepts involve an overreliance on digital technologies.”

Classified as probably not a substantial claim. May combine two claims.

Unlike calculators, which impact specific cognitive areas like arithmetical computation, AICs exhibit versatile applications, potentially influencing a broader range of cognitive abilities.

“Unlike calculators, which impact specific cognitive areas like arithmetical computation, AICs exhibit versatile applications, potentially influencing a broader range of cognitive abilities.”

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

AICs are good at problem-solving, emotional support, and creative tasks, extending their impact across diverse cognitive domains.

“Beyond information provision, AICs are good at problem-solving, emotional support, and creative tasks, extending their impact across diverse cognitive domains.”

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

Excessive reliance on AI can have societal implications, such as a decrease in human-to-human interaction, increased social isolation, and/or potential loss of empathy or interpersonal skills.

“An excessive reliance on AI can have societal implications.”

• Also stated in: § Understanding the foundations of AICICA through the EMT and cognitive offloading · hedged

  “For instance, it may lead to a decrease in human-to-human interaction, increased social isolation, and/or potential loss of empathy or interpersonal skills.”

May combine two claims.

AICs, unlike static information sources, emulate human conversation, adapting to user inputs for personalized responses, creating a distinctive cognitive reliance compared to other technologies.

“The latter, unlike static information sources, emulate human conversation, adapting to user inputs for personalized responses.”

• Also stated in: § Mapping the path to AICICA: insights from PIU · plain

  “This dynamic interaction creates a distinctive cognitive reliance compared to other technologies, contrasting with passive information consumption on platforms like Wikipedia.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

The immediacy and conversational nature of AICs could cultivate deeper user trust, potentially influencing cognitive processes in a unique and novel way.

“The immediacy and conversational nature of AICs could cultivate deeper user trust, potentially influencing cognitive processes in a unique and novel way.”

Probably not a substantial claim: may not pass S4 (based).

Individuals who rely solely on AI systems may experience a decline in their ability to apply knowledge in novel or unexpected contexts.

“Over time, individuals who rely solely on AI systems may experience a decline in their ability to apply knowledge in novel/unexpected contexts.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

The authors' hypotheses regarding the effects of AICICA are predominantly speculative and require empirical validation.

“Secondly, our hypotheses regarding the effects of AICICA are predominantly speculative and require empirical validation.”

Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.

The erosion of cognitive abilities and increased dependency on AI systems could potentially contribute to feelings of inadequacy, reduced self-confidence, and/or a sense of helplessness.

“The erosion of cognitive abilities and increased dependency on AI systems could potentially contribute to feelings of inadequacy, reduced self-confidence, and/or a sense of helplessness.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

This dynamic interaction can lead to a different kind of cognitive reliance compared to static information sources.

“This dynamic interaction can lead to a different kind of cognitive reliance compared to static information sources.”

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

Unlike generalized Internet use, AICs offer personalized, interactive experiences, which might have distinct cognitive implications.

“Unlike generalized Internet use, AICs offer personalized, interactive experiences, which might have distinct cognitive implications.”

Probably not a substantial claim: may not pass S4 (based).

The constant availability of AI-generated information may diminish an individual's capacity to engage in deep, focused thinking.

“The constant availability of AI-generated information may diminish an individual's capacity to engage in deep, focused thinking.”

Probably not a substantial claim: may not pass S4 (based).

Heavily relying on AI for calculations or information retrieval may result in a deterioration of mathematical or memorization abilities.

“For example, heavily relying on AI for calculations or information retrieval may result in a deterioration of mathematical or memorization abilities.”

Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

AICICA may disproportionately affect individuals who have not attained mastery within their respective fields of study or work, such as children and adolescents.

“It is vital to acknowledge that AICICA may disproportionately affect individuals, with those who have not attained mastery within their respective fields of study or work being more likely to be affected (e.g., children and adolescents).”

Probably not a substantial claim: may not pass S3 (load-bearing).

Chauncey and McKenna (2023) formulated a conceptual framework for responsible use of AICs in education supporting cognitive flexibility in AI-rich learning environments.

“Based on a review of the research literature, Chauncey and McKenna (2023) formulated a conceptual framework for responsible use of AICs in education supporting cognitive flexibility in AI-rich learning environments.”

• cites Chauncey and McKenna, 2023 sourceNot checked yet

  Not checked in the free run.