Algorithmic Epistemic Outsourcing and Epistemic Corruption
Open accessAbstract
The use of generative AI tools (also known as algorithmic epistemic outsourcing), such as ChatGPT, has become increasingly prevalent among college students.Much of this appeal stems from their promise of productivity and convenience, particularly in reducing the cognitive effort required for tasks such as essay writing.While these technologies can enhance efficiency, their unreflective use, characterized by a passive cognitive surrender, raises serious concerns about genuine learning, the development of relevant intellectual skills, and the cultivation of proper dispositions toward inquiry.More troublingly, habitual offloading of cognitive tasks to algorithmic artifacts runs the risk of fostering defective and undesirable characterological states, especially overreliance.By employing Ian James Kidd's language of epistemic corruption and his method called corruptionist criticism, I argue that the increasing practice of algorithmic epistemic outsourcing constitutes what might be called an epistemically corrupting condition that facilitates the acquisition of the epistemic vice of overreliance.I also argue that this form of epistemic corruption is not intrinsic.Rather, it emerges conditionally as a result of specific psychological and institutional factors.Finally, I explore possible ways to address the conditional nature of such a corrupting process by considering a pedagogical strategy (educating for intellectual virtues), ameliorative strategy (educating against intellectual vices), and a systemic strategy that involves adopting a more humanistic form of education that puts a premium on the individual student's growth as a thinker, learner, and human being.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper argues that when students routinely delegate cognitively formative work such as essay writing to generative AI, this practice can function as an epistemically corrupting condition that encourages overreliance. It contends this corruption is conditional rather than intrinsic, arising from student pressures and educational norms, and proposes virtue-based, vice-avoidance, and systemic humanistic responses.
Key findings
- Using Kidd’s corruptionist criticism, the author identifies the corruptor as the practice of algorithmic epistemic outsourcing—passive delegation of epistemic tasks to generative AI—rather than AI technology itself, and the primary corruptees as students, especially in writing.
- The vice promoted is overreliance: excessive trust and dependence on AI outputs, leading to inadequate oversight, mistakes, and lost opportunities to develop or retain skills; the paper links this to passive engagement and treats it as a gateway to other vices.
- The corrupting tendency is judged moderately strong in educational settings that reward measurable outputs and performance efficiency, combined with academic time pressure; the paper cites Krook (2025, 6017) that students were more likely to outsource under time and workload pressure.
- The corruption is not intrinsic but conditional and unintentional; remedies include educating for intellectual virtues, educating against intellectual vices via negative exemplars, and a more humanistic education system.
Methods
- Conceptual and philosophical analysis applying Ian James Kidd’s framework of epistemic corruption and corruptionist criticism to algorithmic epistemic outsourcing.
- The paper proceeds by identifying corruptor and corruptee, specifying the vice, describing the corrupting process, assessing conditionality, and proposing correctives; it uses illustrative fictional cases, David and Lard, rather than empirical data.
- No sample, dataset, or statistical analysis is reported; the argument draws on cited literature and conceptual distinctions.
Limitations
- The paper states its discussions of student psychology and educational structures are preliminary and could benefit from more detailed exploration; the corrective proposal is exploratory, with implementation, feasibility, and limitations needing further investigation.
- It states its analysis is restricted to students and focuses mainly on writing, though it notes generative AI uses beyond writing may also matter; other systemic changes are left for future work.
- Evident from the text: the argument is not empirically tested, relying on conceptual reasoning and illustrative cases, so the strength of the claimed corrupting tendency is not measured.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 21 cited sources checked · 0 supported · 0 flagged
- Interpretationreasoning
Habitual offloading of cognitive tasks makes users more susceptible to fostering epistemic vices, including laziness, lack of oversight, and especially overreliance.
“The habitual offloading of cognitive task not only deprives its user from opportunities conducive for training essential skills but also runs the risk of making its user more susceptible to fostering epistemic vices”
Quote in the paperSubstantial claim - Interpretationreasoning
The increasing practice of algorithmic epistemic outsourcing constitutes an epistemically corrupting condition that facilitates acquisition of the epistemic vice of overreliance.
“I argue that the increasing practice of algorithmic epistemic outsourcing constitutes what might be called an epistemically corrupting condition that facilitates the acquisition of the epistemic vice of overreliance.”
- Also stated in: § INTRODUCTION · hedged
“I argue that the increasing practice of algorithmic epistemic outsourcing constitutes what might be called an epistemically corrupting condition that facilitates the acquisition of the epistemic vice of overreliance.”
Quote in the paperSubstantial claim- Rests on an assumption: Algorithmic epistemic outsourcing is increasingly prevalent among college students.
- Rests on an assumption: Students who regularly engage in algorithmic epistemic outsourcing in academic contexts are the primary corruptees.
- Also stated in: § INTRODUCTION · hedged
- Interpretationnone given
The corrupting tendency of unreflective algorithmic epistemic outsourcing is moderately strong, especially in educational settings that emphasize measurable goals and performance pressure.
“the corrupting tendency still lies and is still attributable to the unreflective practice of algorithmic epistemic outsourcing, whose corrupting tendency may be gauged as moderately strong, especially within educational contexts that prioritize measurable goals that combine with performance pressure.”
Quote in the paperNot a substantial claim - Interpretationreasoning
When students use generative AI tools such as ChatGPT to outsource writing and related cognitive tasks, the epistemically formative process is compromised.
“However, when students use generative AI tools such as ChatGPT to outsource writing and related cognitive tasks, this epistemically formative process is compromised.”
Quote in the paperSubstantial claim - Interpretationreasoning
Inadequate oversight can result in uncritical integration of faulty information into one's beliefs, preventing knowledge acquisition.
“Inadequate oversight, for example, can result in an uncritical integration of faulty information into one's economy of beliefs, which in one way or another prevents one from acquiring knowledge.”
Quote in the paperSubstantial claim
- Interpretationreasoning
When students passively use generative AI tools to outsource writing and related cognitive tasks, this displaces activities through which intellectual virtues could have been cultivated, thereby depriving students of practice.
“This displacement has a corrupting effect insofar as it deprives students the opportunity to practice the very activities through which intellectual virtues could have been cultivated.”
Quote in the paperSubstantial claim - Interpretationreasoning
Algorithmic epistemic outsourcing is contingently corrupting rather than intrinsically corrupting.
“algorithmic epistemic outsourcing is best understood as contingently corrupting rather than intrinsically so.”
Quote in the paperSubstantial claim - Interpretationreasoning
Outsourcing writing and related cognitive tasks deprives students of essential activities that could have honed their skills.
“And as a result, they get deprived of the essential activities that could have honed their skills.”
Quote in the paperSubstantial claim - Premisecitation
Human skill is developed by confronting challenging cognitive activities.
“To paraphrase a point raised by Flynn (2012Flynn ( , 2016)), it is by confronting challenging cognitive activities that human skill is developed.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Flynn (2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [2016]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
The epistemic vice most saliently promoted by algorithmic epistemic outsourcing is overreliance.
“I argue that the epistemic vice most saliently promoted by algorithmic epistemic outsourcing is overreliance”
Quote in the paperSubstantial claim - Interpretationnone given
The epistemic corruption from algorithmic epistemic outsourcing is not intrinsic; it emerges conditionally due to specific psychological and institutional factors.
“I also argue that this form of epistemic corruption is not intrinsic.Rather, it emerges conditionally as a result of specific psychological and institutional factors.”
Quote in the paperNot a substantial claim - Premisecitation
Epistemic corruption can be facilitated by processes as well as systems.
“Identifying the corruptor requires a broader conception than one limited to systems as Kidd (2019) qualifies abstract entities such as processes as corrupting conditions as well.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kidd (2019) source
- Premisereasoning
High trust toward an informational source can lead an agent to overestimate its credibility and reliability, resulting in bad epistemic practice if the source provides faulty information.
“A high level of trust towards an informational source, for example, might lead an agent to overestimate the credibility and reliability of such a source, which in turn will result in a bad epistemic practice if the source provides faulty information.”
Quote in the paperSubstantial claim - Interpretationreasoning
Unreflective use of generative AI, marked by passive cognitive surrender, raises serious concerns about genuine learning, the development of intellectual skills, and dispositions toward inquiry.
“While these technologies can enhance efficiency, their unreflective use, characterized by a passive cognitive surrender, raises serious concerns about genuine learning, the development of relevant intellectual skills, and the cultivation of proper dispositions toward inquiry.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Habitual offloading of cognitive tasks to algorithmic artifacts risks fostering defective characterological states, especially overreliance.
“More troublingly, habitual offloading of cognitive tasks to algorithmic artifacts runs the risk of fostering defective and undesirable characterological states, especially overreliance.”
Quote in the paperSubstantial claim - Interpretationreasoning
The consequences of overreliance interfere with the acquisition, transmission, and retention of knowledge or other epistemic goods.
“which in turn interfere with the acquisition, transmission, and retention of knowledge or other epistemic goods.”
Quote in the paperSubstantial claim - Interpretationreasoning
The practice of algorithmic epistemic outsourcing is an instance of active corruption wherein the corruptor actively facilitates the acquisition of overreliance.
“What we have here, then, is an instance of active corruption wherein the corruptor actively facilitates the acquisition of vice, in which case, overreliance.”
Quote in the paperNot a substantial claim - Premisereasoning
Kidd's corruptionist criticism framework can be extended from educational systems to other corrupting conditions, including algorithmic epistemic outsourcing.
“While such is the case, this, however, does not prevent the possibility of extending its applicability to other forms of corrupting conditions.Rather, I think of Kidd's framework as a general template to criticize system, condition, process, or any sort of corrupting condition.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kidd
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Unreflective algorithmic epistemic outsourcing can corrupt a person's intellectual character.
“passive reliance on AI corrupts our intellectual character.”
Quote in the paperNot a substantial claim - Premisecitation
Students were more likely to outsource their work to ChatGPT when facing time pressures and workload problems.
“students were more likely to outsource their work to ChatGPT when facing time pressures and workload problems (6017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Krook 2025 source
- Rests on an assumption: Students are typically under significant academic pressure, with overlapping deadlines and high-performance expectations.
- Interpretationcitation
The practice of algorithmic epistemic outsourcing persists partly because the educational system tacitly incentivizes it by prioritizing performance, efficiency, and measurable goals.
“the practice of algorithmic epistemic outsourcing persists partly because of how it is tacitly incentivized by an educational system that puts a premium on performance, efficiency, and measurable goals (Biesta 2015, 12-13).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Biesta 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Rests on an assumption: Assignments, including writing, are often framed primarily as finished products to be submitted rather than as processes of inquiry.
- Interpretationcitation
Progress in ameliorating the corruptive effects of algorithmic epistemic outsourcing will be short-lived unless systemic factors are addressed.
“even if we consider both pedagogical and ameliorative strategies, and supposedly attain some progress at ameliorating the corruptive effects associated with algorithmic epistemic outsourcing, such progress will be short-lived as long as the systemic factors remain unaddressed.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Battaly 2022 source
- Premisecitation
Over the last couple of decades, educational systems have increasingly emphasized measurable outputs, standardized assessment, and performance efficiency.
“For the last couple of decades, educational systems have increasingly emphasized measurable outputs, standardized assessment, and performance efficiency (Biesta 2015, 12-13).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Biesta 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Habitually surrendering cognitive labor to AI systems can lead to the acquisition of overreliance.
“the habitual surrendering of cognitive labor to AI systems can lead to the acquisition of overreliance.”
Quote in the paperSubstantial claim - Premisecitation
Students who already over-own their intellectual limitations may not be motivated to change even when presented with exemplars of humility and pride, because they view those exemplars as out of reach.
“students who are already disposed to over-own their intellectual limitations, which is the intellectual vice counterpart of humility, may not be motivated to change even if they are exposed to or are presented with exemplars of humility and pride, as they would view these exemplars as out of reach.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tanesini 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Classified as probably not a substantial claim. 23
- May combine two claims. 13
Classified as probably not a substantial claim.
PremisereasoningWriting plays an important role in the intellectual development of learners.
“For this reason, writing plays an important role in the intellectual development of learners.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationEpistemic corruption operates dynamically, combining personal, contextual, and structural factors that facilitate, intensify, or entrench epistemic vices.
“Finally, an essential feature of epistemic corruption is that it operates in a dynamic way, combining a wide array of personal, contextual, and structural factors that facilitate, intensify, or entrench one or more epistemic vices (Kidd 2019, 225).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kidd 2019, 225 source
Classified as probably not a substantial claim.
PremisecitationActivities such as reading, writing, reasoning, and reflecting provide opportunities for learners to develop cognitive skills.
“These activities are vital in that they provide opportunities for learners to develop their cognitive skills.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationIf learners are guided to use AI responsibly and reflectively, and if educational norms support critical engagement rather than passive surrender, then the practice ceases to be corrupting and can even help learners improve cognitive skills.
“If learners are guided to use AI responsibly and reflectively, and if educational norms support critical engagement rather than passive surrender, then the practice will cease to be corrupting, it can even be utilized to help learners improve their cognitive skills (Suriano et al. 2025, 5).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Suriano et al. 2025 source
Probably not a substantial claim: may not pass S2 (checkable).
PremisecitationTeaching for intellectual virtues offers a better way of capturing the meaning of teaching and learning.
“He argues that teaching for intellectual virtues provides a better way of capturing the putative meaning of teaching and learning (Baehr 2013, 253).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Baehr 2013 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe fourfold method of corruptionist criticism was originally designed by Kidd to critique educational systems that facilitate corruption rather than edification.
“It must be noted that this fourfold method of corruptionist criticism employed in this paper was originally designed and used by Kidd to critique educational systems that facilitate corruption rather than edification”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kidd
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenOverreliance as an epistemic vice involves a pattern of passive engagement with an algorithmic artifact due to excessive trust in it.
“Hence, I argue that overreliance as an epistemic vice involves a pattern of passive engagement with an algorithmic artifact due to excessive trust in the latter”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationOverreliance involves a passive engagement with an algorithmic artifact, reflecting Pritchard's non-extended manner of engaging with technology.
“Second, overreliance involves a passive engagement with an algorithmic artifact, which reflects what Duncan Pritchard (2019) has described as a non-extended manner of engaging with technology.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Duncan Pritchard (2019)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisereasoningThe time and effort required by writing are necessary for students to develop independent thinking, creativity, and writing-related skills such as copyreading.
“These process takes time and effort and sometimes can be painstakingly tedious but such process is necessary for the students to develop their independent thinking, creativity and other writing-related skills like copyreading.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationcitationEducating for intellectual virtues can equip students with epistemic motivation, competence, and prudential judgment to navigate a distorted technological space without compromising their epistemic agency and integrity.
“educating for intellectual virtues can be a strategic move as it equips students the proper epistemic motivation, relevant competence and prudential judgment to navigate a distorted technological space without compromising their epistemic agency and integrity.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Uzskai 2024
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningIf students do not engage their cognitive traits in progressively difficult academic challenges, they may deprive themselves of growth and lose characterological growth they have already gained.
“if students don't engage their cognitive traits in progressively difficult academic challenges, then they might deprive themselves of the growth they deserve, and worse, they might lose gradually the characterological growth they have already gained.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationEpistemic corruption has no success condition; a system can be corrupting even if it fails to produce corruption in some members, as long as it has the tendency to undermine intellectual character.
“Another important feature of epistemic corruption is that it has no success condition (Kidd 2019, 225).In other words, a system, process, or doctrine can be corrupting even when it fails to produce corruption in some of its members; as long as it has the tendency to undermine the intellectual character of anyone who gets exposed to it, then it is a corrupting condition”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kidd 2019, 225 source
May combine two claims.
InterpretationreasoningUnder these conditions, students are likely to develop algorithmic overreliance, which diminishes their capacity for independent thinking.
“students are likely to develop the epistemic vice of algorithmic overreliance, which at the same time diminishes their capacity for independent thinking.”
Quote in the paperSubstantial claimMay combine two claims.
PremisereasoningThe corruptor in algorithmic epistemic outsourcing is not generative AI technology as such, nor any particular AI system or developer, but the practice of algorithmic epistemic outsourcing understood as passive delegation of epistemically formative cognitive activities like writing to generative AI systems.
“the corruptor in this case is not generative AI technology as such, nor any particular AI system or developer, but the practice of algorithmic epistemic outsourcing which is understood as the passive delegation of epistemically formative cognitive activities like writing to generative AI systems.”
Quote in the paperNot a substantial claim- Rests on an assumption: The practice of algorithmic epistemic outsourcing is a routinary, normalized, and seemingly harmless practice.
May combine two claims.
InterpretationreasoningOverreliance leads to mistakes, inadequate oversight, and loss of important cognitive skills.
“which leads to mistakes, inadequate oversight, and loss of important cognitive skills”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe corruption is unintentional and therefore conditional, occurring only when users' circumstances push them to unreflectively offload cognitive tasks to algorithmic artifacts.
“the corruption is unintentional, which in turn means it is conditional; only when the predicament of the users impels them to engage in an unreflective practice of offloading cognitive tasks to algorithmic artifacts.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Interpretationnone givenOverreliance involves excessive trust.
“And finally, overreliance involves excessive trust.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone givenIn learning, students are expected to actively participate in reading, writing, reasoning, and reflecting, which require sustained attention, effort, and intellectual engagement.
“in the learning process, students are expected to actively participate in activities such as reading, writing, reasoning, and reflecting, all of which require sustained attention, effort, and intellectual engagement.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenOverreliance is a cancerous trait that facilitates further epistemic defects such as carelessness and intellectual laziness, functioning as a gateway for other epistemic vices.
“First, overreliance is a cancerous trait.It facilitates the emergence of further epistemic defects, such as carelessness and intellectual laziness.In other words, it can function as a gateway for other epistemic vices.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe practice of algorithmic epistemic outsourcing facilitates the epistemic vice of overreliance, or at least is closely associated with it.
“This section has established that the practice of algorithmic epistemic outsourcing facilitates the epistemic vice of overreliance.Or at the very least, it has demonstrated that the former is closely associated with the latter.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningOver time, outsourcing weakens students' engagement with epistemically demanding tasks and habituates a pattern of passive surrender rather than active inquiry.
“Over time, the practice of outsourcing weakens the student's engagement with epistemically demanding tasks and habituates a pattern of passive surrender rather than active inquiry.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningWhen an agent fails to exercise sufficient oversight by cross-checking sources, the probability of incorporating falsehood into one's beliefs increases, preventing knowledge acquisition.
“when an agent fails to exercise a sufficient amount of oversight by cross-checking sources, the probability of incorporating falsehood into one's economy of beliefs increases, which in turn, prevents him or her from acquiring knowledge.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe strength of a corrupting tendency depends on at least two factors: the psychosocial profile of potential victims and the structural and normative features of the system.
“Kidd further clarifies that the strength of corrupting tendencies will depend on at least two factors: (1) the psychosocial profile of the potential victims and (2) the structural and normative features of the system (Kidd 2019, 225).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kidd 2019, 225 source
Classified as probably not a substantial claim. May combine two claims.
PremisereasoningThrough repeated engagement, students cultivate technical writing skills and intellectual habits such as thoroughness, carefulness, and autonomy.
“Through repeated engagement, students cultivate not only technical writing skills but also intellectual habits such as thoroughness, carefulness and autonomy.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningA faulty belief integrated into one's web of beliefs can distort subsequent reasoning, inform further judgments, and be transmitted to others, so the effect goes beyond the individual agent.
“once a faulty belief is integrated into one's web of beliefs, it can distort subsequent reasoning, inform further judgments, and be transmitted to others, in which case, the effect goes beyond the individual agent.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationEpistemic corruption has no intentionality condition; a system, process, or doctrine can produce corrupting effects even if corruption was not part of its design.
“First, according to Kidd, epistemic corruption has no intentionality condition.This means that a system, process, or doctrine can produce corrupting effects even if corruption was never part of its design or purpose (Kidd 2019, 224).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kidd 2019, 224 source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningA humanistic approach to education, such as teaching for intellectual virtues, is intrinsically concerned with forming good thinkers and responsible learners rather than with instrumental outcomes.
“the educational proposal of teaching for intellectual virtues is one such humanistic way of viewing education because it understands education not primarily in instrumental terms, but as intrinsically concerned with the formation of good thinkers and responsible learners.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationSystemic changes must be made if any progress toward virtues is to be lasting.
“systemic changes must be made, if any progress toward virtues is to be lasting (146).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Battaly 2022 source
Classified as probably not a substantial claim.
PremisecitationStudents are not characterologically neutral when they enter the classroom; they may already possess some degree of vicious propensity.
“students are not characterologically neutral when they enter the classroom; rather, they either possess some degree of propensity to be vicious or are already vicious, though no fault of their own (Clemente 2025, 112).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Clemente 2025
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
InterpretationcitationEducating against intellectual vice is more suitable for students who have already developed vices because it is more modest and aims to help them recognize, resist, and avoid vicious intellectual actions.
“Clemente (2024, 113-115) argues that this complementary approach adopts a comparatively modest and less demanding approach than EFVA.”
- Also stated in: § CONDITIONALITY AND CORRECTIVE CLAIM · plain
“Precisely because of this narrower and more modest orientation make it more suitable in contexts wherein students have already developed certain vices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Clemente 2024 source
- Also stated in: § CONDITIONALITY AND CORRECTIVE CLAIM · plain
Classified as probably not a substantial claim.
InterpretationreasoningEducating for intellectual virtues and educating against intellectual vices can function complementarily.
“both approaches can function complementarily: one oriented toward the positive cultivation of good qualities of a thinker and the other toward the mitigation and prevention of bad qualities of a thinker.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningStudents who already rely on generative AI may benefit from an ameliorative strategy that uses negative exemplars to identify and problematize behaviors characteristic of algorithmic overreliance.
“students who already possess a degree of reliance on generative AI may benefit from the ameliorative strategy that identifies and problematizes behaviors characteristic of algorithmic overreliance.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Algorithmic epistemic outsourcing is increasingly prevalent among college students.
“The use of generative AI tools (also known as algorithmic epistemic outsourcing), such as ChatGPT, has become increasingly prevalent among college students.”
The paper relies on this without support.
Students who regularly engage in algorithmic epistemic outsourcing in academic contexts are the primary corruptees.
“In the present case, the primary corruptees are students who regularly engage in algorithmic epistemic outsourcing in academic contexts, particularly in cognitively formative tasks such as writing.”
The paper relies on this without support.
The practice of algorithmic epistemic outsourcing is a routinary, normalized, and seemingly harmless practice.
“it seems accurate to interpret it to mean that epistemic corruption can also be facilitated by routinary, normalized, and seemingly harmless practices.”
The paper relies on this without support.
Students are typically under significant academic pressure, with overlapping deadlines and high-performance expectations.
“Students are typically under significant academic pressure, with overlapping deadlines and high-performance expectations.”
The paper relies on this without support.
Assignments, including writing, are often framed primarily as finished products to be submitted rather than as processes of inquiry.
“Assignments, including writing, are often framed primarily as finished products to be submitted rather than as processes of inquiry.”
The paper relies on this without support.
Generative AI tools are almost free and available online.
“since generative AI tools are almost free and available online”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Pritchard citation year differs from the reference
MinorThe discussion cites Pritchard (2019), while the reference list contains a Pritchard entry dated 2016.
“what Duncan Pritchard (2019) has described as a non-extended manner of engaging with technology”
“16. Pritchard, Duncan H. 2016. "Intellectual Virtue, Extended Cognition, and the Epistemology of Education." In Intellectual Virtues and Education: Essays in Applied Virtue Epistemology, edited by J. Baehr. Routledge.”
The same challenge is attributed to two different years
MinorThe paper attributes the "Vicious Students Challenge" to Clemente (2025), then attributes that same named challenge to Clemente (2024).
“However, a formidable objection to this proposal is what Clemente (2025) describes as the "Vicious Students Challenge" (112).”
“Under these circumstances, the pedagogical strategy of educating for intellectual virtue appears, at least initially, inadequate to fully address what Clemente (2024) describes as the "Vicious Students Challenge."”
Battaly citation year differs from the reference
MinorThe discussion attributes the quoted claim to Battaly (2022), but the Battaly entry in the reference list is dated 2023.
“As Heather Battaly (2022) argues: "systemic changes must be made, if any progress toward virtues is to be lasting (146)."”
“3. Battaly, Heather. 2023. "Intellectual Character Education: Some Lessons from Vice Epistemology." In Handbook of Philosophy of Education, edited by R. Curren. Routledge.”
Medina citation year differs from the reference
MinorThe text cites Medina as a 2013 source, but the reference list dates the Medina entry to 2012.
“(Fricker 2007;Medina 2013)”
“13. Medina, Jose. 2012. The Epistemology of Resistance: Gender and Racial Oppression, Epistemic Injustice, and Resistant Imaginations. Oxford University Press.”
OpenAI quotation has a different source year in the references
MinorThe quotation is cited to OpenAI et al. (2024), whereas the OpenAI source listed in the references is dated 2023.
“"occurs when users excessively trust and depend on the model, potentially leading to unnoticed mistakes, inadequate oversight, loss of opportunity to develop new skills, and even the loss of important skills" (OpenAI et al. 2024, 59).”
“15. OpenAI. 2023. GPT-4 Technical Report. arXiv:2303.08774.https://arxiv.org/pdf/2303.08774.pdf.”
Cites
The publisher hasn’t deposited this paper’s reference list.
Research works printed but not linked: 5
- Biesta, Gert J. 2015. Good Education in an Age of Measurement: Ethics, Politics, Democracy. Routledge.
- Cassam, Quassim. 2019. Vices of the Mind: From the Intellectual to the Political. Oxford University Press.
- Flynn, James R. 2012. Are We Getting Smarter?: Rising IQ in the Twenty-First Century. Cambridge University Press.
- Kidd, Ian J. 2020. "Epistemic Corruption and Social Oppression." In Vice Epistemology, edited by I. J. Kidd, Heather Battaly, and Quassim Cassam. London: Routledge. · DOI · Paper page
- Tanesini, Alessandra. 2021. The Mismeasure of the Self: A Study in Vice Epistemology. Oxford University Press.
- Authors
- Dacles, N.
- Affiliations
- Ateneo de Manila University (PH)
- Corresponding author
- Dacles, Nimrod
- ORCID
- Dacles, Nimrod
- Venue
- Philosophia: International Journal of Philosophy
- Published
- 2026-04-30
- Volume
- 27
- Issue
- 2
- ISSN
- 2244-1875 (ISSN-L)
- OpenAlex
- W7161590084
- Cited by
- 0
- References
- 0
- FWCI
- 0.00
- Type
- journal article
- Open access
- bronze
- doi.org
- Locations
- Philosophia International Journal of Philosophy (publishedVersion)
- Topics
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Physical Sciences › Computer Science › Information Systems › Digital Education and Society
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Keywords
- generative AI, ChatGPT, overreliance, epistemic vices, intellectual virtues, university students, cognitive offloading, humanistic education
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-05.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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