Algorithmic Textuality as Metaverse Narrative Infrastructure: A Transhumanist Study of AI-Generated Literary Systems

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

Rather than constructing linear narrative trajectories, the texts often operate through semantic proximity, generating sequences that appear connected at the level of language but disconnected at the level of narrative logic.

“Rather than constructing linear narrative trajectories, the texts often operate through semantic proximity, generating sequences that appear connected at the level of language but disconnected at the level of narrative logic.”

Classified as probably not a substantial claim.

Similar patterns appear throughout Hell of the Cyr and The Damned, where narrative developments frequently emerge through associative linkage rather than causal progression.

“Similar patterns appear throughout Hell of the Cyr and The Damned, where narrative developments frequently emerge through associative linkage rather than causal progression.”

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

The figure of the Venusian functions as a point of connection linking multiple semantic domains including astronomy, mythology, temporality and spatial orientation.

“Instead, the figure functions as a point of connection linking multiple semantic domains including astronomy, mythology, temporality and spatial orientation.”

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

Character networks distribute agency.

“character networks distribute agency”

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

Contemporary systems routinely generate narratives that respond dynamically to prompts, user interventions and conversational exchanges.

“Contemporary systems routinely generate narratives that respond dynamically to prompts, user interventions and conversational exchanges.”

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

Events occur without clear causal motivation and narrative developments frequently appear disconnected from preceding contexts.

“Events occur without clear causal motivation and narrative developments frequently appear disconnected from preceding contexts.”

Classified as probably not a substantial claim.

Terms that ordinarily function within distinct semantic domains are combined in ways that challenge conventional linguistic expectations.

“Terms that ordinarily function within distinct semantic domains are combined in ways that challenge conventional linguistic expectations.”

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

The arrival of a train before the existence of the station introduces a chronological contradiction that resists traditional interpretive frameworks.

“The arrival of a train before the existence of the station introduces a chronological contradiction that resists traditional interpretive frameworks.”

Classified as probably not a substantial claim.

Throughout the corpus, characters often appear, disappear, transform or merge without conventional narrative justification.

“Throughout the corpus, characters often appear, disappear, transform or merge without conventional narrative justification.”

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

The phrase 'We have hidden these caverned goes beneath the water of sleeping mathematics' resists straightforward interpretation.

“The phrase resists straightforward interpretation.”

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

The statement 'You take this in order to put it back' resembles an instruction more than a conventional narrative event.

“The statement resembles an instruction more than a conventional narrative event.”

Classified as probably not a substantial claim.

Across the corpus, numerous passages exhibit unusual syntactic constructions, semantic ambiguities and unexpected lexical combinations.

“Across the corpus, numerous passages exhibit unusual syntactic constructions, semantic ambiguities and unexpected lexical combinations.”

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

The Imperfect in the Disaster frequently combines emotional discourse, physical imagery and abstract conceptual language in unexpected ways.

“For example, The Imperfect in the Disaster frequently combines emotional discourse, physical imagery and abstract conceptual language in unexpected ways:”

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

Adaptive tendencies anticipate interactive communication environments.

“adaptive tendencies anticipate interactive communication environments”

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

Computational creativity generates recombinatory meaning.

“computational creativity generates recombinatory meaning”

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

The passage begins with a relatively comprehensible social interaction but rapidly transitions into a sequence of statements whose causal relationships remain ambiguous.

“The passage begins with a relatively comprehensible social interaction but rapidly transitions into a sequence of statements whose causal relationships remain ambiguous.”

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

Linguistic instability expands expressive possibilities.

“linguistic instability expands expressive possibilities”

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

Fragmentation challenges linear narrative architecture.

“Fragmentation challenges linear narrative architecture”

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

Systems such as ChatGPT and AI Dungeon adapt narrative trajectories according to conversational exchanges.

“adapt narrative trajectories according to conversational exchanges”

May combine two claims.

Transformer architectures and foundation models maintain greater coherence than earlier systems while preserving the adaptive and generative capacities that distinguish computational storytelling.

“Transformer architectures and foundation models maintain greater coherence than earlier systems while preserving the adaptive and generative capacities that distinguish computational storytelling.”

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

Systems such as ChatGPT and AI Dungeon generate stories in response to user inputs.

“Systems such as ChatGPT and AI Dungeon generate stories in response to user inputs”

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

Systems such as ChatGPT and AI Dungeon continually modify outputs through interaction.

“and continually modify outputs through interaction”

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

The fragmentation observed throughout the corpus demonstrates the capacity of algorithmic systems to destabilize coherent interpretive frameworks.

“The fragmentation observed throughout the corpus demonstrates the capacity of algorithmic systems to destabilize coherent interpretive frameworks.”

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

The study identified a progression from AI-generated novels through algorithmic textuality, networked narrative systems, adaptive communication infrastructures, and metaverse narrative ecosystems, illustrating that storytelling evolves from static textual production into dynamic communicative processes.

“The progression identified throughout the study AI-generated novels, algorithmic textuality, networked narrative systems, adaptive communication infrastructures and metaverse narrative ecosystems illustrates how storytelling evolves from static textual production into dynamic communicative processes.”

• AssumptionRests on an assumption: The five primary novels in the corpus are AI-generated.
• AssumptionRests on an assumption: Future metaverse environments will exist and be significant.

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

A significant gap remains: existing scholarship largely treats AI-generated literature and metaverse studies as separate domains of inquiry.

“Despite these important developments, a significant gap remains.”

• Also stated in: § 1. Introduction · plain

  “Existing scholarship largely treats AI-generated literature and metaverse studies as separate domains of inquiry.”

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

The evolution of digital technologies has transformed narrative itself.

“The evolution of digital technologies has also transformed narrative itself.”

Classified as probably not a substantial claim.

Textual meaning should not be anchored to authorial intention but should instead emerge through the interaction between text and reader.

“Barthes argues that textual meaning should not be anchored to authorial intention but should instead emerge through the interaction between text and reader [5].”

• cites [5]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

Posthuman subjectivity is relational, distributed and constantly evolving.

“Braidotti conceptualizes posthuman subjectivity as relational, distributed and constantly evolving [7].”

• cites [7]Not matched

  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), S4 (based).

The future of the metaverse depends not only on immersive interfaces or computational power but also on the narrative systems through which meaning, identity and social experience are continuously produced and negotiated.

“More broadly, it argues that the future of the metaverse will depend not only on immersive interfaces or computational power but also on the narrative systems through which meaning, identity and social experience are continuously produced and negotiated.”

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

AI-generated literature is a precursor to metaverse-native storytelling, where narrative functions as an adaptive communication infrastructure connecting human users, intelligent systems and digital environments.

“Consequently, AIgenerated literature is positioned as a precursor to metaverse-native storytelling, where narrative functions as an adaptive communication infrastructure connecting human users, intelligent systems and digital environments.”

• AssumptionRests on an assumption: Generative AI is reshaping the foundations of literary production.
• AssumptionRests on an assumption: AI-generated narratives emerge through statistical relationships embedded in vast datasets and computational architectures rather than through conscious intentionality, lived experience or imaginative reflection.

Classified as probably not a substantial claim.

Narratives emerge through the interaction between computational rules and user engagement.

“According to this perspective, narratives emerge through the interaction between computational rules and user engagement.”

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

AI-generated narratives possess the capacity for adaptation, personalization and real-time modification, unlike conventional literary texts.

“Unlike conventional literary texts, AI-generated narratives possess the capacity for adaptation, personalization and real-time modification.”

• AssumptionRests on an assumption: Contemporary AI systems are capable of producing poems, short stories, novels, scripts and interactive narratives that increasingly resemble human-authored texts in fluency, coherence and stylistic sophistication.

Classified as probably not a substantial claim.

Cognition is increasingly distributed across human and non-human systems.

“Hayles argues that cognition is increasingly distributed across human and non-human systems.”

• cites HaylesNot matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

Classified as probably not a substantial claim.

Interactive digital narratives are procedural systems.

“Koenitz has developed frameworks for understanding interactive digital narratives as procedural systems [11].”

• cites [11]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

Classified as probably not a substantial claim.

Users become active participants capable of influencing narrative trajectories rather than passively consuming stories.

“Rather than passively consuming stories, users become active participants capable of influencing narrative trajectories.”

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

Narrative emerges through interactions among training datasets, algorithmic architectures, prompts, computational processes and readers.

“Instead, narrative emerges through interactions among training datasets, algorithmic architectures, prompts, computational processes and readers.”

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

Textuality is undergoing a significant transformation.

“Collectively, these theoretical developments suggest that textuality is undergoing a significant transformation.”

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

The emergence of computationally generated literature is part of a longer theoretical trajectory that has progressively destabilized human-centered understandings of texts and meaning.

“The emergence of computationally generated literature is part of a longer theoretical trajectory that has progressively destabilized human-centered understandings of texts and meaning.”

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

This shift fundamentally alters the relationship between storyteller and audience.

“This shift fundamentally alters the relationship between storyteller and audience.”

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

The cyborg metaphor emphasizes hybrid relationships between humans and technological systems.

“Haraway's cyborg metaphor emphasizes hybrid relationships between humans and technological systems, while Braidotti conceptualizes posthuman subjectivity as relational, distributed and constantly evolving [7].”

• cites [7]Not matched

  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), S4 (based).

AI-generated literature is an emerging infrastructural layer of the metaverse, not merely an outcome of technological innovation.

“In this sense, AI-generated literature should be understood not merely as an outcome of technological innovation but as an emerging infrastructural layer of the metaverse itself.”

• AssumptionRests on an assumption: Narrative generation constitutes a critical yet underexamined component of future digital ecosystems.

May combine two claims.

Generative AI is a foundational technology enabling dynamic content creation, adaptive interaction, virtual character behaviour, conversational interfaces and personalised user experiences within digital environments.

“Recent studies identify generative AI as a foundational technology enabling dynamic content creation, adaptive interaction, virtual character behaviour, conversational interfaces and personalised user experiences within digital environments.”

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

Digital media introduce new possibilities for immersion, agency and transformation.

“Murray argues that digital media introduce new possibilities for immersion, agency and transformation.”

• cites [8]Not matched

  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), S4 (based).

Narrative may constitute one of the most fundamental yet least examined dimensions of the metaverse.

“This gap is particularly significant because narrative may constitute one of the most fundamental yet least examined dimensions of the metaverse.”

• AssumptionRests on an assumption: Every virtual environment requires narrative mechanisms for users to make sense of experiences, construct identities, establish social relationships and navigate complex information systems.

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

AI-generated narratives can be understood as products of exploratory and combinational creativity, where algorithms identify latent relationships within extensive textual datasets and generate new textual configurations.

“Within this framework, AI-generated narratives can be understood as products of exploratory and combinational creativity, where algorithms identify latent relationships within extensive textual datasets and generate new textual configurations.”

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

Texts are no longer static objects authored by autonomous individuals but dynamic systems produced through complex interactions among human and computational actors.

“Texts are no longer static objects authored by autonomous individuals but dynamic systems produced through complex interactions among human and computational actors.”

Classified as probably not a substantial claim.

Traditional assumptions regarding creativity, originality and literary production have come under renewed scrutiny as a result of AI's capacity to produce human-like texts.

“As a result, traditional assumptions regarding creativity originality and literary production have come under renewed scrutiny.”

• AssumptionRests on an assumption: Contemporary AI systems are capable of producing poems, short stories, novels, scripts and interactive narratives that increasingly resemble human-authored texts in fluency, coherence and stylistic sophistication.

Classified as probably not a substantial claim.

Texts should be understood not merely as linguistic artifacts but as material and social constructs shaped by specific technological conditions.

“McGann argues that texts should be understood not merely as linguistic artifacts but as material and social constructs shaped by specific technological conditions [6].”

• cites [6]Not matched

  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), S4 (based). May combine two claims.

The trajectory is a progression from AI-generated novels to algorithmic textuality, from algorithmic textuality to networked narrative systems, from networked narratives to adaptive communication infrastructures, and ultimately to metaverse narrative ecosystems.

“The trajectory examined throughout this article can therefore be understood as a progression from AI-generated novels to algorithmic textuality, from algorithmic textuality to networked narrative systems, from networked narratives to adaptive communication infrastructures and ultimately from adaptive communication infrastructures to metaverse narrative ecosystems.”

May combine two claims.

AI-generated narratives emerge through nonconscious computational processes, suggesting that literary production can no longer be understood solely through models centered on human intentionality.

“AI-generated narratives emerge precisely through such nonconscious computational processes, suggesting that literary production can no longer be understood solely through models centered on human intentionality.”

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

These perspectives resonate with contemporary AI-generated literature, where narrative production increasingly emerges through collaborations among human users, algorithms, datasets and digital platforms.

“These perspectives resonate strongly with contemporary AI-generated literature, where narrative production increasingly emerges through collaborations among human users, algorithms, datasets and digital platforms.”

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

Contemporary discussions of AI-generated literature extend and intensify debates about authorship, textual boundaries and interpretive authority by introducing computational agents into textual production.

“Contemporary discussions of AI-generated literature extend and intensify these debates by introducing computational agents into the processes of textual production.”

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

Generative AI should not be viewed simply as a replacement for human authors but as a technological force that fundamentally reshapes cultural production.

“Marche contends that generative AI should not be viewed simply as a replacement for human authors but as a technological force that fundamentally reshapes cultural production [3].”

• cites [3]Not matched

  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).

The emergence of AI-generated literature complicates traditional assumptions regarding human intentionality and authorial presence.

“The emergence of AI-generated literature complicates these assumptions.”

• AssumptionRests on an assumption: Traditional literary theory assumes human intentionality and authorial presence.

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

Narrative becomes less a finished product and more a dynamic process unfolding within computational systems.

“Narrative becomes less a finished product and more a dynamic process unfolding within computational systems.”

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

AI-generated narratives extend the theoretical movement that decenters the author further.

“AIgenerated narratives extend this theoretical movement further.”

May combine two claims.

Creativity does not necessarily require consciousness but can emerge from rule-based systems capable of generating novel combinations and patterns.

“Boden distinguishes between combinational, exploratory and transformational creativity, arguing that creativity does not necessarily require consciousness but can emerge from rulebased systems capable of generating novel combinations and patterns [1].”

• cites [1]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

Narratives increasingly operate across interconnected media platforms where audiences actively contribute to meaning-making processes.

“Jenkins argues that narratives increasingly operate across interconnected media platforms where audiences actively contribute to meaningmaking processes [10].”

• cites [10]Not matched

  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), S4 (based). May combine two claims.

Users require systems capable of generating meaning, sustaining interaction and adapting content to evolving contexts.

“Users require systems capable of generating meaning, sustaining interaction and adapting content to evolving contexts.”

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

Text functions as a network.

“Third, text functions as a network.”

Classified as probably not a substantial claim.

AI-generated literature complicates the assumption of human origin by introducing computational systems into processes of narrative production.

“AI-generated literature complicates this assumption by introducing computational systems into processes of narrative production.”

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

The final coding framework's categories were selected because they connect directly to the article's conceptual progression from AI-generated novels to adaptive communication infrastructures.

“These categories were selected because they connect directly to the article's conceptual progression from AI-generated novels to adaptive communication infrastructures.”

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

All coding decisions, corpus metadata, prompt records for supplementary generations and category revisions were documented in a research log to support methodological transparency.

“All coding decisions, corpus metadata, prompt records for supplementary generations and category revisions were documented in a research log to support methodological transparency.”

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

There is a transition from static AI-generated texts toward dynamic narrative ecosystems characterized by ongoing interaction and personalization.

“Such developments indicate a transition from static AI-generated texts toward dynamic narrative ecosystems characterized by ongoing interaction and personalization.”

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

The metaverse should be understood not merely as a visual environment but as a complex communicative ecosystem in which narrative plays a foundational role.

“The metaverse should therefore be understood not merely as a visual environment but as a complex communicative ecosystem in which narrative plays a foundational role.”

• AssumptionRests on an assumption: The metaverse depends upon intelligent systems capable of generating content, sustaining communication and adapting to user interactions.

Classified as probably not a substantial claim.

Technological enhancement enables new forms of intelligence, creativity and social organisation that challenge traditional assumptions regarding human uniqueness.

“According to Bostrom, technological enhancement enables new forms of intelligence, creativity and social organisation that challenge traditional assumptions regarding human uniqueness [18].”

• cites [18]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

Classified as probably not a substantial claim.

Narrative production operates within larger algorithmic ecologies that influence both creation and reception.

“Narrative production therefore operates within larger algorithmic ecologies that influence both creation and reception.”

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

AI-generated literature represents an early manifestation of these broader developments because it demonstrates how storytelling can emerge through algorithmic production and adaptive interaction.

“AI-generated literature represents an early manifestation of these broader developments because it demonstrates how storytelling can emerge through algorithmic production and adaptive interaction.”

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

Algorithmic textuality provides a conceptual framework capable of explaining how narrative functions within computational environments characterised by adaptation, interaction and continuous generation.

“Algorithmic textuality therefore provides a conceptual framework capable of explaining how narrative functions within computational environments characterised by adaptation, interaction and continuous generation.”

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

Authorship should be understood as distributed across networks involving programmers, training corpora, algorithms, interfaces and readers.

“Applied to AI-generated literature, this perspective suggests that authorship should be understood as distributed across networks involving programmers, training corpora, algorithms, interfaces and readers.”

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

AI-generated literature represents a transitional stage in the evolution of narrative systems, moving from traditional textual forms toward adaptive communication infrastructures capable of supporting future metaverse environments.

“It proposes that AI-generated literature represents a transitional stage in the evolution of narrative systems, moving from traditional textual forms toward adaptive communication infrastructures capable of supporting future metaverse environments.”

• AssumptionRests on an assumption: Future metaverse environments will exist and require narrative infrastructure.

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

The first four coding categories capture the structural transformation of textuality; the fifth captures the transition toward interactive narrative systems associated with networked and metaverse environments.

“The first four categories capture the structural transformation of textuality; the fifth captures the transition toward interactive narrative systems associated with networked and metaverse environments.”

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

Text functions as a probabilistic structure.

“Fourth, text functions as a probabilistic structure.”

• AssumptionRests on an assumption: Language models generate textual sequences by calculating probabilities based on prior linguistic patterns.

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

AI-generated narratives are embedded within broader infrastructures of communication involving datasets, digital platforms, users, developers and computational agents.

“AI-generated narratives are embedded within broader infrastructures of communication involving datasets, digital platforms, users, developers and computational agents.”

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

The coding scheme was developed deductively from the theoretical framework and inductively refined through repeated engagement with the texts.

“The coding scheme was developed deductively from the theoretical framework and inductively refined through repeated engagement with the texts.”

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

AI does not possess autonomous intentionality equivalent to human consciousness.

“This does not imply that AI possesses autonomous intentionality equivalent to human consciousness.”

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

Without adaptive storytelling mechanisms, metaverse environments risk becoming technologically sophisticated yet culturally fragmented spaces.

“Without adaptive storytelling mechanisms, metaverse environments risk becoming technologically sophisticated yet culturally fragmented spaces.”

• AssumptionRests on an assumption: Immersive technologies provide spatial interfaces, while narrative systems provide semantic coherence and communicative continuity.

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

The emergence of algorithmic textuality necessitates a reconsideration of agency and authorship.

“The emergence of algorithmic textuality necessitates a reconsideration of agency and authorship.”

• AssumptionRests on an assumption: Traditional literary criticism has generally assumed that texts originate from identifiable human authors whose intentions shape narrative meaning.
• AssumptionRests on an assumption: Although poststructuralist theory challenged the authority of the author, the assumption of human origin remained largely intact.

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

AI-generated novels are not themselves metaverse products.

“Importantly, AIgenerated novels are not themselves metaverse products.”

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

Narrative production emerges through relationships among users, datasets, algorithms, interfaces and interpretive communities.

“Narrative production emerges through relationships among users, datasets, algorithms, interfaces and interpretive communities.”

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

Across the combined corpus, 312 textual passages were identified for detailed analysis and coded according to the analytical categories developed for this study.

“Across the combined corpus, 312 textual passages were identified for detailed analysis and coded according to the analytical categories developed for this study.”

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

Textuality is undergoing a profound transformation.

“Taken together, these dimensions suggest that textuality is undergoing a profound transformation.”

Classified as probably not a substantial claim.

Interpretations were cross-checked against multiple theoretical lenses (Boden, Hayles, Barthes, McGann, Haraway, Latour and transhumanist frameworks) to reduce dependence on a single explanatory model.

“Interpretations were cross-checked against multiple theoretical lenses (Boden, Hayles, Barthes, McGann, Haraway, Latour and transhumanist frameworks) to reduce dependence on a single explanatory model.”

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

The significance of AI-generated novels lies not in their ability to imitate human authors but in their capacity to reveal emerging forms of posthuman cultural production that may underpin future metaverse narrative systems.

“The significance of AI-generated novels lies not in their ability to imitate human authors but in their capacity to reveal emerging forms of posthuman cultural production that may underpin future metaverse narrative systems.”

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

AI-generated literature represents a manifestation of human-machine co-creativity in which narrative production emerges through interactions among authors, programmers, datasets, algorithms and readers.

“Instead, it represents a manifestation of human-machine co-creativity in which narrative production emerges through interactions among authors, programmers, datasets, algorithms and readers.”

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

Qualitative literary analysis is inherently interpretive, and reliability was addressed through procedural transparency rather than statistical inter-rater measures.

“Qualitative literary analysis is inherently interpretive, reliability was addressed through procedural transparency rather than statistical inter-rater measures.”

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

Text functions as a system composed of interconnected computational elements.

“Second, text functions as a system composed of interconnected computational elements.”

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

Early-coded passages were revisited after the coding framework stabilized; when category boundaries changed, affected passages were recoded to maintain consistency across the corpus.

“Early-coded passages were revisited after the coding framework stabilized.When category boundaries changed, affected passages were recoded to maintain consistency across the corpus.”

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

Generative AI functions as an infrastructural technology that supports the communicative dimensions of the metaverse.

“Generative AI therefore functions as an infrastructural technology that supports the communicative dimensions of the metaverse.”

• AssumptionRests on an assumption: Generative AI is a foundational component of metaverse infrastructures.
• AssumptionRests on an assumption: Generative AI enables dynamic world-building, intelligent virtual agents, adaptive environments and personalized user experiences.

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

Coding was iterative: initial labels were applied, revised during subsequent readings and consolidated into stable categories.

“Coding was iterative: initial labels were applied, revised during subsequent readings and consolidated into stable categories.”

Classified as probably not a substantial claim.

Patterns identified in the five primary novels were compared against supplementary outputs from ChatGPT, NovelAI, Sudowrite and AI Dungeon.

“Patterns identified in the five primary novels were compared against supplementary outputs from ChatGPT, NovelAI, Sudowrite and AI Dungeon.”

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

The significance of AI-generated literature lies not merely in its literary novelty but in its infrastructural implications.

“The significance of AI-generated literature therefore lies not merely in its literary novelty but in its infrastructural implications.”

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

The relationship between algorithmic textuality, adaptive narratives, narrative agents, and metaverse story systems can be conceptualised as a progressive sequence.

“The relationship can be conceptualised as a progressive sequence: Algorithmic Textuality ↓ Adaptive Narratives ↓ Narrative Agents ↓ Metaverse Story Systems”

Classified as probably not a substantial claim.

Within networked environments, meaning emerges through distributed interactions rather than centralized authority.

“Within such environments, meaning emerges through distributed interactions rather than centralized authority.”

• cites [16]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

Classified as probably not a substantial claim.

The supplementary corpus was not used to quantify prevalence, but to test whether identified narrative tendencies remained visible in contemporary generative systems.

“The supplementary corpus was not used to quantify prevalence, but to test whether identified narrative tendencies remained visible in contemporary generative systems.”

May combine two claims.

Through personalization and recommendation systems, algorithms increasingly determine which stories are encountered, how they are interpreted and how they circulate across digital platforms.

“Through personalization and recommendation systems, algorithms increasingly determine which stories are encountered, how they are interpreted and how they circulate across digital platforms.”

• cites [15]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

Generation parameters and prompt conditions were recorded in the research log to support transparency.

“Generation parameters (where available) and prompt conditions were recorded in the research log to support transparency.”

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

Creativity becomes distributed across technological networks rather than residing exclusively within individual consciousness.

“Creativity becomes distributed across technological networks rather than residing exclusively within individual consciousness.”

Classified as probably not a substantial claim.

Future knowledge production will emerge through collaborations between biological and artificial intelligence.

“Kurzweil argues that future knowledge production will emerge through collaborations between biological and artificial intelligence [19].”

• cites [19]Not matched

  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), S4 (based).

Meaning emerges through ongoing processes of prediction, selection and recombination.

“Meaning emerges through ongoing processes of prediction, selection and recombination.”

Classified as probably not a substantial claim.

AI-generated narratives operate as networked communicative processes rather than isolated textual objects.

“AI-generated narratives reflect this logic by operating as networked communicative processes rather than isolated textual objects.”

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

The supplementary systems were not treated as the primary analytic corpus and were not used for statistical comparison.

“These systems were not treated as the primary analytic corpus and were not used for statistical comparison.”

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

Computational systems become components within broader cognitive ecologies rather than replacing human creativity.

“Rather than replacing human creativity, computational systems become components within broader cognitive ecologies.”

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

Narrative generation becomes a mechanism through which users navigate virtual environments, construct identities, establish relationships and participate in digital communities.

“Narrative generation becomes a mechanism through which users navigate virtual environments, construct identities, establish relationships and participate in digital communities.”

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

Meaning is distributed across these networks and cannot be reduced to a single point of origin.

“Meaning is distributed across these networks and cannot be reduced to a single point of origin.”

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

Technological systems should not be understood as external tools but as extensions of human capacities capable of transforming the conditions of existence itself.

“For More, technological systems should not be understood as external tools but as extensions of human capacities capable of transforming the conditions of existence itself [17].”

• cites [17]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

Supplementary contemporary outputs were archived with metadata describing platform, date, prompt and generation settings where available.

“Supplementary contemporary outputs were archived with metadata describing platform, date, prompt and generation settings where available.”

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

AI-generated narratives are not fixed literary products but outputs continuously generated through computational operations.

“AI-generated narratives are not fixed literary products but outputs continuously generated through computational operations.”

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

The theoretical framework positions AI-generated literature as an early manifestation of metaverse narrative infrastructure.

“The theoretical framework developed here consequently positions AIgenerated literature as an early manifestation of metaverse narrative infrastructure.”

• AssumptionRests on an assumption: Recent scholarship identifies generative AI as a foundational technology within metaverse architectures.

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

Narrative production depends upon relationships among training data, algorithmic architectures, prompts, user inputs and interpretive contexts.

“Narrative production depends upon relationships among training data, algorithmic architectures, prompts, user inputs and interpretive contexts.”

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

AI-generated novels function as precursor infrastructures that reveal how narrative may operate within future metaverse ecosystems.

“However, they function as precursor infrastructures that reveal how narrative may operate within future metaverse ecosystems.”

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

These advances redefine narrative production as an iterative and collaborative process embedded within computational systems.

“These advances have profound implications for literary studies because they redefine narrative production as an iterative and collaborative process embedded within computational systems.”

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

Algorithmic textuality shifts attention from visual immersion to narrative production, thereby establishing a theoretical foundation for understanding storytelling as a core component of future metaverse ecosystems.

“Algorithmic textuality shifts attention from visual immersion to narrative production, thereby establishing a theoretical foundation for understanding storytelling as a core component of future metaverse ecosystems.”

• AssumptionRests on an assumption: Many studies focus on immersive technologies and virtual environments, relatively few examine the textual and communicative infrastructures through which meaning is generated.

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

Narrative increasingly functions as a communicative infrastructure embedded within digital ecosystems.

“These perspectives suggest that narrative increasingly functions as a communicative infrastructure embedded within digital ecosystems.”

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

No single framework adequately explains the transformation of literary production occurring at the intersection of generative AI and emerging metaverse ecosystems.

“While existing scholarship provides valuable insights into creativity, authorship, posthumanism and digital environments, no single framework adequately explains the transformation of literary production occurring at the intersection of generative artificial intelligence and emerging metaverse ecosystems.”

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

The metaverse involves more than visual immersion; it also depends upon semantic immersion, communicative immersion and narrative immersion.

“From this perspective, the metaverse involves more than visual immersion.It also depends upon semantic immersion, communicative immersion and narrative immersion.”

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

This procedure enabled systematic comparison across both the historical AI-generated corpus and the contemporary LLM-generated supplementary corpus.

“This procedure enabled systematic comparison across both the historical AI-generated corpus and the contemporary LLM-generated supplementary corpus.”

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

Narrative is a communicative infrastructure produced through interactions among algorithms, users, datasets and networked systems.

“Rather than treating AI-generated novels as isolated literary artefacts or viewing the metaverse solely through immersive technologies, this framework conceptualises narrative as a communicative infrastructure produced through interactions among algorithms, users, datasets and networked systems.”

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

Text functions as a process rather than a finished artefact.

“First, text functions as a process rather than a finished artefact.”

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

Human beings are best understood as transitional entities rather than fixed biological endpoints.

“Nick Bostrom further develops this perspective by arguing that human beings are best understood as transitional entities rather than fixed biological endpoints.”

• cites [18]Not matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

AI-generated narratives emerge through statistical prediction, unlike conventional literary production which is generally associated with intentional decision-making.

“Unlike conventional literary production, which is generally associated with intentional decision-making, AIgenerated narratives emerge through statistical prediction.”

• AssumptionRests on an assumption: Language models generate textual sequences by calculating probabilities based on prior linguistic patterns.

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

Agency becomes distributed across sociotechnical systems.

“Rather, it suggests that agency becomes distributed across sociotechnical systems.”

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

A written codebook containing definitions, inclusion criteria and representative examples was developed before full coding and revised only during an initial calibration phase.

“A written codebook containing definitions, inclusion criteria and representative examples was developed before full coding and revised only during an initial calibration phase.”

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

Authorship evolves from an individual function into a networked process.

“Consequently, authorship evolves from an individual function into a networked process.”

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

These procedures do not eliminate interpretation, nor do they claim experimental reproducibility in the scientific sense.

“These procedures do not eliminate interpretation, nor do they claim experimental reproducibility in the scientific sense.”

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

Unlike surrealism, language poetry and avant-garde modernism, AI-generated experimentation emerges from computational processes rather than deliberate aesthetic programs.

“However, unlike these movements, AI-generated experimentation emerges from computational processes rather than deliberate aesthetic programs.”

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

The sudden movement from interpersonal interaction to atmospheric transformation and then to temporal impossibility disrupts conventional narrative expectations.

“The sudden movement from interpersonal interaction to atmospheric transformation and then to temporal impossibility disrupts conventional narrative expectations.”

May combine two claims.

Local coherence may be maintained while global narrative structure becomes unstable.

“Consequently, local coherence may be maintained while global narrative structure becomes unstable.”

• AssumptionRests on an assumption: Language models generate subsequent textual units based upon statistical relationships within training data rather than through intentional planning of long-range narrative development.

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

The passage from The Imperfect in the Disaster does not correspond to conventional metaphorical structures, yet it produces an evocative relationship between emotion, machinery, memory and perception.

“The passage does not correspond to conventional metaphorical structures, yet it produces an evocative relationship between emotion, machinery, memory and perception.”

Classified as probably not a substantial claim.

The theoretical framework and methodological approach proposed that AI-generated literature can be understood as an early form of metaverse narrative infrastructure because it demonstrates how storytelling emerges through algorithmic production, distributed communication, adaptive interaction and human-machine collaboration.

“The theoretical framework and methodological approach developed in the preceding sections proposed that AI-generated literature can be understood as an early form of metaverse narrative infrastructure because it demonstrates how storytelling emerges through algorithmic production, distributed communication, adaptive interaction and human-machine collaboration.”

Classified as probably not a substantial claim.

By combining close reading, structured coding, comparative contemporary examples and metaverse mapping, the study creates an operational bridge between literary analysis and the infrastructural questions central to metaverse research.

“By combining close reading, structured coding, comparative contemporary examples and metaverse mapping, the study creates an operational bridge between literary analysis and the infrastructural questions central to metaverse research.”

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

Computational creativity should not be understood as a replacement for human imagination but as a distinct mode of creative production.

“This suggests that computational creativity should not be understood as a replacement for human imagination but as a distinct mode of creative production.”

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

These texts reveal an emerging transformation in the nature of narrative production itself.

“Rather, they reveal an emerging transformation in the nature of narrative production itself.”

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

These procedures make the analytic pathway explicit and inspectable, allowing readers to evaluate how textual evidence was selected, coded, interpreted and connected to the broader argument concerning metaverse narrative infrastructure.

“Rather, they make the analytic pathway explicit and inspectable, allowing readers to evaluate how textual evidence was selected, coded, interpreted and connected to the broader argument concerning metaverse narrative infrastructure.”

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

Fragmentation, semantic instability, distributed characterization, recombinatory creativity and adaptive narrative tendencies collectively indicate that these texts represent more than experimental literary artifacts.

“Fragmentation, semantic instability, distributed characterization, recombinatory creativity and adaptive narrative tendencies collectively indicate that these texts represent more than experimental literary artifacts.”

May combine two claims.

Language may exceed conventional semantic boundaries and produce novel combinations unavailable within ordinary discourse.

“Consequently, language may exceed conventional semantic boundaries and produce novel combinations unavailable within ordinary discourse.”

• AssumptionRests on an assumption: AI systems generate text through statistical associations among linguistic units rather than through direct reference to external reality.

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

Meaning in such statements emerges through potential action rather than completed representation.

“Meaning emerges through potential action rather than completed representation.”

May combine two claims.

AI-generated literature should not be understood merely as machine-produced fiction; rather, it represents an early stage in the development of adaptive narrative infrastructures capable of supporting future communicative ecosystems.

“AI-generated literature should not be understood merely as machine-produced fiction.Rather, it represents an early stage in the development of adaptive narrative infrastructures capable of supporting future communicative ecosystems.”

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

The narrative effect in such passages emerges through recombination rather than imitation.

“The narrative effect emerges through recombination rather than imitation.”

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

This transformation has implications not only for literary studies but also for understanding how communication, meaning-making and cultural participation may operate within future metaverse ecosystems.

“This transformation has implications not only for literary studies but also for understanding how communication, meaning-making and cultural participation may operate within future metaverse ecosystems.”

Classified as probably not a substantial claim.

Traditional narrative structures generally depend upon causal progression, temporal continuity and coherent relationships between events.

“Traditional narrative structures generally depend upon causal progression, temporal continuity and coherent relationships between events.”

• cites AristotleNot matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

• cites FreytagNot matched

  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), S4 (based).

Meaning becomes distributed across multiple textual possibilities instead of converging toward a singular interpretive destination.

“Meaning becomes distributed across multiple textual possibilities instead of converging toward a singular interpretive destination.”

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

This reconceptualization extends existing debates in literary theory, posthumanism and digital humanities by providing a framework capable of explaining the distinctive characteristics of machine-generated narrative production.

“This reconceptualization extends existing debates in literary theory, posthumanism and digital humanities by providing a framework capable of explaining the distinctive characteristics of machinegenerated narrative production.”

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

Within narrative contexts, tendencies to produce plausible yet inaccurate information may contribute to confusion, misinformation or unreliable representations.

“Within narrative contexts, such tendencies may contribute to confusion, misinformation or unreliable representations.”

• AssumptionRests on an assumption: The probabilistic generation mechanisms underlying AI systems can produce plausible yet inaccurate information.

Classified as probably not a substantial claim.

The investigation focuses on textual and communicative dimensions of algorithmic storytelling rather than direct observation of user behaviour within operational metaverse environments.

“Third, the investigation focuses on textual and communicative dimensions of algorithmic storytelling rather than direct observation of user behaviour within operational metaverse environments.”

May combine two claims.

The findings reveal significant opportunities and also expose important risks and limitations associated with AI-driven narrative infrastructures.

“While the findings reveal significant opportunities, they also expose important risks and limitations associated with AI-driven narrative infrastructures.”

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

These developments represent interconnected extensions of the infrastructural transformation identified throughout this study.

“Rather, they represent interconnected extensions of the infrastructural transformation identified throughout this study.”

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

The findings resonate strongly with network theories of culture and communication.

“The findings resonate strongly with network theories of culture and communication.”

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

The significance of this shift lies in the transformation of literature from a representational medium into a communicative infrastructure through which narrative experiences can be continuously generated, adapted and exchanged.

“The significance of this shift lies in the transformation of literature from a representational medium into a communicative infrastructure through which narrative experiences can be continuously generated, adapted and exchanged.”

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

AI-generated narratives do not merely introduce new methods of writing; they alter the ontological conditions through which texts are produced, circulated, interpreted and experienced.

“AI-generated narratives do not merely introduce new methods of writing; they alter the ontological conditions through which texts are produced, circulated, interpreted and experienced.”

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

AI-generated novels reveal how storytelling can evolve from a static cultural product into a dynamic system of communication capable of supporting adaptive and participatory environments.

“They reveal how storytelling can evolve from a static cultural product into a dynamic system of communication capable of supporting adaptive and participatory environments.”

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

A second major contribution emerges through the study's reconceptualization of authorship.

“A second major contribution emerges through the study's reconceptualization of authorship.”

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

Semantic instability reflects statistical language modeling.

“Semantic instability reflects statistical language modeling.”

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

Within this framework, narrative becomes a process rather than a product, a system rather than an object and a communicative infrastructure rather than a static representation.

“Within this framework, narrative becomes a process rather than a product, a system rather than an object and a communicative infrastructure rather than a static representation.”

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

Whereas conventional literary communication generally follows a linear sequence of production and reception, AI-driven narrative systems operate through recursive cycles of generation, feedback and adaptation.

“Whereas conventional literary communication generally follows a linear sequence of production and reception, AIdriven narrative systems operate through recursive cycles of generation, feedback and adaptation.”

• AssumptionRests on an assumption: Conventional literary communication generally follows a linear sequence of production and reception.

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

Early AI novels represent experimental manifestations of narrative generation, whereas contemporary large language models function as increasingly sophisticated narrative engines capable of supporting interactive communication.

“Early AI novels represent experimental manifestations of narrative generation, whereas contemporary large language models function as increasingly sophisticated narrative engines capable of supporting interactive communication.”

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

Castells' concept of the network society emphasizes that information flows through interconnected digital architectures in which communication is decentralized, multidirectional and continuously evolving.

“Castells' concept of the network society emphasizes that information flows through interconnected digital architectures in which communication is decentralized, multidirectional and continuously evolving.”

• cites CastellsNot matched

  Couldn’t be matched to a paper in Crossref, so it can’t be checked.

May combine two claims.

Such characteristics challenge traditional assumptions concerning textual coherence, authorial intentionality and narrative closure while simultaneously revealing new possibilities for dynamic meaning production.

“Such characteristics challenge traditional assumptions concerning textual coherence, authorial intentionality and narrative closure while simultaneously revealing new possibilities for dynamic meaning production.”

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

Such instability may foster creativity but may also complicate collective meaning-making processes within large-scale digital environments.

“While such instability may foster creativity, it may also complicate collective meaning-making processes within largescale digital environments.”

Classified as probably not a substantial claim.

The findings do not suggest that contemporary AI-generated novels constitute metaverse environments in themselves.

“The findings do not suggest that contemporary AI-generated novels constitute metaverse environments in themselves.”

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

Within metaverse ecosystems, distributed storytelling mechanisms may become increasingly significant.

“Within metaverse ecosystems, such distributed storytelling mechanisms may become increasingly significant.”

• AssumptionRests on an assumption: Large-scale virtual environments require narrative systems capable of supporting continuous interaction among diverse participants.

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

The findings extend the concept of algorithmic textuality by demonstrating its practical implications for narrative production.

“The findings extend the concept of algorithmic textuality by demonstrating its practical implications for narrative production.”

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

The study's primary theoretical contribution lies in the formulation of algorithmic textuality.

“The study's primary theoretical contribution lies in the formulation of algorithmic textuality.”

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

Although supplemented by examples from contemporary generative AI platforms, the study does not attempt to provide a comprehensive evaluation of all existing narrative-generation systems.

“Although supplemented by examples from contemporary generative AI platforms, the study does not attempt to provide a comprehensive evaluation of all existing narrativegeneration systems.”