{"id":"706898bd-71a2-4c6a-ab92-5ff21dcbf1a8","arxiv_id":"2505.21016","paper_version":1,"verdict":"CONDITIONAL","confidence":"MODERATE","novelty_score":4.0,"correctness_risk":"medium","formal_verification":"none","parameter_count":2,"one_line_summary":"A qualitative study of Reddit comments shows users shift among advocate, adversary, and adaptive roles when debating race in Lovecraft Country and Watchmen.","lead":"This paper analyzes Reddit discussions of two TV shows about racial history and finds that users adopt fluid roles, advocates, adversaries, and adaptives. It argues that pseudonymous platforms enable both resistance to and learning about racial narratives.","discovery_kind":"new_application","skeptic_critique":{"model":"deepseek-v4-flash","headline":"The claim that users moved from adversary to adaptive roles is unsupported because no user-level longitudinal data are presented, and the paper's own limitations concede this gap.","rationale":"The concern is the same as the reader's weakest assumption, and it is genuine. The paper's typology and qualitative excerpts are useful, and the descriptions of advocates and adversaries are grounded in quoted comments. However, the distinctive contribution is the adaptive role and the claim of perspective shift and racial learning. That claim depends on within-account temporal trajectories, which the study explicitly did not collect. The absence of author IDs and timestamps means an apparent 'shift' could be two different users, performative agreement, or a one-off concession. This is not a matter of disagreeing with the field's consensus; it is an internal gap between the evidence presented and the conclusion drawn. A conditional verdict remains appropriate: the typology can stand as an interpretive framework, but the learning claim requires account-level validation before it can be accepted. I do not see a reason to move beyond the reader's conditional verdict, and I do not see grounds to reject the paper outright because the qualitative excerpts do illustrate role-related discourse, even if they cannot bear the full longitudinal interpretation.","tokens_in":14290,"tokens_out":3126,"duration_ms":35229,"concrete_test":"Re-run the analysis on the raw Reddit data with author IDs and timestamps. Specifically, for each account coded as adaptive, check whether that account has at least one earlier comment coded as adversary; report the number of unique accounts with such transitions and the time gaps between the adversary and adaptive comments. If the count is zero, or if the raw data are unavailable for this check, the conclusion should be weakened to 'threads contained both adversary and adaptive statements,' not 'users moved from adversary to adaptive.' A public replication using Pushshift data for r/LovecraftCountry and r/Watchmen over December 2019 to December 2022 would settle this.","verdict_should_be":"UNCHANGED","load_bearing_attack":"The central conclusion—'some users moved from adversary to adaptive roles, suggesting that even adversarial online spaces can support racial learning'—requires observing the same pseudonymous account expressing an adversary position at an earlier time and an adaptive position later. The paper presents no account-level or temporal data. The Methods describe filtering 1,764 threads and analyzing them in NVivo, and the Limitations state: 'we did not track longitudinal participation patterns or employ digital ethnography to explore identity persistence across threads or subreddits.' The adaptive quotations are snapshots of statements like 'I wasn't aware...' and 'I now understand...'; these show expressed uptake but cannot establish that the speaker was previously an adversary. Without user identifiers and timestamps, the 'shift' is an attribution imposed by the analyst, not an observed transition. Because the paper's educational-value claim rests on genuine change, this is the load-bearing weak point. The same gap also undermines any causal reading that advocates' resource-sharing produced the shift, since temporal ordering within users is not established.","agreement_with_reader":"agree"},"referee_report":{"model":"deepseek-v4-flash","summary":"The paper analyzes Reddit discussions of two HBO series, Lovecraft Country and Watchmen, using BERTopic topic modeling followed by critical discourse analysis in NVivo. It proposes a typology of three fluid social roles among commenters—advocates, adversaries, and adaptives—and argues that Reddit's pseudonymity enables role fluidity, opinion leadership, and critical racial learning. The central empirical claims are that advocates share historical resources and standpoint experiences, adversaries minimize or reject the shows' racial narratives, and adaptive users shift from skepticism to acknowledgment, sometimes moving from adversary to adaptive stances and thereby demonstrating the educational potential of adversarial online spaces.","tokens_in":14479,"tokens_out":2724,"duration_ms":32723,"significance":"If the typology and role-fluidity claims are supported, the paper would make a useful contribution to narrative persuasion and multistep flow theory in pseudonymous digital publics, and it would offer a concrete example of popular culture serving as a site of racial reckoning. The use of BERTopic with an explicit parameter search is a positive feature, as is the paper's transparent acknowledgment of its limitations regarding longitudinal tracking. However, the evidentiary basis for the central 'movement over time' claim is currently thin, and the qualitative coding is not described with enough rigor to assess its reliability. The contribution is therefore promising but not yet established.","major_comments":[{"comment":"The Abstract reports '3,879 Reddit comments' while the Methods section states that the final dataset included '1,764 threads.' These are different units, and no comment-level count is provided for the filtered corpus. The paper must clarify whether the 3,879 refers to comments within the 1,764 threads, and if so, how that count was derived, or correct the abstract to refer to threads.","section":"Abstract / Methods (Data Collection)"},{"comment":"The Conclusion's claim that 'some users moved from adversary to adaptive roles, suggesting that even adversarial online spaces can support racial learning' is not supported by the evidence presented. The Limitations explicitly state that the authors 'did not track longitudinal participation patterns or employ digital ethnography to explore identity persistence across threads or subreddits.' The illustrative quotes cited as adaptive ('I wasn't aware...', 'I now understand...') are snapshots without timestamps or linked prior adversary stances. To make this claim, the paper needs account-level trajectory data; otherwise, the claim should be softened to 'users expressed changed stances within a single thread' and the educational-value conclusion should be tempered accordingly.","section":"Conclusion and Limitations"},{"comment":"The coding procedure is underspecified. The Methods mention that the filtered dataset was analyzed in NVivo, but they do not provide a coding scheme, operational definitions of 'advocate,' 'adversary,' and 'adaptive,' a sampling strategy for selecting comments for close analysis, or inter-coder reliability. Without these, the Findings read as selected illustrative quotations, and the role labels are at risk of circularity: a comment is classified as 'adaptive' because it contains a concession, and that same concession is then used as evidence of persuasion. Specify the coding protocol, report reliability, and ideally provide a quantitative breakdown of role frequencies and observed transitions.","section":"Methods (Critical Discourse Analysis)"},{"comment":"The definition of 'adversary' in the first Findings subsection is internally inconsistent: it says adversaries 'engage in debates to oppose or challenge the shows' depictions or media messages as well as Redditors that showed support for the shows.' The second clause appears to describe advocates or a different category. This conflation undermines the typology's clarity and should be corrected with precise definitions for each role and a statement of how overlapping or ambiguous cases were handled.","section":"Findings, 'Adversaries' definition"}],"minor_comments":[{"comment":"The text says 'The topic name, keywords, and a short description are presented below' twice, and the referenced 'Figure 1' appears to be a table rather than a figure. Please fix the duplicate sentence and label the exhibit consistently.","section":"Methods (Topic Modeling)"},{"comment":"The threshold for considering a thread as 'prominently featuring' a race-related topic is not stated, nor is the number of threads per topic. Report this threshold and the per-topic thread counts to make the filtering step reproducible.","section":"Methods (Topic Modeling)"},{"comment":"Minor typographical and reference errors: 'Trumball Park' should be 'Trumbull Park'; 'White supremist' should be 'White supremacist'; 'Bernardo' in the body text should be 'Bernabo' to match the reference list; 'Tornberg' should be 'Törnberg' (with umlaut).","section":"Related Work"},{"comment":"The term 'informants' is used for Reddit users; 'participants' or 'commenters' would be more consistent with the study's observational design.","section":"Findings"},{"comment":"Several references have incomplete or broken URLs (e.g., Jones, 2025; Woodward, 2024) and the Wise (2021) reference lacks an access date. Please verify and format all URLs consistently.","section":"References"}],"recommendation":"major_revision","confidential_remarks":"The reader's conditional verdict is appropriate. The paper's central claim about longitudinal role shifts is load-bearing and currently unsupported, but it is fixable by reframing the claim and strengthening the qualitative methodology section. The paper would benefit from a clearer separation between observed within-thread stance changes and inferred durable attitude change. I also note the unit discrepancy between the abstract and methods; this should be caught before any potential acceptance."},"author_rebuttal":null,"desk_editor":{"model":"deepseek-v4-flash","letter":"Here's the quick version: this is a plausible qualitative study of how Reddit users talked about race in Watchmen and Lovecraft Country, and the advocate/adversary/adaptive typology could be a useful shorthand for future work. But the central claim that users 'shifted from adversary to adaptive roles' is not supported by the data shown. The paper offers snapshots of adaptive-sounding comments, but never demonstrates the same user holding an adversary position at an earlier point. The authors' own limitation note—'we did not track longitudinal participation patterns'—takes the load-bearing wall out of the educational-value argument.\n\nWhat's new: the named three-role typology, and the application of narrative persuasion and multistep flow theory to pseudonymous, participatory platforms. The BERTopic-plus-CDA combination follows Törnberg & Törnberg (2016), but applying it to race-centered TV fandom with a focus on role fluidity is not something I've seen packaged this way. The quoted exchanges do convey how advocacy operates on Reddit—resource-sharing, standpoint storytelling, and the 'check their post history' move to expose bad faith.\n\nWhere it wobbles: (1) The abstract says 3,879 comments, the methods say 1,764 threads—those could be compatible, but the paper never reports the comment count in the methods, so it reads as an inconsistency. (2) The coding process is not auditable: no codebook, no inter-coder reliability, no sampling plan for the quotes. For a qualitative paper that is fixable, but it limits trust in the role assignments. (3) The 'shift over time' claim is the biggest gap. Quotes like 'I wasn't aware...' and 'I now understand...' show expressed uptake, but without account IDs and timestamps, the 'shift' is the analyst's attribution. The Limitations section honestly admits this gap, which makes the overclaim in the Conclusion more frustrating than fatal. Minor copyedits: Related Work says 'two fluid roles' while the abstract and findings say three; a couple of citation year/name inconsistencies (Walters et al., Bernardo/Bernabo) need fixing.\n\nVerdict: this deserves a serious referee. The typology and the qualitative material have real value, and the methodological combination is worth discussing. I would not accept it as-is, but I'd send it out with a clear request to reconcile the data numbers, open the coding process, and either provide account-level longitudinal evidence or soften the conclusion to 'expressed perspective shifts' rather than 'users moved from adversary to adaptive.'","headline":"A useful three-role typology for online race discourse, but the claim that users shift from adversarial to adaptive over time is not supported by the cross-sectional evidence.","tokens_in":14990,"tokens_out":4157,"would_cite":false,"duration_ms":43338,"reading_group":"yes","serious_thinker":"yes","would_accept_peer_review":true},"rs_alignment":null,"lean_confirmation":null,"pith_extraction":{"msc":[],"pacs":[],"model":"deepseek-v4-flash","headline":"This paper argues that pseudonymous Reddit discussions of Lovecraft Country and Watchmen host fluid advocate, adversary, and adaptive roles, and that some users move from denying racism to acknowledging it through resource-sharing and…","keywords":["Race","Reddit","Popular culture","Narrative persuasion","Pseudonymity","Critical discourse analysis","Topic modeling","Racial learning"],"falsifier":"Track the same pseudonymous Reddit accounts across later threads and months to see whether users who moved from adversary to adaptive keep expressing adaptive or advocate positions and reject colorblind frames; if their later posts revert to adversarial minimization, the claim that adversarial spaces support racial learning is undercut.","tokens_in":14054,"feed_emoji":"🗨️","tokens_out":9480,"duration_ms":89688,"temperature":0.7,"pith_summary":"This paper tries to establish that pseudonymous Reddit discussions of two race-centered television series, Lovecraft Country and Watchmen, are sites where audiences negotiate racial meaning and sometimes change their stance. Analyzing 3,879 Reddit comments, it identifies three fluid social roles—advocate, adversary, and adaptive—and shows that users move among them as threads unfold. The central claim is that some users who begin by minimizing or rejecting the shows' depictions of racism shift toward acknowledging historical and ongoing racial violence after advocates share historical resources and personal standpoint stories. The stakes are educational: if true, even adversarial corners of the internet can support critical racial learning, and the design of pseudonymous platforms matters for how historical memory is contested.","feed_headline":"Reddit threads on TV shows about race can turn skeptics into learners","feed_subtitle":"In Reddit threads on two TV shows, some skeptics changed their minds after advocates shared history and personal stories.","key_machinery":"The central mechanism is the advocate–adversary–adaptive role typology, a discursive heuristic for how participants position themselves in racial debates. It is carried by two supporting concepts: narrative persuasion, the idea that becoming absorbed in a story lowers resistance to its message, and multistep flow theory, the idea that influence travels through emergent opinion leaders who reinterpret and redistribute messages. On Reddit, the concrete operation that moves a user from adversary to adaptive is the exchange of standpoint stories and historical links, while pseudonymous persistence lets advocates inspect posting histories and lets opinion leaders build reputational authority.","core_discovery":"The paper's central discovery is a typology of three fluid social roles that Reddit users take up when discussing racial narratives: advocates, who counter minimization of racism with historical documents and lived experience; adversaries, who dismiss the depictions as exaggerated, complain about reverse racism, or hide discomfort behind canonical-fidelity arguments; and adaptives, who revise their initial skepticism after engaging with advocates' resources. These roles are interactive and not mutually exclusive; users can shift between them within a thread, across threads, or even when comparing the two shows. The study reads Reddit's pseudonymity as a double-edged affordance: it enables masked or covert racism, but it also creates conditions for emergent opinion leaders and for users to move from adversary to adaptive positions. The conclusion is that even adversarial online spaces can support racial reflection and learning.","pith_inferences":["The paper's conclusion about learning would be stronger with longitudinal data; without it, an adversary-to-adaptive move in one thread could be conversational politeness or social-desirability alignment rather than durable belief change.","The advocate–adversary–adaptive typology may generalize beyond race to other stigmatized identities in fandom spaces, such as gender or immigration narratives, but that extension is not tested here.","Platform design could be manipulated experimentally—for example, by making historical resource links more visible or changing reply ordering—to test whether adaptive shifts increase, which would separate platform effects from narrative effects."],"forward_implications":["Racial discourse on pseudonymous platforms should be treated as role performance rather than fixed ideology, so analyses need to track shifts within and across threads.","Popular culture can function as informal public pedagogy: shows that dramatize suppressed histories can resurface those histories in discussion.","Opinion leaders on Reddit emerge through recognizable pseudonyms and resource-sharing rather than formal credentials, so influence flows horizontally.","Canonical-fidelity complaints in fan communities may encode ideological resistance to centering Black narratives, complicating the assumption that such complaints are purely about the source text.","Even adversarial or toxic online spaces may contain pockets of persuasion, suggesting that platform design and moderation can foster racial learning rather than only polarization."],"supporting_citations":[{"why":"Supplies the narrative transportation concept that underpins the paper's assumption that absorbed audiences become less resistant to a story's racial message.","marker":"Green & Brock, 2000"},{"why":"Provides the moral disengagement mechanisms (minimizing, blaming victims) used to categorize adversary discourse.","marker":"Bandura, 1999"},{"why":"Supplies the colorblind-racism framework used to interpret claims that race is exaggerated or that oppression is deserved.","marker":"Bonilla-Silva, 2021"},{"why":"Grounds the claim that Reddit's pseudonymity supports masked racism and also counterpublic resource-sharing.","marker":"Eschmann, 2023"},{"why":"Supplies the multistep flow account of how influence moves through emergent opinion leaders in networked publics.","marker":"Ognyanova, 2017"},{"why":"Provides the methodological template for pairing topic modeling with critical discourse analysis on a large online corpus.","marker":"Tornberg and Tornberg (2016)"},{"why":"Supplies the BERTopic model used to filter the corpus to race-related threads.","marker":"Grootendorst, 2022"},{"why":"Supports the claim that Reddit's pseudonymous usernames create persistent identities that shape role-taking and accountability.","marker":"Ammari, Schoenebeck, & Romero, 2018"},{"why":"Supplies the reactance and resistance account used to explain why didactic or exaggerated portrayals trigger counter-arguing.","marker":"Moyer-Gusé & Nabi, 2010"},{"why":"Supplies the textual-conservationist idea used to identify canonical-fidelity complaints as covert resistance.","marker":"Proctor, 2019"}],"fun_headline_variants":["Reddit race talk flips skeptics into learners on TV threads","How Reddit commenters shift from racial pushback to understanding","TV shows spark Reddit role reversals on race, study finds","Reddit users morph from adversaries to adaptives on race","Reddit debates on show race plots turn skeptics into allies"],"cache_read_input_tokens":3200,"weakest_assumption_plain":"The study's educational claim depends on treating visible stance changes inside comment threads as real learning, even though it did not follow the same users over time, so a shift might be temporary agreement or performance rather than a durable change in belief.","fun_headline_variants_meta":{"raw":{"variants":["Reddit race talk flips skeptics into learners on TV threads","How Reddit commenters shift from racial pushback to understanding","TV shows spark Reddit role reversals on race, study finds","Reddit users morph from adversaries to adaptives on race","Reddit debates on show race plots turn skeptics into allies"]},"model":"deepseek-v4-flash","effort":"low","cost_usd":0.000223,"raw_usage":{"total_tokens":1409,"prompt_tokens":851,"completion_tokens":558,"prompt_tokens_details":{"cached_tokens":384},"prompt_cache_hit_tokens":384,"prompt_cache_miss_tokens":467,"completion_tokens_details":{"reasoning_tokens":471}},"tokens_in":467,"tokens_out":558,"duration_ms":6966,"temperature":1.0,"reasoning_tokens":471,"cache_read_input_tokens":384,"cache_creation_input_tokens":0},"cache_creation_input_tokens":0},"created_at":"2026-08-07T13:41:48.856219+00:00","model_set":{"reader":"deepseek-v4-flash"},"falsifier":"Track the same pseudonymous Reddit accounts across later threads and months to see whether users who moved from adversary to adaptive keep expressing adaptive or advocate positions and reject colorblind frames; if their later posts revert to adversarial minimization, the claim that adversarial spaces support racial learning is undercut.","supporting_citations":[],"review_version":1}