Weaponized iconoclasm in Internet memes featuring the expression ‘Fake News’
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The expression ‘Fake News’ inside Internet memes engenders significant online virulence, possibly heralding an iconoclastic emergence of weaponized propaganda for assaulting agencies reared on public trust. Internet memes are multimodal artifacts featuring ideological singularities designed for ‘flash’ consumption, often composed by numerous voices echoing popular, online culture. This study proposes that ‘Fake News’ Internet memes are weaponized iconoclastic multimodal propaganda (WIMP) discourse and attempts to delineate them as such by asking: What power relations and ideologies do Internet memes featuring the expression ‘fake news’ harbor? How might those manifestations qualify as WIMP discourse? A multimodal critical discourse analysis of a small pool of ‘fake news’ Internet memes drawn from four popular social media websites revealed what agencies were often targeted and from what political canons they likely emerged. Findings indicate that many Internet memes featuring ‘fake news’ are specifically directed, revealing an underlying hazard that WIMP discourse could diminish democratic processes while influencing online trajectories of public discourse.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it