‘What have you done to our world?’: The rise of a global generational voice
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
Based on a comparative analysis of seven youth movements, this article shows the rise of a rhetoric of intergenerational injustice over the past decade, increasingly associated with a direct accusation of older generations and with a generational and global ‘we’. Theoritically, we propose to approach the ‘generational voice’ – rather than the generational ‘presence’ – to shed light on the generational grievances, emotions and identities carried within movements. We draw on the textual analysis of protest slogans (n = 1914) collected directly from: the Indignados (2011), the student movements in Chile and Quebec (2011–2012), the Paris ‘Nuit Debout’ movement (2016), the Hong Kong pro-democracy movements (2014 and 2019), and the Montreal pro-climate march (2019). Using mixed methods, the article shows the existence of four major rhetorics of generational injustice – be it economic, social, political or environmental – associated with an increasingly radical critique of a legacy, deemed too heavy for ‘future generations’.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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