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 concept of the Pluriverse refers to a world where many worlds fit. But what is pluriversal design? While it has been used as a synonym for initiatives around diversity, equity, and inclusion, this track argues that pluriversal frameworks represent a distinct paradigm — in contrast with the universal design paradigm. These two paradigms, while important in their own right, deal with diversity and plurality in fundamentally different ways. The term ‘universal’ is grounded in the belief that we all live in one single world, with one right (or “developed”) way to live, with a dominant narrative in which the main characters have been affluent white men from the Global North. The universal paradigm is about convergence, normalization – and sometimes assimilation, othering, exotification, or tokenism. Within this paradigm, designers strive to cater to multiple cultures and diverse users, reduce deficits, increase access, and include marginalized perspectives – e.g., making people of color play significant roles in the dominant world narrative without transforming the underlying plot. The term ‘pluriversal’ recognizes there are many possible ways of being and world-making — multiple worlds and alternative narratives exist, and people from diverse cultures and geographies are struggling to enable alternative plots to flourish. Therefore, a pluriversal design paradigm is grounded in divergence. Pluriversal designers focus on, for instance, societal transformation, self-determination of local communities, alternative ways of world-building, and the interdependence of all beings. This track welcomes papers that explore this conversation/argument or how pluriversal frameworks can be manifested/nourished/encouraged in design practice.
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 | 0.000 | 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 | 0.000 | 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