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
As capitalist societies in the twenty-first century move from crisis to crisis, oppositional movements in the global North have been somewhat stymied (despite ephemeral manifestations like Occupy), confronted with the pressing need to develop organizational infrastructures that might prepare the ground for a real, and durable, alternative. More and more, the need to develop shared infrastructural resources — what Shantz terms “infrastructures of resistance” — becomes apparent. Ecological disaster (through crises of capital), economic crisis, political austerity, and mass produced fear and phobia all require organizational preparation — the common building of real world alternatives. There is, as necessary as ever, a need to think through what we, as non-elites, exploited, and oppressed, want and how we might get it. There is an urgency to pursue constructive approaches to meet common needs. For many, the constructive vision and practice for meeting social needs (individual and collective) is expressed as commonism — an aspiration of mutual aid, sharing, and common good or common wealth collectively determined and arrived at. The term commonsim is a useful way to discuss the goals and aspirations of oppositional movements, the movement of movements, because it returns to social struggle the emphasis on commonality — a common wealth — that has been lost in the histories of previous movements that subsumed the commons within mechanisms of state control, regulation, and accounting — namely communism.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.004 |
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