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 nurturing that produces love, care, and solidarity constitutes a discrete social system of affective relations. Affective relations are not social derivatives, subordinate to economic, political, or cultural relations in matters of social justice. Rather, they are productive, materialist human relations that constitute people mentally, emotionally, physically, and socially. As love laboring is highly gendered, and is a form of work that is both inalienable and noncommodifiable, affective relations are therefore sites of political import for social justice. We argue that it is impossible to have gender justice without relational justice in loving and caring. Moreover, if love is to thrive as a valued social practice, public policies need to be directed by norms of love, care, and solidarity rather than norms of capital accumulation. To promote equality in the affective domains of loving and caring, we argue for a four‐dimensional rather than a three‐dimensional model of social justice as proposed by Nancy Fraser (2008). Such a model would align relational justice, especially in love laboring, with the equalization of resources, respect, and representation.
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) | 0.001 | 0.002 |
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