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 I read Caroline Shenaz Hossein's singular study of African and African-descended women in Canada and the Caribbean -combatting racism, generating financial resilience and constructing knowledge, reclaiming ancestral ways of knowing, and deploying these mutual aid, community-building practices to subvert social and economic exclusion -Audre Lorde's timeless theorizing on the power of the erotic comes foremost to mind.Lorde's epistemic construct of the erotic identified the life affirming character of women's activities when animated by a recognition and acceptance of the creative force within women which encompasses all dimensions of our existence: "When I speak of the erotic, then I speak of it as an assertion of the lifeforce of women; of that creative energy empowered, the knowledge and use of which we are now reclaiming in our language, our history, our dancing, our loving, our work, our lives" (1978, 55).Hossein's path-breaking, painstaking, rigorous research constitutes a labour of love.It emanates from a profound respect for these exceptional women, these Banker Ladies who defied and rejected misconceived societal expectations and their attendant dismissals.Most of all, Hossein's sweeping interrogation of the literature on informal financial institutions, the distinctions between social and solidarity economy, the exposure of racist practices against Black women, the lacuna on Black feminist political economy, the stultified theorizing of economic development and its limitations in grasping the economic behaviour of Black women engineering
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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