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
Th is article engages Karl Marx’s account of labor’s historical subsumption to capital through an analysis of informalization in Thailand’s garment sector. In a historicist reading of Marx, the transition from formal to real subsumption, as in the shift from home-based putting-out work to factory-based wage labor, is unidirectional. The late twentieth-century proliferation of forms of labor that are but “formally subsumed” to capital challenges this linear narrative. Informalization in Thailand’s garment sector has entailed a shift from the real subsumption of factory-based wage labor to forms of home-based putting-out work subsumed “merely formally” to capital. Consequently, a nonhistoricist reading of Marx’s subsumption analytic remains relevant for understanding tensions within contemporary forms of putting-out work. Attention, as well, to the role of class struggle in mediating capitalist development reveals consistent logics in putting-out’s historical decline and its contemporary resurgence.
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 | 0.001 |
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