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
Purpose The purpose of the paper is to question the false dilemma of bread (the social and economic rights) or freedom (the civil and political rights), which amounts to a simplified ambivalent vision either for or against “China in Africa”, in the debate over African workers’ rights in Chinese enterprises. The paper, first underscores the importance of the constraining and enabling institutional conditions by deconstructing this normative approach, and then proposes an alternative institutional approach to address issues pertaining to employment relations. Design/methodology/approach In the tradition of deconstructive techniques, the paper draws three lines of institutional resistance to move the “China in Africa” controversy in employment relations beyond its normative approach. These lines of demarcation are an African ethnology as opposed to a Western modernist reference, a postcolonial analysis of power in lieu of liberal hegemony and informality as a legitimate source of legality. Findings The paper suggests the Chinese corporate strategy as implemented by managers notably through human resource management practices, the African institutional contexts where the protagonists’ power resources are deployed and the paramount importance of informality in discussing the impacts of Chinese investments on workers’ rights in sub-Saharan Africa. Originality/value The paper shows that the disconnect between “good investment” that should improve social and economic rights and “bad employment” that downplays civil and political rights is not a “foreign” (Western or Chinese) issue per se, but a challenge for innovative employment relations that support investment and mind the workplace institutional context.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.012 | 0.005 |
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