The Decent Work for Domestic Workers Convention and Recommendation, 2011
Bibliographic record
Abstract
The international landscape on the regulation of domestic work is changing dramatically. At the hundredth session of the International Labour Conference (ILC) in June 2011, the International Labour Organization (ILO) adopted the historic Decent Work for Domestic Workers Convention, 2011 (No. 189) and accompanying Recommendation No. 201. These new international labor standards come sixty-three years after the ILO adopted its first resolution on the conditions of employment of domestic workers and forty-six years after its second such resolution, which recalled the "urgent need" for standards "compatible with the self-respect and human dignity which are essential to social justice" for domestic workers. The robust, comprehensive international norms were adopted after two decades in which the ILO's standard setting has been deeply criticized and its tripartite structure repeatedly challenged to become more representative. Since additional critique of the ILO standards system emerged at the ILC's 101st session in 2012, it would be an overstatement to suggest that the new instruments reflect an unequivocally positive trend in standard setting. Even so, they offer a critical realist basis for considering that ILO standard setting remains salient and that international social dialogue remains possible.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.015 | 0.029 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.014 | 0.005 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.025 | 0.023 |
| Insufficient payload (model declined to judge) | 0.013 | 0.015 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".