Voices from the Working Lives Project: The Push-pull of Work and Care
Bibliographic record
Abstract
A recent policy direction in many OECD countries has been to increase workforce participation for women of childbearing age; a policy direction which seemingly runs counter to a need for improved work-life balance for women themselves. This article explores the impact of this somewhat contradictory ‘push-pull’ of policy by examining some difficulties of workforce participation, transition and re-entry articulated by female case study participants from an Australian Research Council funded study, which examined the career decision-making of contemporary Australian workers. Against a backdrop of the larger study, this article features detail from interviews with skilled women workers on their return from maternity leave, particularly addressing their difficult transitions between work and care and their varying responses to workplace marginalisation. In light of policy initiatives aimed to boost workforce participation, this article aims to contribute to raising the profile of issues surrounding the cost of parenting to contemporary women.
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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 | 0.017 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.009 |
| Scholarly communication | 0.014 | 0.008 |
| Open science | 0.002 | 0.018 |
| Research integrity | 0.007 | 0.013 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".