The third shift: Addressing emotion work in couple therapy
Bibliographic record
Abstract
Research on the gendered division of household work in western political economies often neglects its emotional dimensions. This conceptual paper draws on concepts of emotion work and feminist care ethics to explore gendered and intersecting divisions of emotions and emotional work in couple relationships and their implications for couple therapy. Although emotion work has been studied in workplace settings, less attention has been paid to inequalities in the privatized realm of interpersonal relationships, including romantic and filial ones. Women and feminine partners' culturally presumed expertise in emotions typically positions them as carrying primary responsibility for managing emotions in intimate relationships. Couple therapy is an important site of interaction that can both support and, potentially, disrupt the invisibility and gendering of emotion work in intimate relationships, thus shedding light on recurring patterns of women's subordination and exploitation. We conclude by advancing suggestions for addressing gendered and intersectional dimensions of emotion work in therapy practice.
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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 | 0.010 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.008 | 0.032 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 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".