Producing Neoliberal Parenting Subjectivities: ANT-Inspired Readings from an Informal Early Learning Program
Bibliographic record
Abstract
This paper employs the Foucauldian notion of governmentality and actor-network theory’s notion of translation to propose that and show how a neoliberal imaginary permeates the everyday lives of Ontario families with young children. The paper traces the unfolding of school readiness as a dispersed policy network in Canada since the 1990s. Drawing on observational data collected in one Ontario-based, parent-child program, it then presents and discusses a series of vignettes that show how ostensibly supportive actions between practitioners and parents can also enrol parents in actor-networks oriented toward the realisation of neoliberal goals. The analysis corroborates Iannacci’s observation that neoliberal assemblages produce both possibilities and limitations for children, their parents and the educators who work with them.
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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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.022 | 0.051 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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".