Myth or Reality? Exploring Intergenerational Social Assistance Participation in Ontario, Canada
Bibliographic record
Abstract
Is there an intergenerational causal link in social assistance (SA) participation? There is a dearth of research addressing this question, yet the discourse of ‘welfare dependency’ is hegemonic. The limited research that does attempt to tease out a causal link in intergenerational SA participation remains equivocal. Qualitative research is largely absent in welfare scholarship; research that might provide a more nuanced understanding of the dynamics underlying SA receipt. We employ an inductive qualitative analysis, using procedures from grounded theory, to understand SA participants’ experiences and perspectives on intergenerational SA usage. We find that the two causal mechanisms underlying intergenerational SA usage, the learning effect and conformity effect, require further investigation. The theoretical foundations fundamental in explaining a causal intergenerational link are shaken by our grounded theory approach.
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".