What Is Vulnerability? Quebec Community Family Workers' Perceptions of Family Situations in Cases of Child Neglect
Bibliographic record
Abstract
ABSTRACT Although vulnerability is a somewhat nebulous concept, the term is widely used in child protection, and child protection workers often refer to vulnerability when describing the situations of families they work with. Because perceiving families as vulnerable or as living in vulnerable conditions may impact interventions, it is important to know what child protection workers mean when they talk about vulnerability. To this end, we explored community family workers' conceptions of the vulnerability of families involved with Quebec's child protection system for reasons of child neglect. Thematic analyses of semistructured interviews with nine community family workers revealed two main components to their conceptions of vulnerability: (1) a distinction between vulnerability, viewed as an intrinsic characteristic of all human beings, and (2) a heightened vulnerability caused by the cumulative effect of lacking resources in several domains. We discuss the impact of these conceptions of vulnerability on community family workers' perceptions of families and of the child protection system.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".