Intimate Relationships as Routes into and out of Homelessness: Insights from a Canadian City
Bibliographic record
Abstract
Abstract The literature on homelessness tends to focus on risk factors in people's social and personal lives that contribute to their situation of being without a permanent home. Alternatively, the following describes innate factors of intimate relationships that contribute to a situation of homelessness for men and women. We conducted interviews with 61 people experiencing homelessness in Calgary, Alberta, Canada. We were particularly interested in documenting with greater specificity their perceptions of their individual pathways to and from homelessness. Three themes emerged from the data describing the intersection between respondents’ intimate relationships and their situation of homelessness: (1) relationship breakdown; (2) the role and impact of having intimate partners during a period of homelessness; and (3) the nature of the intimate relationship and its impact on housing. The data suggest that aspects of intimate relationships should be considered by social service agencies when addressing a person's situation of homelessness.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.049 | 0.011 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".