“A Legacy of Confusion”: An Exploratory Study of Service Provision under the Reinstated Interim Federal Health Program
Bibliographic record
Abstract
Afer years of cuts, Canada’s refugee health-care program, the Interim Federal Health Program (IFHP), was fully restored in 2016. In this exploratory study, eleven semi-structured qualitative interviews were conducted with refugee service providers in the City of Ottawa to learn about their experience with the restored IFHP to date. Five themes emerged from the interviews: service provision challenges during the years of IFHP cuts; support for IFHP restoration; entitlement gaps in the current IFHP; ongoing confusion about the IFHP; and administrative barriers deterring health professionals from IFHP participation. More research is needed to determine whether the identifed challenges with the reinstated IFHP arise on a national scale.
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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 | 0.014 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.036 | 0.028 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.004 | 0.014 |
| Research integrity | 0.004 | 0.010 |
| Insufficient payload (model declined to judge) | 0.003 | 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".