Interim Federal Health Program for Refugees: Looking Back and Moving Forward
Bibliographic record
Abstract
ABSTRACTRefugee health continues to be an important topic in domestic and foreign affairs. In Canada, the interim federal health program (IFHP) is what provides refugees with healthcare insurance. Since 2012, there have been a series of changes to the IFHP. Due to the precarious status of the IFHP over the past few years, there have been a number of challenges associated with it. This commentary provides a review of the IFHP’s history, outlines specific challenges that remain within the program, and puts forward potential solutions to those challenges. RÉSUMÉLa santé des réfugiés continue d’être un sujet important dans les affaires domestiques et étrangères. Au Canada, le programme fédéral de santé intérimaire (PFSI) est responsable de fournir l’assurance maladie aux réfugiés. Depuis 2012, il y a eu une série de changements au PFSI. Étant donné l’état précaire du PFSI au cours des dernières années, il existe un certain nombre de défis qui y sont associés. Ce commentaire fournit un aperçu de l’histoire du PFSI, souligne les défis précis qui persistent dans le programme, et propose des solutions potentielles à ces défis.
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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 | 0.015 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.006 |
| Scholarly communication | 0.010 | 0.011 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.019 | 0.019 |
| Insufficient payload (model declined to judge) | 0.025 | 0.002 |
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".