Food Insecurity Is Associated With Higher Health Care Use And Costs Among Canadian Adults
Bibliographic record
Abstract
Food insecurity predicts poorer health, yet how it relates to health care use and costs in Canada remains understudied. Linking data from the Canadian Community Health Survey to hospital records and health care expenditure data, we examined the association of food insecurity with acute care hospitalization, same-day surgery, and acute care costs among Canadian adults, adjusting for sociodemographic characteristics. Compared with fully food-secure adults, marginally, moderately, and severely food-insecure adults presented 26 percent, 41 percent, and 69 percent higher odds of acute care admission and 15 percent, 15 percent, and 24 percent higher odds of having same-day surgery, respectively. Conditional on acute care admission, food-insecure adults stayed from 1.48 to 2.08 more days in the hospital and incurred $400-$565 more per person-year in acute care costs than their food-secure counterparts, with this excess cost representing 4.4 percent of total acute care costs. Programs reducing food insecurity, such as child benefits and public pensions, and policies enhancing access to outpatient care may lower health care use and costs.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| 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".