UNCOVERING THE COST OF CARE: AN EXAMINATION OF EXTRA BILLING IN BC'S LONG-TERM CARE FACILITIES
Bibliographic record
Abstract
This paper examines three aspects of out-of-pocket charges to residents in BC long-term care facilities. Prior studies documenting variability in extra billing and unintended adverse effects from charging patients for medically necessary items and services provided impetus for this research. Caregiver surveys of staff from eight facilities, family expense diaries from four case studies, and a three-year resident billing history from one facility are employed to test methodology for collecting out-of-pocket cost information, and to test for variability in charges amongst facilities and their potential impacts. The study concludes that: improved accountability mechanisms will eliminate information gaps; standardization will eliminate variability in extra billing; and extra billing sometimes leads to financial hardship, sub-optimal quality of life and negative health impacts for residents. Further study and pilot projects are proposed to determine the efficacy of free public provision of services.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".