Paying more for less: older adults in the individual insurance market: findings from the Commonwealth Fund Survey of Older Adults.
Bibliographic record
Abstract
The Commonwealth Fund Survey of Older Adults reveals that adults ages 50 to 70 who rely on the individual insurance market for health coverage pay much higher premiums than their counterparts with employer coverage or Medicare. The survey found that in 2004, more than half (54%) of older adults with individual coverage spent $3,600 or more annually on premiums. A quarter (26%) spent $6,000 or more a year. In contrast, only 17 percent of older adults with employer coverage and 6 percent of those covered by Medicare spent $3,600 or more on premiums. Moreover, individual coverage often provides poor access to care and entails high out-of-pocket expenses for older adults, making it a particularly unaffordable option for people who are older, have low incomes, or who have chronic health problems.
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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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".