Who Knows What and How? Knowledge of Health Care & Education Systems Among Hartford Parents
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Who Knows What and How? Knowledge of Health Care & Education Systems Among Hartford ParentsHealth care has always been a very important topic of discussion and debate.From nationwide Medicaid reform to privatized premium changes, it is no doubt that health is arguably the number one concern of parents for their children.Another issue that is just as equally important is Education.With the introduction of the No Child Left Behind Act, certain school systems have risen while others have declined in reputation and performance.Regardless of these factors, many parents still find the education of their children just as equally important as their health.Or do they? Research QuestionHartford is a growing city with many paradoxes.Once known as the nation's insurance capitol, we see more and more insurance agencies leaving Hartford.Also, being one of the poorest cities in the country, the education system is a failing one, with almost all public schools in the Hartford Education system labeled as failing.The new influx of Magnet schools have attempted to try to alleviate this problem, but it still persists and stronger than ever before.As stated before, health care and education are two very important issues to parents and Hartford is no exception to that statement.However, which do Hartford parents find more important?I decided to investigate what Hartford parents knew about health care and education systems to try and analyze whether they actually were more concerned about either topic.Specifically, my research question was:
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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 it