The Missing Health Link: How a transition to electrified vehicles may benefit more than just the environment
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
Worldwide, more than 1 billion vehicles are used regularly, with the majority being gasoline powered. These transport methods are known emitters of carbon dioxide, particulate matter (PM), and other pollutants (i.e., nitric oxides). Such compounds pose a great environmental risk, but recent research has also suggested health consequences. PM, a microscopic carcinogenic substance, affects many biological systems and has been associated with medical concerns in clinical and laboratory settings. In clinical settings, research on the effects of PM of 25 pm or lower in diameter (PM25) have focused on interactions with the cardiovascular, respiratory, and nervous systems. Vulnerable populations (i.e., the elderly and hospitalized patients) disproportionately experience an increase in cardiovascular and respiratory deaths along with hospital admissions for heart disease and asthma. Also, studies have found an increase in tumorigenesis.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 | 0.002 |
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 it