Application of Risk-Oriented Approach for Improvement of the Environmental Security of the Urban Area
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
Improved comfort of urban environment is inseparably related with consumption and transfer of various types of energy for illumination and heating of buildings, provision of radio and TV broadcasts, mobile communications and transport. Energy transfer is accompanied by generation of electric fields, which propagate in ambient environment and affect human and biota. In this regard, the safety of urban environment becomes more and more urgent issue, especially along highways. This work describes a risk-oriented approach to analysis and estimation of risks of electromagnetic safety of urban territories with consideration for combined action of electromagnetic fields of various frequency range on humans. The authors have analyzed electromagnetic pollution from three most common sources of exposure, and the territories of urban environment have been selected with the highest level of electromagnetic hazard for population. Application of risk-oriented approach to estimation of electromagnetic hazard demonstrates the necessity of improvement of valid normalization system with accounting for simultaneous impact of electromagnetic fields from several sources on human and environment, which would provide development of more efficient measures of city population protection against this negative factor.
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 | 0.000 | 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 | 0.000 | 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 it