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
This chapter presents a brief introduction to radiation physics, summarizes how exposure to radioactive elements is measured, and how radiation can affect biological tissue. It provides an overview of the considerable research that has been conducted to quantify environmental exposure of and effects on biota from both naturally occurring and man-made radioactive elements since the 1950s. The chapter reviews a limited selection of studies extracted from current publications and the extensive databases developed by others, to provide an overview of the current understanding of exposure and effects of radionuclides in mammals, birds, terrestrial invertebrates, fish, and aquatic invertebrates. Studies were selected to represent multiple types of responses to ionizing radiation including molecular-level and genetic effects, immune and endocrine responses, reproductive effects, and mortality. Estimated no-effect values for exposure of biota to radionuclides were developed by Environment Canada and Health Canada as part of their effort to assess environmental impacts of releases from nuclear facilities.
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) | 0.123 | 0.005 |
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