Three decades of <i>in vivo</i> x‐ray fluorescence of lead in bone
Why this work is in the frame
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Bibliographic record
Abstract
Abstract In vivo measurements of lead in bone were first made in the early 1970s. Of the three systems that have been used ( 57 Co excited K, 125 I or polarized excited L, 109 Cd excited K), 109 Cd excited K x‐ray fluorescence has been most widely adopted. Bone lead measured in vivo has been shown to reflect cumulative exposure, but the rate of input to bone varies with level of exposure. Chelated lead does not relate directly to bone lead. Endogenous exposure has been highlighted by bone lead measurements and this release of lead from bone and hence the half‐life of lead in bone have been shown to depend on age and on intensity of lead exposure. Thus x‐ray spectrometry has made a significant contribution to the understanding of long‐term human lead metabolism. Copyright © 2005 John Wiley & Sons, Ltd.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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