Towards Single-Cell Analysis For Pharmacokinetics
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
Traditional 'macroscopic' pharmacokinetics (PK) investigates the fate of drugs or toxicants administered externally to living organisms, described by the extent and rate of absorption, distribution, metabolism and excretion. However, how a single cell affects a specific pharmaceutical after administration still remains a largely untouched area, primarily due to the technical restrictions imposed by minute amounts of chemicals involved. With the fast development of high-temporal and spatial-resolution detection techniques and single-cell handling techniques, it becomes possible to pursue single-cell PK. This review summarizes useful methodological and experimental techniques to investigate PK at the level of the single cell, including the microfluidics-based single-cell manipulation and the MS and electrochemical methods for single-cell analysis.
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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 | 0.000 | 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) | 0.000 | 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