Therapeutic efficacy as predicted by quantitative assessment of murine RIF-1 tumour pH and phosphorous metabolite response during hyperthermia: an<i>in vivo</i><sup>31</sup>P NMR study
Bibliographic record
Abstract
Described herein are the initial findings from an 'in-magnet' 31P NMR compatible hyperthermia system capable of concurrently heating and monitoring the metabolic response of murine tumours; the murine radiation induced fibrosarcoma (RIF-1) was employed for these studies. At thermal doses sufficient to raise tumour temperature to 41.5 and 43 degrees C for a period of 30 min, a marked and rapid decrease in nucleoside triphosphate concentration and in pH was observed during the heating period, while inorganic phosphate concentration increased significantly but more gradually. These 31P NMR determined metabolic indices remained depressed/elevated throughout a 1.5 h post-hyperthermia monitoring period. Importantly, these metabolic indices correlated significantly with specific growth delay. This suggests a possible role for NMR spectroscopy in early assessment, and perhaps control, of therapeutic response to hyperthermia.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".