MR-guided focused ultrasound enhances delivery of trastuzumab to Her2-positive brain metastases
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
In-BzDTPA-NLS-trastuzumab SPECT imaging. The standardized uptake value ratio (SUVR) of MRgFUS-treated lesions increased, on average, by 101 ± 71%, compared to −18 ± 26% in control lesions. MRgFUS enhanced drug uptake in 87 ± 17% of sonicated voxels (>20% increase in SUVR), with up to a 450% voxel-wise increase detected. Control lesions had 8 ± 8% voxels with >20% increase in SUVR. With treatment, unidimensional tumor measurements decreased by 19 ± 12%. This study provides first-in-human evidence of noninvasive, spatially targeted monoclonal antibody delivery across the BBB using MRgFUS, demonstrating the promise of this technology for a broad range of CNS diseases.
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 | 0.001 |
| 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