Applications for multifrequency ultrasound biomicroscopy in mice from implantation to adulthood
Bibliographic record
Abstract
A new multifrequency (19-55 MHz) ultrasound biomicroscope with two-dimensional imaging and integrated Doppler ultrasound was evaluated using phantoms and isoflurane-anesthetized mice. Phantoms revealed the biomicroscope's lateral resolution was between 50 and 100 microm, whereas that of a conventional 13 MHz ultrasound system was 200-500 microm. This difference was apparent in the markedly higher resolution images achieved using the biomicroscope in vivo. Transcutaneous images of embryos in pregnant mice from approximately 2 days after implantation (7 days gestation) to near term (17.5 days) were obtained using frequencies from 25 to 40 MHz. The ectoplacental cone and early embryonic cavities were visible as were the placenta and embryonic organs throughout development to term. We also evaluated the ability of the biomicroscope to detect important features of heart development by examining embryos from 8.5 to 17.5 day gestation in exteriorized uteri using 55 MHz ultrasound. Cardiac looping, division of the outflow tract, and ventricular septation were visible. In postnatal imaging, we observed the heart and kidney of neonatal mice at 55 MHz, the carotid artery in juveniles (approximately 8 g body wt) and adults (approximately 25 g body wt) at 40 MHz, and the adult heart, aorta, and kidney at 19 MHz. The coefficient of variation of carotid and aortic diameter measurements was 1-3%. In addition, blisters in GRIP1 -/- embryos and aortic valvular stenosis in two adults were readily visualized. Using image-guided Doppler function, low blood velocities in vessels as small as 100 microm in diameter including the primitive heart tube at day 8.5 were measurable, but high blood velocities (>37.5 cm/s) such as in the heart and large arteries in late gestation and postnatal life were off-scale. Accurate cardiac dimension measurements were impeded by poor temporal resolution (4 frames/s). In summary, the multifrequency ultrasound biomicroscope is a versatile tool well suited to detailed study of the morphology of various organ systems throughout development in mice and for hemodynamic measurements in the low velocity range.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".