Relationship between the characteristics of frozen-thawed ram spermatozoa and <i>in vitro</i> embryo production
Why this work is in the frame
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Bibliographic record
Abstract
To select rams suitable for ovine in vitro embryo production (IVP), the predictive values of the screening tests used to identify unsuitable rams need to be established. The present study examined some characteristics of frozen-thawed ram spermatozoa that might be evaluated routinely in a commercial breeding programme. These included sperm motility, plasma membrane integrity, morphology, and acrosome and capacitation status of the sperm population. Cryopreserved spermatozoa from four Dorset rams, which had previously satisfied the selection criteria for inclusion in a commercial breeding programme, were used for IVP. The overall contribution of the four rams and the ejaculates within each ram to the variability (R2) in the production of blastocysts was very small (2.1% and 2.5% respectively). The analysis of the sperm characteristics by logistic regression revealed a significant and positive association between total post-thaw sperm motility, viability and longevity with in vitro blastocyst production. However, there was no association between the other surface characteristics of the spermatozoa measured in this study with embryo production. Despite the absence of differences between the rams in the low incidence of polyspermic fertilization, the significant and detrimental effects of polyspermic fertilization on in vitro blastocyst production rates were quantified by logistic regression analysis. A large proportion of the variability within the IVP system was unaccounted for by the analysis of sperm and oocyte characteristics evaluated in this study. Thus, the identification of other factors contributing to the variability in the production of embryos in vitro warrants further investigation. No single sperm characteristic was sufficient to predict the ultimate outcome of blastocyst production. Rather, assessments of multiple characteristics within the IVP system are required to make accurate predictions.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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