GnRH receptor messenger ribonucleic acid expression in bovine ovary
Bibliographic record
Abstract
The present study was undertaken to investigate the mRNA expression for gonadotropin-releasing hormone (GnRH) receptor in bovine ovary. Granulosa cells from small (< 4 mM), medium (5–8 mM) and large follicles (> 8 mM) and tissues from corpora lutea (CL) of different stages: Stage I (days 1–4), Stage II (days 5–10), Stage III (days 11–17), and Stage IV (days 18–21, days after ovulation) were harvested from bovine ovaries collected at a local abattoir. The mRNA isolated from representative samples was subjected to reverse transcription-polymerase chain reaction (RT-PCR) using gene sequence specific primers. The resultant PCR amplified gonadotropin-releasing horm one receptor (GnRH-R) cDNA products were identified and confirmed through Southern blot hybridization and nucleotide sequence analysis, respectively. The results showed the presence of GnRH-R mRNA transcripts in both follicles and CL. Key words: Bovine, granulosa cells, corpus luteum, GnRH receptor, mRNA
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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 | 0.000 | 0.000 |
| 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) | 0.001 | 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".