Advances in Murrah Buffalo A2 Milk Production Technologies and Dairy Farming in West U.P. State of India
Bibliographic record
Abstract
The opening balance of Murrah buffaloes as on 01.04.2011 was 223 heads (62 males and 161 females). Additions in the herd were due to birth of 23 female and 31 male calves (54 heads). The closing balance of the buffalo herd as on 31.03.2011 was 150 buffalo heads (118 females and 32 males). The overall mortality was 6.07%. The overall female and male group mortality were 3.38% and 15.87%, respectively. A total of deaths were recorded in buffalo herd during the current year (10 males and 5 females). The overall conception rate was 50.00%. The figures in heifer and adult groups were 43.24% and 53.84%, respectively. The overall calving abnormalities were 18.64%, which included 1.69% abortions, 1.69% unseen abortions, 1.69% dystokia, 5.08% retention of placenta, 1.69% prolapse and 6.77% premature births and still births. The least squares’ means (LSM) for age at first calving, service period, dry period and calving interval were 45.61±3.22 months, 152.91±20.66 days, 207.38±22.22 days and 460.89±17.90 days, respectively. The least squares’ means (LSM) for overall live body weights at birth, 3, 6, 12, 18 and 24 months of age were 32.75±0.63, 63.40±1.95, 123.73±3.41, 226.53±7.84, 308.13±7.21 and 377.90±6.53 kg, respectively. The weight at first calving during the current year was 498.44±16.72 kg. Means for overall wet and herd averages were 5.82 and 3.39 kg, respectively. On an average, 57.44% of the total adult females were in the milk during this period. The LSM’s for total lactation milk yield, average lactation length, average 305 days yield and peak yield were 2208.41170.08 kg, 308.75107.72 days, 2276.82182.85 kg and 11.54±0.37 kg, respectively. The Fat, SNF and Total Solids were 8.08, 9.67 and 17.76 %, respectively.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".