Pig survival, average daily gain, and individual antimicrobial treatments from birth to slaughter in Finland
Bibliographic record
Abstract
Birth weight appears to be a key indicator for survival and average daily gain (ADG) in piglets. However, parameters associated with piglet antimicrobial treatment are less explored. We assessed the factors influencing piglet survival, ADG, and first individual antimicrobial treatment. Data were collected on sex, weight, litter details, and medication throughout the lifespan of 3991 ear tagged pigs in Finland. Discrete-time survival models were performed for piglet survival and individual antimicrobial treatment as well as a linear regression model for piglet ADG from birth to slaughter. Medium (1 - 1.49 kg) and lightweight (< 1.0 kg) piglets at day 4 had 2.26 and 4.04 times higher odds of dying (in terms of odds for discrete hazards), respectively, than heavyweight (≥ 1.5 kg) piglets. Barrows and antimicrobial-treated suckling piglets had 1.81 and 1.67 times, respectively, higher odds of dying than females and unmedicated piglets. The mean average daily gain from birth to slaughter was 714 g (SD 70.2 g). Pigs born to sows grew 29.2 g/day more than pigs born to gilts, and barrows grew 13.3 g/day better than females, but these results should be interpreted with caution because a considerable number of ear tags lost during the study could have led to selection bias of the pigs with a measured ADG. Altogether 756 piglets received at least one individual parenteral antimicrobial treatment. Antimicrobial-treated pigs were to a considerable extent medicated before weaning mainly for diarrhea and leg problems during two treatment peaks: before day 8 and around weaning. Lightweight piglets at day 4 had 2.35 and piglets born to gilts 1.56 times higher odds of becoming medicated with antimicrobials than heavyweight piglets and piglets born to sows, respectively. Half of the study piglets receiving antimicrobials were treated again later. In summary, our results show that lightweight piglets at day 4 had poorer survival, and they received more antimicrobial treatments than their heavier littermates. Further, gilt offspring were medicated more frequently. This emphasizes the need to direct extra attention to litters born to gilts.
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How this classification was reachedexpand
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) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".