Bibliographic record
Abstract
This study compared proportion of animals with shoulder and vulvar lesions and scores for cleanliness, body condition, and lameness in sows housed in four different group-housing facilities. Inspectors visited each herd once per month and scored sows for each parameter. All farms housed gestating sows in groups, but pen designs and management differed on each farm. Differences among herds were identified for severity of lameness, vulvar lesions 2 Resumen – Comparación de lesiones, cojera, y limpieza de hembras en cuatro instalaciones de gestación en grupo en Ontario Este studio comparó la proporción de animales con lesiones de hombro y vulva y puntaciones por limpieza, condición corporal, y cojera en hembras alojadas en cuatro diferentes instalaciones de alojamiento en grupo. Los inspectores visitaron cada piara una vez al mes y calificaron a las hembras para cada and 3 (small and severe bite wounds), mild shoulder lacerations, and cleanliness scores of 1 (clean) and 3 (hooves and 50% of legs and body soiled). No differences in body condition scores were observed among herds. Newly mixed sows often fight to establish a social hierarchy. In this case study, different herds demonstrated differences in parameters that represent aggressive encounters, ie, degrees of lameness, injury, and cleanliness. Pen design and management factors may be associated parámetro. Todas las granjas alojaban a las hembras en gestación en grupo, pero el diseno de los corrales y la administración eran diferentes en cada granja. Las diferencias entre las piaras se identificaron según la severidad de la cojera, lesiones en la vulva 2 y 3 (heridas de mordedura pequenas o severas), laceraciones de hombro leves, y puntuación de limpieza de 1 (limpia) y 3 (pezunas y 50 % de las piernas y cuerpo sucios). No se encontraron diferencias de puntuación de condición corporal entre las piaras. Las with aggressive encounters among newly mixed sows. Different group-housing systems are capable of maintaining acceptable body condition scores in sows.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.505 | 0.338 |
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".