Ordered Categorical Sire Evaluation for Dystocia in Holsteins
Open Access
- 1 November 1987
- journal article
- research article
- Published by American Dairy Science Association in Journal of Dairy Science
- Vol. 70 (11) , 2374-2384
- https://doi.org/10.3168/jds.s0022-0302(87)80298-9
Abstract
New statistical procedures for analysis of ordered categorical data were investigated. In using the standardized threshold model, scores are transformed to estimate unknown boundary points and fixed and random effects on an underlying scale of continuous response. The model for calving ease included sex of calf, parity of dam, and the unknown boundary points as fixed effects; herd-year-seasons and sires were random. Data were 5029 dystocia scores on a scale of 1 to 5 collected from June 1982 to January 1984 through the Mid-States Dairy Records Processing Center. The predicted probability of a difficult birth by an average sire indicated that twice as many males as females are born with difficulty. Difficult births declined between first and second parity by a factor of 5. Herd-year-seasons accounted for 13.3% of the variance and sires 3.2%. Heritability on the underlying scale was higher (.147) than on the observed scale (.061). Rank correlations among the threshold model sire solutions and best linear unbiased predictions were .94 when herd-year-seasons were fixed, .98 with random herd-year-seasons, and .99 with normalized scores. Predicted percentage of difficult births for all sires in the analysis ranged from 6 to 18%.This publication has 26 references indexed in Scilit:
- Sire evaluation for type traits with linear and non-linear proceduresLivestock Production Science, 1986
- Sire evaluation for calving traits by Best Linear Unbiased Prediction and nonlinear methodologyJournal of Animal Breeding and Genetics, 1985
- Linear versus nonlinear methods of sire evaluation for categorical traits: a simulation studyGenetics Selection Evolution, 1985
- A Mixed-Model Procedure for Analyzing Ordered Categorical DataPublished by JSTOR ,1984
- Categorical Trait Sire Evaluation by Best Linear Unbiased Prediction of Future Progeny Category FrequenciesPublished by JSTOR ,1980
- Maximum Likelihood Approaches to Variance Component Estimation and to Related ProblemsJournal of the American Statistical Association, 1977
- Maximum Likelihood Approaches to Variance Component Estimation and to Related ProblemsJournal of the American Statistical Association, 1977
- Methods of Sire Evaluation for Calving EaseJournal of Dairy Science, 1976
- Inverse of a Matrix of Relationships Due to Sires and Maternal GrandsiresJournal of Dairy Science, 1975
- A statistical model for the analysis of ordinal level dependent variablesThe Journal of Mathematical Sociology, 1975