Using Object-Oriented Simulation to Assess the Impact of the Frequency and Accuracy of Mobility Scoring on the Estimation of Epidemiological Parameters for Lameness in Dairy Herds

Clifton, Rachel; Hyde, Robert; Can, Edna; Barden, Matthew; Manning, Al; Bradley, Andrew; Green, Martin; O’Grady, Luke

Abstract

Mobility scoring data can be used to estimate the prevalence, incidence, and duration of lameness in dairy herds. Mobility scoring is often performed infrequently with variable sensitivity, but how this impacts the estimation of lameness parameters is largely unknown. We developed a simulation model to investigate the impact of the frequency and accuracy of mobility scoring on the estimation of lameness parameters for different herd scenarios. Herds with a varying prevalence (10, 30, or 50%) and duration (distributed around median days 18, 36, 54, 72, or 108) of lameness were simulated at daily time steps for five years. The lameness parameters investigated were prevalence, duration, new case rate, time to first lameness, and probability of remaining sound in the first year. True parameters were calculated from daily data and compared to those calculated when replicating different frequencies (weekly, two-weekly, monthly, quarterly), sensitivities (60–100%), and specificities (95–100%) of mobility scoring. Our results showed that over-estimation of incidence and under-estimation of duration can occur when the sensitivity and specificity of mobility scoring are <100%. This effect increases with more frequent scoring. Lameness prevalence was the only parameter that could be estimated with reasonable accuracy when simulating quarterly mobility scoring. These findings can help inform mobility scoring practices and the interpretation of mobility scoring data.

Citation

Clifton, R., Hyde, R., Can, E., Barden, M., Manning, A., Bradley, A., …O’Grady, L. (2024). Using Object-Oriented Simulation to Assess the Impact of the Frequency and Accuracy of Mobility Scoring on the Estimation of Epidemiological Parameters for Lameness in Dairy Herds. Animals, 14(12), 1760. https://doi.org/10.3390/ani14121760

• Journal Article Type: Article
• Acceptance Date: Jun 4, 2024
• Online Publication Date: Jun 11, 2024
• Publication Date: 2024-06
• Deposit Date: Jun 19, 2024
• Publicly Available Date: Jun 20, 2024
• Journal: Animals
• Publisher: MDPI
• Peer Reviewed: Peer Reviewed
• Volume: 14
• Issue: 12
• Article Number: 1760
• Pages: 1760
• DOI: https://doi.org/10.3390/ani14121760
• Public URL: https://nottingham-repository.worktribe.com/output/36016290
• Publisher URL: https://www.mdpi.com/2076-2615/14/12/1760