Enhancing Range Use in Free-Range Laying Hen Systems: The Impact of Vegetation Cover over Time
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Data Collection: Study Site and Animals
2.1.1. Outdoor Range 1
2.1.2. Outdoor Range 2
2.1.3. Study Design
2.2. Data Evaluation
2.3. Heatmaps
2.4. Statistical Data Analysis
3. Results
3.1. Outdoor Range 1
3.2. Outdoor Range 2
3.3. Heatmaps
3.3.1. Outdoor Range 1
3.3.2. Outdoor Range 2
4. Discussion
Time of Day
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Appendix A.1. Automated Data Evaluation
Appendix A.2. Preprocessing of Grid Data
Appendix A.3. Model Training
Appendix A.4. Image Processing and Object Detection
Appendix A.5. Position Determination and Grid Assignment
Appendix A.6. Temporal Assignment
Appendix A.7. Result Visualisation
Appendix B
Appendix B.1. Final Model: Outdoor Range 1
Appendix B.2. Final Model: Outdoor Range 2
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Fixed Effects | Factor Level | Estimate | Std. Error | p-Value |
Intercept | - | 0.761 | 0.271 | 0.779 |
Cover (Ref. Level: Cover No) | Cover Treated | −0.225 | 0.136 | 0.099 |
Cover (Ref. Level: Cover No) | Cover Yes | 0.003 | 0.412 | 0.995 |
Distance to the Shed | −0.015 | 0.005 | 0.003 * | |
Year (Ref. Level: Year 2022) | 2023 | 0.338 | 0.072 | <0.001 * |
Year (Ref. Level: Year 2022) | 2024 | −0.145 | 0.062 | 0.020 * |
Cover: Distance | Cover Treated | 0.000 | 0.003 | 0.870 |
Cover: Distance | Cover Yes | 0.008 | 0.006 | 0.185 |
Cover: Year | Cover Treated: 2023 | 0.428 | 0.026 | <0.001 * |
Cover: Year | Cover Yes: 2023 | −0.324 | 0.036 | <0.001 * |
Cover: Year | Cover Treated: 2024 | 0.327 | 0.026 | <0.001 * |
Cover: Year | Cover Yes: 2024 | −0.257 | 0.036 | <0.001 * |
Distance: Year | 2023 | 0.004 | 0.001 | <0.001 * |
Distance: Year | 2024 | 0.008 | 0.001 | <0.001 * |
Smooth Terms | Estimated df | Approx. Significance | ||
Temperature | 21.25 | <0.001 * | ||
Q.Nr (Quadrant ID) | 160.64 | - | - | <0.001 * |
Time: Year 2022 | 54.33 | <0.001 * | ||
Time: Year 2023 | 35.01 | <0.001 * | ||
Time: Year 2024 | 53.49 | <0.001 * |
Fixed Effects | Factor Level | Estimate | Std. Error | p-Value |
Intercept | - | 0.660 | 0.550 | 0.223 |
Cover (Ref. Level: Cover No) | Cover Treated | 0.388 | 0.213 | 0.068 |
Cover (Ref. Level: Cover No) | Cover Yes | 1.341 | 0.206 | <0.001 * |
Distance to the Shed | −0.030 | 0.007 | <0.001 * | |
Year (Ref. Level: Year 2022) | 2023 | −0.670 | 0.036 | <0.001 * |
Year (Ref. Level: Year 2022) | 2024 | −0.332 | 0.032 | <0.001 * |
Cover: Distance | Cover Treated | −0.007 | 0.002 | 0.003 * |
Cover: Distance | Cover Yes | −0.009 | 0.003 | 0.005 * |
Cover: Year | Cover Treated: 2023 | 0.020 | 0.045 | 0.645 |
Cover: Year | Cover Yes: 2023 | 0.016 | 0.032 | 0.607 |
Cover: Year | Cover Treated: 2024 | 0.182 | 0.042 | <0.001 * |
Cover: Year | Cover Yes: 2024 | 0.309 | 0.031 | <0.001 * |
Distance: Year | 2023 | 0.012 | 0.000 | <0.001 * |
Distance: Year | 2024 | 0.007 | 0.000 | <0.001 * |
Smooth Terms | Estimated df | Approx. Significance | ||
Temperature | 14.21 | <0.001 * | ||
Q.Nr (Quadrant ID) | 213.67 | - | - | <0.001 * |
Time: Year 2022 | 31.62 | <0.001 * | ||
Time: Year 2023 | 28.56 | <0.001 * | ||
Time: Year 2024 | 24.63 | <0.001 * |
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Pacher-Deutsch, M.; Meyer, P.; Meimberg, H.; Gierus, M. Enhancing Range Use in Free-Range Laying Hen Systems: The Impact of Vegetation Cover over Time. Animals 2025, 15, 1204. https://doi.org/10.3390/ani15091204
Pacher-Deutsch M, Meyer P, Meimberg H, Gierus M. Enhancing Range Use in Free-Range Laying Hen Systems: The Impact of Vegetation Cover over Time. Animals. 2025; 15(9):1204. https://doi.org/10.3390/ani15091204
Chicago/Turabian StylePacher-Deutsch, Markus, Philipp Meyer, Harald Meimberg, and Martin Gierus. 2025. "Enhancing Range Use in Free-Range Laying Hen Systems: The Impact of Vegetation Cover over Time" Animals 15, no. 9: 1204. https://doi.org/10.3390/ani15091204
APA StylePacher-Deutsch, M., Meyer, P., Meimberg, H., & Gierus, M. (2025). Enhancing Range Use in Free-Range Laying Hen Systems: The Impact of Vegetation Cover over Time. Animals, 15(9), 1204. https://doi.org/10.3390/ani15091204