Every constant in Walk the Fence's forecasting engine has provenance. Below is the working bibliography we draw from — peer-reviewed poultry science, university extension publications, and primary research.
Photoperiod and the avian reproductive axis
Lewis, P.D. & Morris, T.R. (2006). Poultry Lighting: The Theory and Practice. Northcot Press.
Lewis, P.D. & Morris, T.R. (1998). Responses of domestic poultry to various light sources. World's Poultry Science Journal, 54(1), 7–25.
Etches, R.J. (1996). Reproduction in Poultry. CABI Publishing, Wallingford UK.
Lewis, P.D. & Gous, R.M. (2006). Model of sexual maturation papers — foundational for age-at-first-egg prediction.
Sharp, P.J. (1993). Photoperiodic control of reproduction in the domestic hen. Poultry Science, 72(5), 897–905.
Scanes, C.G. (2020). Reproductive management of poultry. Animal Agriculture, Chapter 20, 349–366.
Fisher, C. & Gous, R.M. (2020). Modeling egg production as a means of optimizing dietary nutrient contents for laying hens. Animal, 14(S2), s319–s328.
Heat stress in laying hens
Mashaly, M.M., Hendricks, G.L. III, Kalama, M.A., Gehad, A.E., Abbas, A.O., & Patterson, P.H. (2004). Effect of heat stress on production parameters and immune responses of commercial laying hens. Poultry Science, 83(6), 889–894.
Mignon-Grasteau, S., Moreri, U., Narcy, A., Rousseau, X., Rodenburg, T.B., Tixier-Boichard, M., & Zerjal, T. (2015). Robustness to chronic heat stress in laying hens: a meta-analysis. Poultry Science, 94(4), 586–600.
Lara, L.J. & Rostagno, M.H. (2013). Impact of heat stress on poultry production. Animals, 3(2), 356–369.
Oluwagbenga, E.M. & Fraley, G.S. (2023). Heat stress and poultry production: A comprehensive review. Poultry Science, 102(12), 103141.
Li, G.-M., Liu, L.-P., Yin, B., Liu, Y.-Y., Dong, W.-W., Gong, S., Zhang, J., & Tan, J.-H. (2020). Heat stress decreases egg production of laying hens by inducing apoptosis of follicular cells. Poultry Science, 99(11), 6084–6093.
Ontario Ministry of Agriculture, Food and Agribusiness (OMAFRA). Heat Stress for Commercial Layers factsheet.
Cold stress and winter production
Kim, D.-H., Lee, Y.-K., Kim, S.-H., & Lee, K.-W. (2023). The Effect of Low Temperature on Laying Performance and Physiological Stress Responses in Laying Hens. Animals, 13(24), 3824.
Age-related decline and persistency
Anderson, K.E. (2012, 2024, and other years). North Carolina Layer Performance and Management Test — Final Reports 37th, 38th, and 41st. NC State University Cooperative Extension Service, Prestage Department of Poultry Science.
Anderson, K.E., Havenstein, G.B., & Jenkins, P.K. (2013). Changes in commercial laying stock performance, 1958–2011: Thirty-seven flocks of the North Carolina random sample. World's Poultry Science Journal, 69(3), 489–514.
Bain, M.M., Nys, Y., & Dunn, I.C. (2016). Increasing persistency in lay and stabilising egg quality in longer laying cycles. British Poultry Science, 57(3), 330–338.
Hanlon, C., Ramachandran, R., Zuidhof, M.J., & Bédécarrats, G.Y. (2022). Should I lay or should I grow: photoperiodic versus metabolic cues in chickens. Frontiers in Physiology.
Dastar, B., Khosravi, H., Shams Shargh, M., & Zerehdaran, S. (2024). A systematic review of potential productivity, egg quality, and animal welfare implications of extended lay cycles in commercial laying hens in Canada. Poultry Science, 103(3), 103404.
Clauer, P.J. Management Requirements for Laying Flocks. Penn State Extension.
University of Wisconsin Livestock Extension. Life Cycle of a Laying Hen.
Stocking density and overcrowding
Alig, B.N., Malheiros, R.D., & Anderson, K.E. (2024). Assessment of the Effects of Stocking Density on Laying Hens Raised in Colony Cages: Part II — Egg Production, Egg Quality, and Welfare Parameters. Poultry, 4(3), 28.
Carey, J.B. (1987). Effects of pullet-stocking density on performance of laying hens. Poultry Science, 66(8), 1283–1290.
Penn State Extension. Poultry-business and layer-management bulletins.
Broodiness
Basheer, A., Haley, C.S., Law, A., Windsor, D., Morrice, D., Talbot, R., Wilson, P.W., Sharp, P.J., & Dunn, I.C. (2015). Genetic loci inherited from hens lacking maternal behaviour both inhibit and paradoxically promote this behaviour. Genetics Selection Evolution, 47, 100.
Gao, J., Huang, X., Wang, Z., Wang, Y., Zhang, B., Bao, Z., Feng, J., Wu, H., Zhang, Y., Chang, G., & Chen, G. (2025). Frontiers and emerging topics in a century of Silkie chicken research. Poultry Science, 104(5), 104927.
Saeki, Y. & Inoue, Y. (1979). Body growth, egg production, broodiness, age at first egg and egg size in Red Jungle fowls. Japanese Poultry Science, 16, 121–126.
Dietary protein and feed quality coupling
Wu, G., Bryant, M.M., Voitle, R.A., & Roland, D.A. Sr. (2005). Effect of dietary energy on performance and egg composition of Bovans White and Dekalb White hens during phase 1. Poultry Science, 84(10), 1610–1615.
NRC (1994). Nutrient Requirements of Poultry. 9th revised edition. National Academies Press.
Combs, G.F. Jr. (1968). Amino acid requirements of the laying hen. Proceedings of the Maryland Nutrition Conference.
Alabama Cooperative Extension System. Nutrition for Backyard Chicken Flocks.
Observational sources used for shape validation
BackYard Chickens forum thread (2014). Assessing the Effects of Climate Change on Egg Production by Backyard Chickens.