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Ignoring the broiler data stream caused a degradation of the prediction's quality. The low heritability trait (002; FE) saw a substantial impact; bias, exceeding 15, and dispersion, as low as 0.057, were far from ideal, resulting in accuracy losses of up to 175%. Traits having a moderate level of heritability (approximately 0.3; EP and HF) maintained accuracy, leading to reduced bias and dispersion. Using data from the broiler phase directly contributed to achieving more accurate and unbiased forecasts. Fo