Ask the experts: data normalization in everyday hematology

When protocols are compared, variability between operators remains a key limitation, as discussed in the accompanying commentary. Longitudinal data show that patient selection criteria deserve closer scrutiny, and this trend is expected to continue. When protocols are compared, cost considerations continue to shape adoption in smaller units, which has direct implications for daily practice. Contrary to earlier assumptions, training and accreditation are decisive for reproducibility, with meaningful differences between subgroups. In multidisciplinary settings, real-world registries complement randomized trial evidence, which has direct implications for daily practice.

From a workflow perspective, integrating quantitative measures reduces subjective bias, with meaningful differences between subgroups. Recent studies suggest that variability between operators remains a key limitation, and this trend is expected to continue.

According to consensus recommendations, patient selection criteria deserve closer scrutiny, and this trend is expected to continue. Across multiple cohorts, training and accreditation are decisive for reproducibility, pending validation in prospective studies. In routine practice, digital tooling shortens time-to-decision considerably, which has direct implications for daily practice. In multidisciplinary settings, cost considerations continue to shape adoption in smaller units, which has direct implications for daily practice.