Data normalization by the numbers — a rheumatology snapshot

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Contrary to earlier assumptions, patient selection criteria deserve closer scrutiny, and this trend is expected to continue. Longitudinal data show that variability between operators remains a key limitation, with meaningful differences between subgroups. From a workflow perspective, training and accreditation are decisive for reproducibility, a finding echoed by several independent groups.

In routine practice, digital tooling shortens time-to-decision considerably, with meaningful differences between subgroups. Contrary to earlier assumptions, training and accreditation are decisive for reproducibility, and this trend is expected to continue.

According to consensus recommendations, early intervention correlates with better long-term outcomes, with meaningful differences between subgroups. Contrary to earlier assumptions, cross-disciplinary review changes the initial assessment in a sizeable minority of cases, as discussed in the accompanying commentary. In routine practice, patient selection criteria deserve closer scrutiny, pending validation in prospective studies. Recent studies suggest that early intervention correlates with better long-term outcomes, pending validation in prospective studies. In multidisciplinary settings, pre-analytical factors account for a large share of observed variance, as discussed in the accompanying commentary.

Across multiple cohorts, pre-analytical factors account for a large share of observed variance, pending validation in prospective studies. In multidisciplinary settings, cross-disciplinary review changes the initial assessment in a sizeable minority of cases, although confirmatory data are still limited. In multidisciplinary settings, threshold harmonization is still an open question, as discussed in the accompanying commentary.