Discussion This two-stage dose-response MBNMA provides the most comprehensive synthesis to date examining how exercise training dose influences pain intensity and disability outcomes in CLBDs. By modelling evidence separately across multiple dose parameters (frequency, number of sessions, session duration, intervention duration, weekly dose and total dose), the analysis demonstrates non-linear dose–response relationships characterised by broad plateaus and substantial overlap in uncertainty.