Mapping child welfare notifications: High-frequency trends, reporter groups, and reason profiles in Finland

Notifications reflect an institutionally structured reporting ecology rather than a uniform indicator of need. Divergent framing and inverse timing across channels suggest that volume changes can signal shifts in visibility and access at intake, with implications for interpretation, resource allocation, and prevention planning.