Clinical applications
From a list of results to a map with directions.
These are the uses the research is designed to make possible. None is in clinical use yet. Each depends on the validation described under Evidence.
A position report instead of a reference-range report
Every routine result placed on its hazard curve for the person's age and sex, with the combined picture across markers rather than a column of flags.
Trajectory alerts
Flag people whose markers are moving toward a cliff, years before any value leaves its normal range.
Choosing the intervention that moves someone furthest
Rank options by how far they are expected to lower this person's hazard, using catalogued effect sizes and the shape of the ground they stand on.
Choosing the next test
Recommend the measurement that would most change the picture for this person, and skip the ones that would not.
Trial design and enrichment
Enrol people on the steepest ground, where an effective intervention shows its effect soonest, and use landscape position as a shared outcome across trials.
What a health system partnership looks like
Repeated routine labs on a defined population, analysed inside the partner's environment under its governance. Nothing identifiable leaves. The first output is a retrospective test: does landscape position and trajectory predict outcomes better than current risk scores?