Domain 1 · The Condition
Adolescent depression
What is the nature of the illness — its co-morbidities and socio-cultural character?
Not bounded or simple. Highly co-morbid, culturally variable in expression and help-seeking, driven by structural forces no app touches. Scoped for mild-to-moderate; the real world sent ~47% sicker than the design target. A condition this socially embedded resists the tool's framing.
Complex
Domain 2 · The Technology
"Just a game"
Its material properties, dependability, and the data it generates.
Deceptively simple — but the material substrate bit hard: desktop-only at launch, slow downloads, device incompatibility, an awkward sign-up. Each a documented reason for non-completion. The "simplicity" is exactly what made it easy to under-resource.
Complicated → complex
Domain 3 · The Value Proposition
Value for whom?
Supply-side value to the funder vs demand-side value to the user.
The supply-side case was strong — scalable, cheap, evidence-based, politically attractive. The demand-side case broke: does a fifteen-year-old, alone at home, experience this as worth their evening, week after week? The 7.4% four-module figure is demand-side value collapsing.
Complex
Domain 4 · The Adopter System
Becoming a digital health citizen
Will staff, patients and carers adapt their identities and routines around it?
It asks an adolescent to become a self-managing "digital health citizen" (Lupton); clinicians to absorb new referral and monitoring work; parents to scaffold sustained use. That identity and role work is demanding, unpaid, and precisely what the completion collapse measures failing to occur. The heart of the failure.
Highly complex
Domain 5 · The Organisation(s)
Who does the weaving?
Organisational capacity, readiness, and changes to routine.
To land, an organisation must build it into a workflow — who recommends, who monitors, who catches deterioration, who runs the safety-net. Health IT succeeds only insofar as it is woven into everyday care (Berg). Unguided national rollout removed the human who would do the weaving.
Complex
Domain 6 · The Wider System
Game, or medical device?
Political, regulatory, professional and socio-cultural context.
Government funding was a real, rare advantage. But framing it as a game rather than a medical device quietly sidesteps the adverse-event obligations of an unguided mental-health intervention. Professional buy-in varies; the data-justice question — who owns the use data — sits unresolved.
Complex
Domain 7 · Embedding & Adaptation
Where digital therapeutics die
The scope to adapt locally and sustain as contexts change.
The field's deepest tension: evidence-based medicine demands a fixed, high-fidelity intervention; digital health demands continuous updating to stay usable. Those imperatives are at war. SPARX's successful variants prove flexibility is possible — but the mundane ongoing maintenance and funding are what deployment could not sustain.
Highly complex
The complexity tally
The verdict
1 · Condition Complex
2 · Technology Complicated→complex
3 · Value proposition Complex
4 · Adopter system Highly complex
5 · Organisation Complex
6 · Wider system Complex
7 · Embedding over time Highly complex
Six of seven domains sit in the complex band, two acutely. SPARX didn't fail despite being effective and well-designed — it failed in exactly the way the framework predicts a good tool fails when the world around it is complex.