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Inequality often hides inside the average — a generation that talks with machines: Artificial intelligence and adolescence

The average results of an artificial intelligence tool may look positive while hiding who receives worse answers, who gives up more data, and who lacks a human alternative.

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When measuring better requires looking beyond a single number — a generation that talks with machines: Artificial intelligence and adolescence

A single number may look objective while concealing learning, inequality, well-being, and artificial-intelligence errors. Better measurement requires combining evidence, listening to adolescents, and always preserving the possibility of reviewing a decision.

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Participating early changes decisions; participating later only decorates them — a quantum door that must also open opportunities: Quantum technologies without magic

Participation in quantum technologies matters when it arrives before the problem, budget, and success criteria are fixed. Opening a technological door also requires sharing the capacity to decide, learn, and benefit.

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Inequality often hides inside the average — a network that carries fragile states, not magic: Quantum technologies without magic

A quantum network can show convincing average fidelity while leaving some routes, times, or places with persistently worse service. Measuring the full distribution turns a physical promise into a public responsibility.

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What works for most people can exclude someone — looking beyond the screen: Technology and environment

Digital inclusion is also decided by time, devices, channels, and the ability to remedy harm. Designing for the average must not close rights or create more waste.

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A rumour travels fast when it tries to care — looking beyond the screen: Technology and environment

An alarming message can mobilise help or spread harm. Care in a connected environment requires verification, protection and repair before amplification.

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Conflict is not resolved by adding another screen — looking beyond the screen: Technology and environment

When a digital system produces conflict, more forms and dashboards usually displace it. Resolution requires examining power, access, repair, and material cost.

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The exception reveals the quality of a system — looking beyond the screen: Technology and environment

Incidents reveal costs, exclusions, and dependencies that averages hide. Addressing them enables fairer, more durable, and verifiable technology.

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A useful figure can still lead us to the wrong place — looking beyond the screen: Technology and environment

A figure can summarise reality, but it cannot replace it. Responsible decisions require looking at what an indicator leaves out, who bears its costs, and what evidence can correct it.

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Accepting does not always mean being able to choose — looking beyond the screen: Technology and environment

Digital acceptance is meaningful only when understandable information, equivalent alternatives, and a real ability to decline without losing essentials are available.

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The first question must come before the tool — looking beyond the screen: Technology and environment

The first question must come before the tool. In technology and environment, adoption began with the solution and not with a shared need.

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Supervising requires the power to stop and correct — when a procedure opens or closes a right: Public services and rights

Supervising a procedure requires detecting harm, pausing unsafe decisions, reviewing them, and providing remedy before a right is closed.

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