CARE / CSO

Adoption and Equity

Adoption and Equity brings together Adoption Disparity, Education Pilots, Cultural Sovereignty, Format Tolerance, and Workforce Translation, and related investigations. Within the CARE / CSO Theme, these studies examine a shared problem from different human, technical and institutional perspectives. The Topic makes their relationships explicit so that methods, risks, discoveries and unresolved que

• SUB-0012 — Adoption Disparity: Which barriers most strongly explain non-adoption or under-adoption across target populations?
• SUB-0013 — Education Pilots: What pilot design features predict successful scale-up without loss of equity or cultural integrity?
• SUB-0014 — Cultural Sovereignty: Which design and governance practices preserve local epistemic authority under AI assistance?
• SUB-0015 — Format Tolerance: Which input and output adaptations most improve performance for non-dominant formats and languages?
• SUB-0016 — Workforce Translation: What training, incentive and workflow changes convert pilot success into sustained workforce practice?
• SUB-0017 — Harm & Auditability: Which audit designs surface real-world harm early enough for effective remediation?

Cultural Sovereignty and Equitable Adoption

Cultural Sovereignty and Equitable Adoption brings together CARE-1 — Indigenous CARE Protocol. Within the CARE Theme, these studies examine a shared problem from different human, technical and institutional perspectives. The Topic makes their relationships explicit so that methods, risks, discoveries and unresolved questions can be interpreted as one research programme rather than isolated studies

Cognitive Shift Observation and Adoption

Cognitive Shift Observation and Adoption brings together CSO — Cognitive Shift Observatory. Within the CSO Theme, these studies examine a shared problem from different human, technical and institutional perspectives. The Topic makes their relationships explicit so that methods, risks, discoveries and unresolved questions can be interpreted as one research programme rather than isolated studies.

Adoption Disparity

The meeting began with a number everyone liked and a question nobody could answer. Output had risen. Complaints had fallen. But Ruby Johnson asked what had happened to judgement, agency and the abilit

Education Pilots

The dashboard was green, but Mei Tan did not trust it. The team had finished faster with AI, yet nobody could say whether they had learned more, understood less, or simply moved the verification work

Cultural Sovereignty

At 8:10 on Monday morning, Kirra Yunupingu watched two people receive the same AI advice and move in opposite directions. One became more capable. The other became quieter, less certain and increasing

Format Tolerance

The meeting began with a number everyone liked and a question nobody could answer. Output had risen. Complaints had fallen. But Mateo Silva asked what had happened to judgement, agency and the ability

Workforce Translation

The dashboard was green, but Helen Brooks did not trust it. The team had finished faster with AI, yet nobody could say whether they had learned more, understood less, or simply moved the verification

Harm & Auditability

At 8:10 on Monday morning, Samira Patel watched two people receive the same AI advice and move in opposite directions. One became more capable. The other became quieter, less certain and increasingly

CARE-1 — Indigenous CARE Protocol

The dashboard was green, but Aunty Marlene Reid did not trust it. The team had finished faster with AI, yet nobody could say whether they had learned more, understood less, or simply moved the verific

CSO — Cognitive Shift Observatory

At 8:10 on Monday morning, Owen Price watched two people receive the same AI advice and move in opposite directions. One became more capable. The other became quieter, less certain and increasingly de