urn:uuid:896ff5d3-a459-5eeb-ae17-46f638334a88 SocioLens — RO-LD08-03: Do developers' usage statistics hold up when someone else classifies the conversations? New versions of this research opportunity and changes to the claims it rests on. 2026-10-16T00:00:00Z SocioLens urn:uuid:9a7e0e4c-6c13-5e4e-be78-fec6606df838 New research opportunity: RO-LD08-03 — Do developers' usage statistics hold up when someone else classifies the conversations? 2026-10-16T00:00:00Z When the same chatbot conversations are classified independently of the developer, with a validated scheme and human-coded benchmarks, how far do headline usage measures such as the automation share, the work share and task success move away from the figures developers publish?