Integrating UTAUT and TTF models with personal innovativeness to examine smart home appliance adoption for sustainable consumption.
Wang; Chao; Chen; Chu; Ho; Huang · 2026 · Scientific reports
WASTE classifies this as Negative / Null Result Report · AI classification, approximate
The study found no significant effect — useful as a negative control or null benchmark for your own design.
Abstract (excerpt)
Smart home appliances are pivotal for advancing energy efficiency and environmental sustainability; however, their widespread adoption faces complex psychological and functional barriers. This study investigates the key determinants of…
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WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.
Metadata source: PubMed · DOI 10.1038/s41598-026-51248-w