Claims

Educational smart contracts execute in 21–49 ms with certification the costliest and the only human-approved contract

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? In the prototype's consortium blockchain setting, the four smart contracts executed efficiently, with average execution times ranging from 21 to 49 ms, and CertificationContract showed the highest computational cost and required teacher co-signing. → Fuan Xiao 2026

Evidence

Fuan Xiao 2026

Fuan Xiao, Jiahui Huang, Jia-Xin Huang, Huali Ren and Lang Li. (2026). Integrating LLM with consortium blockchain for personalized and verifiable online education in higher education. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00618-5

q2 · i? · design · r2

Prototype performance measurement (Table 1) of the four smart contracts under the consortium blockchain setting, reporting average execution times from 21 to 49 ms; CertificationContract was "the highest computational cost" with human approval required. Gas costs ranged Low/Medium/High as tabulated.

"The results indicate that the contracts executed efficiently, with average execution times ranging from 21 to 49 ms. Among them, the CertificationContract exhibited the highest computational cost and required teacher co-signing to ensure authenticity and accountability in credential issuance."

Discussion

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Page metadata
Field Value
type claim
id smart-contract-execution-21-49ms-certification-costliest
title Educational smart contracts execute in 21–49 ms with certification the costliest and the only human-approved contract
description Educational smart contracts execute in 21–49 ms with certification the costliest and the only human-approved contract
status review
evidence_strength moderate
newest_evidence 2026
recheck_by 2029
generated by process:wiki-ingest on 2026-10-12
trust unverified — no one has confirmed this page's content
sources 1 — fuan-xiao-2026

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