Claims

ChatGPT applications in STEAM IBL cluster in the investigation, conceptualization and discussion phases, leaving orientation and conclusion largely unexplored

Claim · All claims
Evidence · 1 study · review r2 · q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

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.

q3 i? Across the 24 articles, ChatGPT was most frequently applied in the investigation phase (n = 20), followed by conceptualization (n = 17) and discussion (n = 13), with far fewer studies in orientation (n = 5) and conclusion (n = 8). → Haozhe Jiang 2026

Evidence

Haozhe Jiang 2026

Haozhe Jiang, Yixin Li, Ritesh Chugh, Yueyou Xin and Hongyu Cheng. (2026). The AI-powered co-inquirer: a systematic review of ChatGPT for inquiry-based learning in STEAM education. International Journal of STEM Education. https://doi.org/10.1186/s40594-026-00628-9

q3 · i? · review · r2

RQ2 phase-distribution analysis of phase occurrences across the 24 articles (Fig. 8); because studies involved ChatGPT in multiple stages, total occurrences exceeded 24. The review separately reports orientation (n = 5) and conclusion (n = 8) as underrepresented.

"The results show that ChatGPT was most frequently applied in the investigation phase (n = 20), followed by the conceptualization (n = 17) and discussion phases (n = 13)."

Discussion

Page metadata
Field Value
type claim
id chatgpt-ibl-phase-coverage-imbalance
title ChatGPT applications in STEAM IBL cluster in the investigation, conceptualization and discussion phases, leaving orientation and conclusion largely unexplored
description ChatGPT applications in STEAM IBL cluster in the investigation, conceptualization and discussion phases, leaving orientation and conclusion largely unexplored
status review
evidence_strength moderate
newest_evidence 2026
generated by process:wiki-ingest on 2026-10-11
trust unverified — no one has confirmed this page's content
sources 1 — haozhe-jiang-2026

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