Adaptive Scaffolding in Inclusive Mathematics Learning: Design and Validation of the MAGENTA AI-Robot Learning Ecosystem

Muhammad Irfan, Andriyani Andriyani, Riawan Yudi Purwoko, Siti Kholifah, Rofi Amiyani, Nafida Hetty Marhaeni

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DOI: 10.21203/rs.3.rs-9143551/v1
Published: 2026-04-23
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Publisher: Springer Science and Business Media LLC
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Cite this work

BibTeX

@article{allodium:10.21203/rs.3.rs-9143551/v1,
  title = {Adaptive Scaffolding in Inclusive Mathematics Learning: Design and Validation of the MAGENTA AI-Robot Learning Ecosystem},
  author = {Muhammad Irfan and Andriyani Andriyani and Riawan Yudi Purwoko and Siti Kholifah and Rofi Amiyani and Nafida Hetty Marhaeni},
  year = {2026},
  doi = {10.21203/rs.3.rs-9143551/v1},
  url = {https://doi.org/10.21203/rs.3.rs-9143551/v1}
}

RIS

TY  - JOUR
TI  - Adaptive Scaffolding in Inclusive Mathematics Learning: Design and Validation of the MAGENTA AI-Robot Learning Ecosystem
AU  - Muhammad Irfan
AU  - Andriyani Andriyani
AU  - Riawan Yudi Purwoko
AU  - Siti Kholifah
AU  - Rofi Amiyani
AU  - Nafida Hetty Marhaeni
PY  - 2026
DO  - 10.21203/rs.3.rs-9143551/v1
UR  - https://doi.org/10.21203/rs.3.rs-9143551/v1
ER  -

APA

Irfan, M., Andriyani, A., Purwoko, R. Y., Kholifah, S., Amiyani, R., & Marhaeni, N. H. (2026). Adaptive Scaffolding in Inclusive Mathematics Learning: Design and Validation of the MAGENTA AI-Robot Learning Ecosystem. https://doi.org/10.21203/rs.3.rs-9143551/v1

Source records

crossref · retrieved 2026-09-26T03:34:50.017Z