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Intan Sari Rufiana
Universitas Negeri Malang
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Journal : journal of educational technology and learning creativity

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Integrating Artificial Intelligence and Science Education to Support Computational Thinking: A Multi-Model Benchmarking Study in Primary Numeracy Suprih Widodo; Muhamad Akda Fathul Barri; Ayu Permata Sari; Hapizah Hapizah; Intan Sari Rufiana; Sumarni Sumarni; Zuriani Mustaffa
Journal of Educational Technology and Learning Creativity Vol. 4 No. 1 (2026): June
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/jetlc.v4i1.3397

Abstract

Purpose of the study: This study investigates the multidisciplinary integration of artificial intelligence, learning analytics, cognitive psychology, and science education to evaluate three Large Language Model (LLM) configurations. It aims to optimize an adaptive digital scaffolding framework for primary computational thinking (CT) and scientific reasoning under tight latency constraints. Methodology: Deployed via Python 3.11 within an automated benchmarking ecosystem, OpenAI gpt-5-mini, Google gemini-3.5-flash, and Meta llama-3.3-70b-versatile (Groq LPU) were evaluated across 15 Bebras tasks (135 structured API interactions). The multidisciplinary validation applied content and psycholinguistic triage to analyze the interface between technical inference latency and the continuity of students' scientific inquiry processes. Main Findings: Meta Llama-3.3-70b achieved optimal performance with a 0.2687s latency, maximizing the Student Waiting Threshold (SWT) compliance margin to support uninterrupted scientific schema construction. OpenAI GPT-5 Mini exhibited superior Socratic instruction adherence (6.9% failure) but introduced a 2.3764s latency overhead. Gemini 3.5 Flash truncated crucial pedagogical contexts due to its constrained 3-token output distribution. Novelty/Originality of this study: This work introduces a multidisciplinary engineering blueprint that bridges hardware-level computing optimization with technology-enhanced science education. By formalizing a latency-constrained routing protocol, it establishes a theoretical model demonstrating how infrastructure responsiveness directly safeguards the cognitive sustainability of scientific reasoning and problem-solving sequences in primary STEM learning contexts.
Co-Authors Abdur Rahman As’ari Achmad Noerkhaerin Putra Ade Eka Anggraini Agus Harianto Agus Subiyakto Ainun Naziya Rohmah Ainur Rofiqi Ali Shodikin Alif Mudiono Amaliya Islami Nurlaili Amaliya, Fierda Nursitasari Amaliya, Fierda Nursitasari Anita Dewi Utami Anita Zunarni Arta Ekayanti, Arta Asrofah, Fitrika Lailatul Astika Berliana Wanti Astri Wuryani Atikah Nur Izzah Aulia Al Tsani Izzati Aynin Mashfufah Ayu Permata Sari Camilla Pinkan Pawestri Cholis Sa’dijah Daimaturrohmatin Daimaturrohmatin Danang Tria Wibowo Denis Indria Tarelluan Dewi , Elsa Haruna Dewi, Elsa Haruna Dian Ratna Sari Diyah Puspita Sari Dwi Avita Nur Hidayah Elsa Haruna Dewi Fadhillah, Alfiah Lailatul Fahrany Wahyu Andini Faizah, Siti Fatchur Rahman Taufiq Fatikh Inayahtur Rahma Fauziah, Nanda Nissa FAUZIYAH Fauziyah Fauziyah Fierda Nursitasari Amaliya Fina Zulfa Mustafidah Firsa Damayanti Gatut Iswahyudi Hapizah Hardhita, Rizki Septa Herini, Muji Hery Susanto I Gusti Agung Shomia Anjali Imam Rofiki Imam Suyitno Imelda Dastania Pradani Istiqomah, Roshydatul Iswahyudi, Gatut Izzati, Aulia Al Tsani Kaisra Alfikri Islami Kholidatul Khasanah Kiki Niken Saputri Lathiful Anwar Makbul Muksar Mardhatillah Mardhatillah Mardhatillah Mardhatillah Mardhatillah, Mardhatillah Mardiyana Mardiyana Maria Kurniati Jemeo Mariani, Sijah Maya Eka Purwanti Megania Herawati Mirayanti Mohamad Aminudin Mohammad Yusuf Randy Mohammad Zainuddin, Mohammad Muhamad Akda Fathul Barri Muhammad Kharis Muhibuddin Fadhli Munawaroh, Ika Tri Murti, Ajeng Krisna Naana, Tesya Mahdaniya Ode Nabilla Fissalma Naning Tyas Ayu Hera Warsito Navik Khusniah Ningsih, Tutut Hartina Ilmiah Novi Rahmadhani Putri Novitasari, Herawati Nunik Setyowati Nur Inayah Ahlan Nurhidayah, Dwi Avita Nursitasari Amaliya, Fierda Nurul Azizah Nurul Hidayati Nurul Rahmawati Nurzatulshima Kamaruddin Ode Naana, Tesya Mahdaniya Oktaviani Adhi Suciptaningsih Pawartani, Transita Punaji Setyosari Purwanti, Peni Putri, Fivi Intan Permata Radeni Sukma Indra Dewi Ratna Ekawati Ratna Ekawati Ratna Ekawati Ratna Ekawati, Ratna Ekawati Ratna Sari Dewi Reginta Syafira Anggari Riska Pristiani Rofiqi, Ainur Ronald Ronald Rudi Prasetyo Salam, Haerul Selfiana Annisa Septiana, Risa Setianingsih Setianingsih Setianingsih Setianingsih, Setianingsih Shirly Rizki Kusumaningrum Sholihah, Mar`atus Shoolikhah, Luthfiya `Aqidatu Siti Faizah Siti Lami'ah Siti Salwa Lita Azizah Siti Umayah, Siti Situmorang, Raja Uruk Slamet Arifin Slamet Arifin SOLICHAH, ELIS NOVIATUS Sri Rahayuningsih SRI RAHAYUNINGSIH Sri Rahayuningsih Sri Untari Subanji Subanji Sumaji Sumaji Sumaji Sumarni Sumarno . SUYONO Suyono Suyono Suyono Suyono Tesya Mahdaniya Ode Naana Transita Pawartani Tri Handayani Tri Wahyuni, Yeni Trinuryono, Sabekti Utami, Ririn Puji Vinarahmah, Aula Rizqi Wahyu Nurlaili Wahyudi WAHYUDI Wahyudi Sastro Wahyudi Wahyudi Wahyudi Wahyudi Wahyudi Wahyudi Wahyuni, Yeni Tri Waliah, Diyah Rutin Wanti, Astika Berliana Wicaksono, Adyatma Nugrahsanto Widiasih, Widiasih Wiwin Nafidatul Marifah Wulantar, Veny Yeni Kartika Dewi Yeni Kartika Dewi Yuwiarti, Ika Zuriani Mustaffa