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1 | No | Judul Artikel | Tahun | Tipe Dokumen | Keputusan | Kriteria Terpenuhi | Alasan Screening | Tahap Dikeluarkan | ||||||||||||||||||
2 | 1 | Effects of students using different learning approaches for learning computational thinking and AI applications | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Secara eksplisit membandingkan SRL dan ELC dalam meningkatkan Computational Thinking (CT) di konteks pendidikan tinggi. Variabel utama SRL dan CT. | - | ||||||||||||||||||
3 | 2 | Children's knowledge construction of computational thinking in a play-based classroom | 2024 | Article | EXCLUDE | I1,I2,I3,I4,I5,I6 | Fokus utama CT dalam early childhood education dengan pendekatan bermain; self-directed learning disebutkan marginal. Tidak ada variabel SRL yang substantif. | Tahap 2 - Abstract Screening | ||||||||||||||||||
4 | 3 | Conceptual Structure and Trend Topics of the Education and Information Technologies Journal: A Bibliometrics Analysis | 2025 | Article | EXCLUDE | I3,I4,I5,I6 | Bibliometric analysis jurnal EAIT secara umum, tidak membahas SRL atau CT secara substantif. Topik tidak relevan. | Tahap 1 - Title Screening | ||||||||||||||||||
5 | 4 | Reflections and Abstraction in Problem Based Learning | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Membahas komponen CT (abstraksi) dalam PBL; refleksi dikaitkan dengan self-directed learning dan metacognition yang merupakan komponen SRL. | - | ||||||||||||||||||
6 | 5 | Using Self-Regulated Learning Prompts for Assessment for Learning Purposes and to Improve Computer Science Students' Performance: An Experimental Study | 2026 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Eksplisit menguji model CA:SRL dengan SRL prompts dalam CS education; computational thinking sebagai konteks utama pembelajaran. | - | ||||||||||||||||||
7 | 6 | Cognitive enhancement through competency-based programming education: a 12-year longitudinal study | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Studi longitudinal 12 tahun membahas pengembangan kompetensi kognitif dalam programming education; relevan dengan CT dan strategi pembelajaran mandiri. | - | ||||||||||||||||||
8 | 7 | DATAWHYS PHASE 1: PROBLEM SOLVING TO FACILITATE DATA SCIENCE & STEM LEARNING AMONG SUMMER INTERNS | 2021 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus data science dan STEM problem-solving; CT disebutkan tetapi bukan variabel utama. SRL tidak dibahas. Relevansi superfisial. | Tahap 2 - Abstract Screening | ||||||||||||||||||
9 | 8 | Computer science education as a humanistic endeavor: a model for designing technology-rich formative experiences | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Membahas CT dalam CS education dengan kerangka humanistik; self-directed learning dan autonomy sebagai komponen SRL dibahas substantif. | - | ||||||||||||||||||
10 | 9 | Exploring the Impact of Gamification on Self-Directed Learning: A Study in an Online Learning Environment | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Secara eksplisit meneliti dampak gamifikasi pada SRL dan CT. Kedua variabel utama (SRL dan CT) menjadi fokus penelitian dalam online learning. | - | ||||||||||||||||||
11 | 10 | Using multimodal learning analytics to understand the combined effects of dynamic self-regulated scaffoldings and learning from examples on computer programming | 2026 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Meneliti scaffolding SRL dalam programming education dengan fokus CT dan self-regulation. Sangat relevan: SRL, programming, CT. | - | ||||||||||||||||||
12 | 11 | How Learners' Trust Changes in Generative AI over a Semester of Undergraduate Courses | 2025 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus kepercayaan terhadap Generative AI chatbot; tidak membahas SRL atau CT secara substantif. | Tahap 1 - Title Screening | ||||||||||||||||||
13 | 12 | Formative Assessment of Computational Thinking: Cognitive and Metacognitive Processes | 2021 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Meneliti proses kognitif dan metakognitif dalam formative assessment CT; SRL (forethought, performance, reflection) menjadi kerangka task design. Sangat relevan. | - | ||||||||||||||||||
14 | 13 | Supporting the Self-Regulated Learning of Primary School Students With a Performance-Based Assessment Platform for Programming Education | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Secara langsung meneliti SRL dalam programming education dengan scaffolding dan assessment platform. Sangat relevan dengan tema artikel. | - | ||||||||||||||||||
15 | 14 | Scaffolding self-regulation in project-based programming learning through online collaborative diaries to promote computational thinking | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Sangat relevan: scaffolding SRL dalam programming untuk meningkatkan CT di higher education. Membahas langsung hubungan SRL → CT. | - | ||||||||||||||||||
16 | 15 | Reflections and Decomposition in Problem Based Learning | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Membahas komponen CT (dekomposisi) dalam PBL; refleksi dikaitkan dengan self-directed learning dan metacognition (komponen SRL). | - | ||||||||||||||||||
17 | 16 | Patterns of computational thinking development while solving unplugged coding activities coupled with the 3s approach for self-directed learning | 2020 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Secara eksplisit mengintegrasikan self-directed learning (komponen SRL) dengan pengembangan CT melalui unplugged coding. Relevan langsung. | - | ||||||||||||||||||
18 | 17 | Roles of programming self-efficacy, cognitive styles, and self-regulated learning strategies on computational thinking in computer programming | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Secara eksplisit meneliti peran SRL strategies terhadap CT dalam computer programming. Variabel SRL dan CT keduanya jadi fokus utama. Sangat relevan. | - | ||||||||||||||||||
19 | 18 | "Start from scratch": Integrating computational thinking skills in teacher education program | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT terintegrasi dalam teacher education dengan Scratch; gamifikasi dan scaffolding relevan dengan SRL. CT menjadi variabel utama. | - | ||||||||||||||||||
20 | 19 | PERSONALIZED DIGITAL LEARNING ENVIRONMENT WITH DIFFERENTIATED INSTRUCTION TO FOSTER COMPUTATIONAL THINKING IN ROBOTICS EDUCATION | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Personalized learning untuk CT dalam robotics education; differentiated instruction berkaitan dengan SRL. CT sebagai variabel utama. | - | ||||||||||||||||||
21 | 20 | Dynamic interplays between self-regulated learning and computational thinking in primary school students through animations and worksheets | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Sangat relevan: secara eksplisit meneliti interaksi dinamis antara SRL dan CT pada siswa sekolah dasar. Kedua variabel utama penelitian. | - | ||||||||||||||||||
22 | 21 | Development of learning systems for children to promote self-directed choosing of learning tasks | 2021 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT, ICT literacy, dan self-directed learning (komponen SRL) terintegrasi dalam sistem pembelajaran anak. CT menjadi salah satu segmen keterampilan utama. | - | ||||||||||||||||||
23 | 22 | From Formal to Operational: A Triangulated Analysis of Policy, Practice, and Perception Regarding Digital Competence Development in Mathematics and IT Teacher Education | 2026 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus digital competence (DigCompEdu) dalam teacher education; CT dan SRL tidak dibahas substantif. Topik lebih kepada kebijakan digital literacy. | Tahap 2 - Abstract Screening | ||||||||||||||||||
24 | 23 | Cloud-based learning and cognitive development among lower-secondary students (Grades 8–9): evidence from schools in Kazakhstan | 2026 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT sebagai variabel outcome dalam cloud-based learning; cognitive engagement dan CS education menjadi konteks. CT dibahas substantif. | - | ||||||||||||||||||
25 | 24 | An intelligent tutoring system for programming education based on informative tutoring feedback: system development, algorithm design, and empirical study | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | ITS dirancang untuk mendukung self-directed learners dalam programming; CT sebagai variabel outcome. SRL (self-directed) dan CT keduanya substantif. | - | ||||||||||||||||||
26 | 25 | The Effect of Time Management and Help-Seeking in Self-Regulation-Based Computational Thinking Learning in Taiwanese Primary School Students | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Sangat relevan: meneliti time management dan help-seeking (komponen SRL) dalam CT learning. Judul eksplisit 'Self-Regulation-Based Computational Thinking'. | - | ||||||||||||||||||
27 | 26 | Reflections and Pattern Recognition in Problem Based Learning | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT (pattern recognition) dalam PBL; self-directed learning dan refleksi (komponen SRL) dibahas substantif. | - | ||||||||||||||||||
28 | 27 | Development and Application of Elementary School AI Education Program Using the International Baccalaureate (IB) Primary Years Programme (PYP) Approach | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT sebagai tujuan utama program AI education; konteks pendidikan dasar. CT menjadi variabel outcome yang substantif. | - | ||||||||||||||||||
29 | 28 | Measuring and Analyzing Students' Strategic Learning Behaviors in Open-Ended Learning Environments | 2022 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Strategi belajar sebagai komponen SRL diukur dalam open-ended learning; relevan dengan monitoring dan evaluasi diri dalam SRL. | - | ||||||||||||||||||
30 | 29 | Promoting Interdisciplinary Learning With Generative AI Through Self-Regulated Scaffolding | 2026 | Article | EXCLUDE | I2,I3,I4,I5,I6 | SRL scaffolding dibahas dalam konteks GenAI untuk interdisciplinary learning; CT tidak dibahas. SRL ada tetapi tanpa komponen CT. | Tahap 2 - Abstract Screening | ||||||||||||||||||
31 | 30 | Improving the learning-teaching process through adaptive learning strategy | 2024 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus adaptive learning strategy dan SRL di engineering; CT tidak dibahas substantif. Tidak ada koneksi SRL-CT. | Tahap 2 - Abstract Screening | ||||||||||||||||||
32 | 31 | The Computational Thinking Scale for Computer Literacy Education | 2021 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Pengembangan dan validasi skala CT dalam computer literacy education; problem-solving dan programming dibahas substantif sebagai komponen CT. | - | ||||||||||||||||||
33 | 32 | Inquiry-based environments for bio-signal processing training in engineering education | 2022 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus inquiry-based learning dalam engineering education untuk bio-signal processing; CT disebutkan marginal, SRL tidak dibahas. | Tahap 2 - Abstract Screening | ||||||||||||||||||
34 | 33 | Coding and computational thinking: Foundation Phase mathematics students' experiences and reflections | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT dan coding dalam mathematics teacher education; refleksi dibahas substantif. CT sebagai variabel utama dengan konteks pendidikan guru. | - | ||||||||||||||||||
35 | 34 | Co-Design as an Innovative Professional Development Model: Equipping PK-8 Preservice Teachers to Learn and Teach Computational Thinking | 2026 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT sebagai tujuan utama; self-directed dan self-paced learning (komponen SRL) terintegrasi dalam model co-design professional development. | - | ||||||||||||||||||
36 | 35 | Using artificial intelligence in the development of self-determined lifelong learners in higher education: a scoping review | 2025 | Article | EXCLUDE | I2,I3,I4,I5,I6 | Fokus AI untuk pengembangan self-determined learning; CT tidak dibahas. SRL ada dalam bentuk self-determined learning tapi tanpa koneksi CT. | Tahap 2 - Abstract Screening | ||||||||||||||||||
37 | 36 | From learning to leading: how self-regulated learning drives innovation among a fresh management graduate | 2025 | Article | EXCLUDE | I3,I4,I5,I6 | SRL dalam konteks manajemen dan inovasi bisnis; bukan konteks pendidikan CS/CT. Tidak membahas CT sama sekali. | Tahap 1 - Title Screening | ||||||||||||||||||
38 | 37 | Artificial intelligence learning platform in a visual programming environment: exploring an artificial intelligence learning model | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Platform AI learning dengan SRL dan CT sebagai variabel dalam visual programming. Kedua variabel (SRL dan CT) menjadi fokus penelitian PLS-SEM. | - | ||||||||||||||||||
39 | 38 | Automatic Feedback in Mathematics Education: A Pathway to Robotics and Computational Thinking | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | GeoGebra feedback meningkatkan SRL, pemahaman konseptual, dan CT dalam mathematics education. SRL dan CT keduanya dibahas substantif. | - | ||||||||||||||||||
40 | 39 | Scaffolding computational thinking: Pre-service teachers learning through scratch programming | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT scaffolding dengan Scratch dalam teacher education; autonomy dan tanggung jawab (komponen SRL) sebagai tujuan desain pembelajaran. | - | ||||||||||||||||||
41 | 40 | Applying computational analysis of novice learners' computer programming patterns to reveal self-regulated learning, computational thinking, and learning performance | 2021 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Sangat relevan: secara eksplisit menganalisis SRL dan CT dalam programming patterns. Judul menyebut SRL dan CT secara langsung. | - | ||||||||||||||||||
42 | 41 | Learning, Behavior, and Pedagogy: A Systematic Review of Generative AI Use in Programming Education | 2026 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | SRL (self-directed learning) dalam programming education dengan GenAI; relevan sebagai konteks programming education dan adaptasi pedagogi. | - | ||||||||||||||||||
43 | 42 | Interactions between self-regulated learning and assessment for learning in an undergraduate introductory computer science course | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Sangat relevan: SRL dan CT dalam introductory CS course di higher education. Keduanya menjadi fokus penelitian. | - | ||||||||||||||||||
44 | 43 | Information undergraduate and non-information undergraduate on an artificial intelligence learning platform: an artificial intelligence assessment model using PLS-SEM analysis | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT dalam AI learning platform pada STEM education; programming self-efficacy dan learning factors dianalisis. CT sebagai variabel utama. | - | ||||||||||||||||||
45 | 44 | Applying a Lightweight Graphics Library to Visually Corroborate Learning in Programming Introduction Courses | 2025 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | SRL dan metacognition dibahas dalam programming introduction courses; self-regulated learning menjadi kerangka evaluasi pembelajaran. | - | ||||||||||||||||||
46 | 45 | Thinking beyond Chatbots' Threat to Education: Visualizations to Elucidate the Writing or Coding Process | 2023 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Metacognition dan self-directed learning dalam coding/programming education; process-oriented learning relevan dengan SRL dalam CS education. | - | ||||||||||||||||||
47 | 46 | Effectiveness of Computational Thinking in Problem Based Learning | 2022 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | CT dalam PBL; self-directed learning sebagai skill esensial dibahas. CT menjadi variabel utama dengan konteks pendidikan tinggi. | - | ||||||||||||||||||
48 | 47 | Design-Based Research as Professional Development: Outcomes of Teacher Participation in the Development of the Science Practices Innovation Notebook (SPIN) | 2024 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | SRL dan CT sebagai kerangka professional development; kedua variabel dibahas substantif dalam konteks science education. | - | ||||||||||||||||||
49 | 48 | Computational Creativity Exercises: An Avenue for Promoting Learning in Computer Science | 2017 | Article | INCLUDE | I1,I2,I3,I4,I5,I6,I7 | Membahas SRL (keterlibatan termotivasi/teratur-diri) dan CT dalam CS education; tahun 2017 termasuk dalam rentang inklusi 2017-2026. Memenuhi seluruh kriteria. | - | ||||||||||||||||||
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