AI analysis reveals top predictors of first grade success: Insights from multifactorial screening students’ early days of school

Early prediction of students' primary school academic performance is crucial for planning timely interventions for those expected to struggle. Random Forest, Gradient Boosting, and Extra Trees AI techniques were used to study 2549 first graders to predict end-of-year academic performance and id...

وصف كامل

التفاصيل البيبلوغرافية

الحاوية / القاعدة:	Computers and Education: Artificial Intelligence
المؤلفون الرئيسيون:	Pedro Bem-Haja, Paulo Nossa, Andreia J. Ferreira, Diogo S. Pereira, Carlos F. Silva
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	Elsevier 2025-06-01
الموضوعات:	Primary school Academic achievement Machine learning Cognition Early numeracy Early literacy
الوصول للمادة أونلاين:	http://www.sciencedirect.com/science/article/pii/S2666920X25000554