Machine Learning Curriculum Recommendation Engine

Create a sophisticated recommendation system using scikit-learn that suggests personalized learning pathways for graduate students in scientific disciplines. The system should analyze a student's prior coursework, research interests, publication history, and skill assessments to generate dynamically weighted curriculum recommendations with confidence scores and potential research alignment probabilities.