https://jnthorp.github.io/tag/ai/AIHugo Blox Builder (https://hugoblox.com)en-usTue, 21 Jan 2025 00:00:00 +0000https://jnthorp.github.io/media/icon_hu7032ec0ed3b220067d1822c52f98a335_44239_512x512_fill_lanczos_center_3.pnghttps://jnthorp.github.io/tag/ai/https://jnthorp.github.io/project/reflectify/Tue, 21 Jan 2025 00:00:00 +0000https://jnthorp.github.io/project/reflectify/<p>Reflectify is an <strong>AI-powered research tool</strong> that analyzes students&rsquo; written reflections on their learning experiences to predict exam performance and provide personalized improvement strategies.</p> <p>Built using <strong>natural language processing</strong>, <strong>machine learning</strong>, and <strong>SHAP explainable AI</strong>, Reflectify helps students understand which reflection strategies actually improve their academic outcomes.</p> <h2 id="-research-based-features">🔬 Research-Based Features</h2> <ul> <li><strong>Performance Prediction</strong>: Probabilistic exam improvement forecasting</li> <li><strong>Strategy Detection</strong>: Automatic identification of learning and reflection strategies</li> <li><strong>SHAP Explainability</strong>: Clear explanations of which features matter most</li> <li><strong>Personalized Feedback</strong>: GPT-4 powered recommendations tailored to individual reflections</li> <li><strong>Evidence-Based Guidance</strong>: Specific action steps based on educational research</li> </ul> <h2 id="-educational-impact">📊 Educational Impact</h2> <p>This tool bridges the gap between <strong>metacognitive theory</strong> and <strong>practical application</strong>, helping students develop more effective reflection practices through data-driven insights.</p>