✅- Level of detail = description of context and performance ✅- Suggestion for "improvement" given ✅- "written" feedback - Link ✅ - How specific was the evaluator in describing the behavior? => exact language of Q1 ✅ get rid of overall model just use component model - get rid of true comments ✅ Medical education requires high-quality *written* feedback, but evaluating these *supervisor narrative comments* is time-consuming. The QuAL score has validity evidence for measuring the quality of short comments in this context. We developed a NLP/ML-powered tool to assess written comment quality via the QuAL score with high accuracy. Try it for yourself! - include confidence bar ✅ change out to formal descriptions # Paper - zotero refs - methods comments - flowchart figure - final word clouds - add within-1 accuracy numbers