1. Turn-by-Turn AI Dialogue Classifier
Classify each prompt/response against the 5 CHI '24 dimensions. Toggle depth to observe metric shifts.
2. 5-Question Intellectual Contribution Scaffolder
CHI '24 Assessment Design guidelines to verify human agency, critical scrutiny, and hallucination containment.
Audit Telemetry & CHI '24 Benchmark
Empirical baseline of 49 graduate student assignments
5
Total Turns
2
Deep Turns
3
Shallow Turns
Planning & Generating Ideas
Shallow: 100% (Cohort: 84%)
Finding & Evaluating Info
Shallow: 100% (Cohort: 90%)
Writing & Revising
Shallow: 100% (Cohort: 100%, 0% Deep)
Dialogue & Conversational Probing
Deep: 100% (Cohort: 8% Deep, 91% Shallow)
Reflecting on AI Learning
Deep: 100% (Cohort: Deepest Area)
Student Transcript
Shibani '24 Baseline
Assessment Diagnostic Verdict
Critical Depth in Reflection & Dialogue; Shallow Planning and Revision typical of baseline cohort
Explicitly Documented with Independent Cross-Verification