When Consistency Becomes Bias: Interviewer Effects in Semi-Structured Clinical Interviews
This work analyzes three datasets: ANDROIDS, DAIC-WOZ, E-DAIC and identifies a systematic bias from interviewer prompts in semi-structured interviews that highlights a cross-dataset, architecture-agnostic bias and emphasizes the need for analyses that localize decision evidence by time and speaker to ensure models lear...