Assessing depression using Reddit posts: ticking the PHQ-9 criteria does not provide any net benefit over step-by-step reasoning
Having an LLM identify the clinical criteria in a message, rather than asking it to provide a direct score, makes the assessment more verifiable, but not more reliable, and fails to detect most severe cases.