challenge-articulate

A research challenge is articulated by extracting the dominant failure mode from a diagnosis, generating candidate challenges, and applying structural tests to identify the core barrier. This refines raw failures into a defined research objective.

A structural test in research planning evaluates candidate challenges against structural, narrowing, and prediction criteria. It ensures the selected challenge accurately targets the underlying barrier behind diagnosed failures rather than superficial symptoms.

Use literature search to refine a research challenge by retrieving existing articulations and prior scholarly work. Comparing candidates against this literature informs the final selection and grounds the articulated barrier in established academic research.

Yes, you can persist a selected research challenge in project records automatically using Python scripts. The skill executes this persistence for downstream pipeline stages while explicitly ensuring human review of the chosen challenge.

You need to identify the core barrier behind research failures immediately after a system diagnosis. Transforming a raw diagnosis into a clearly articulated challenge is essential for planning subsequent research steps and mapping to methods.

Yes, the challenge articulation process requires prior system diagnosis data. It loads the latest diagnosis to extract the dominant failure mode, serving as the foundational input for generating and evaluating candidate research challenges.