Library / Human Capability Development Principles Framework
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HCD.18:11 - SoTA-Echoing

The working question is how to obtain an evaluation that discriminates useful material support at reasonable effort. The selected line combines use-bound validity, examples that distinguish rival rules, functional feedback, and calibrated interpretation of reader evidence. Its advantage over a heading checklist or an unqualified correct-answer count is that a detected difference selects a different repair or evidence claim. The deliberate cost is constructing meaningful contrasts.

Practice choiceAdopt, adapt, or reject; effect on this patternSource contribution, limit, and reopen condition
Tie a judgement to the intended interpretation and useAdapt use-bound validity in sections 4.1–4.2 and S1. A single context-free material score cannot answer an assistance-dependent use question.The AERA/APA/NCME Standards (2014) supply the assessment-validity anchor, not a book-quality scale. Reopen when the audience, task, or inference changes.
Make an example distinguish consequentially different rulesAdapt contrastive example design in sections 4.2 and 4.6. The uninterrupted example in M0 cannot discriminate the two time rules; an interruption can at similar reading effort.Wesenberg et al. (2025) supply failure evidence about ambiguous worked examples in brief units and two topics. The local time example is a constructed application, not their experiment. Reopen when ambiguity is deliberate preparation and later instruction actually resolves the alternatives.
Evaluate what feedback permits nextAdapt a separate feedback-and-continuation property in section 4.3 and S1. A key can mark an error without enabling correction.Wisniewski et al. (2020) synthesize heterogeneous feedback effects; presence or quantity is an inadequate default. They establish no local passing threshold. Reopen when a different support arrangement changes the next action or required evidence.
Calibrate an automated judgement for the property being judgedAdopt bounded calibration in section 4.6 and reject simulated novice success as human evidence. This costs a discriminating probe but can expose expert rescue of defective material.Bavaresco et al. (2025) find task-dependent LLM/human agreement across NLP evaluations. This is counterevidence to unrestricted substitution, not validation of a learning-material rubric. Reopen for a new evaluator, property, or audience-dependent inference.