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// SPDX-License-Identifier: Prosperity-3.0.0
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// Copyright Scientific Computing Studio
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// Source: https://git.scient.ing/education/coursebank
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//! Psychometrics: what the responses say about the items and about the students.
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//!
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//! ```text
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//! responses ──▶ classical ──┬──▶ students ──▶ reports
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//! └──▶ irt ───────┤
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//! └──▶ calibrate ──▶ back onto the items
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//! ```
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//!
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//! [`classical`] is the one that changes what you do next. The corrected
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//! point-biserial answers "did the students who knew the material get this right?",
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//! and a negative one almost always means a keying error or a second defensible
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//! reading of the stem.
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//!
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//! [`irt`] adds difficulty-aware ability estimates. Its priors are on by default
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//! and that is not a stylistic choice: unpenalized maximum likelihood has no finite
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//! solution for an item everyone answered correctly, and real classroom exams
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//! contain those routinely.
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//!
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//! [`students`] turns item statistics into per-objective standing, and is careful
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//! about what three questions can honestly support — it classifies on the observed
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//! rate and reports confidence from the Wilson interval separately.
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//!
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//! [`calibrate`] is the arrow back to authoring, and the reason the system
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//! compounds: statistics written onto an item are there the next time you consider
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//! using it. It writes to [`crate::model::bank`] files, which is the one place this
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//! module reaches upward, and it always shows a diff first.
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//!
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//! Everything here labels its own uncertainty. A point-biserial from twenty-four
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//! examinees has a standard error near 0.2, and a tool that reports it to three
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//! decimals without saying so is lying by omission.
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pub mod calibrate;
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pub mod classical;
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pub mod irt;
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pub mod students;
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