examples:
  Course:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: introductory
    teachingTopic: Multiple regression with attendance and test scores
  DiamondsII:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: intermediate
    teachingTopic: Power-law prediction with one numeric predictor
  DiamondsIII:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: advanced
    teachingTopic: Power-law prediction adjusted for diamond quality factors
  DiamondsIV:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: advanced
    teachingTopic: Adjustment comparison in power-law prediction
  DiamondsUnitChange:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: intermediate
    teachingTopic: Unit-change interpretation for diamond price prediction
  Mtcars:
    exampleAudience: classroom
    exampleFamily: lm
    exampleDifficulty: introductory
    teachingTopic: Linear regression with car fuel economy
  Oysters:
    exampleAudience: classroom
    exampleFamily: logistic
    exampleDifficulty: intermediate
    teachingTopic: Logistic regression with binary outcomes
  Quakes:
    exampleAudience: classroom
    exampleFamily: poisson
    exampleDifficulty: intermediate
    teachingTopic: Poisson regression for earthquake frequency
  QuakesUnitChange0_1:
    exampleAudience: classroom
    exampleFamily: poisson
    exampleDifficulty: intermediate
    teachingTopic: Unit-change interpretation for earthquake frequency
  test-01-G00F:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression intercept-only fixture
  test-02-G01F:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression one-factor fixture
  test-03-G10F:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression one-numeric fixture
  test-04-G20F:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression two-numeric fixture
  test-05-G20T:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression two-numeric interaction fixture
  test-06-G11F:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression numeric-plus-factor fixture
  test-07-G11T:
    exampleAudience: test
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Linear regression numeric-by-factor interaction fixture
  test-08-B00F:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression intercept-only fixture
  test-09-B01F:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression one-factor fixture
  test-10-B10F:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression one-numeric fixture
  test-11-B20F:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression two-numeric fixture
  test-12-B20T:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression two-numeric interaction fixture
  test-13-B11F:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression numeric-plus-factor fixture
  test-14-B11T:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic regression numeric-by-factor interaction fixture
  test-15-P00F:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson regression intercept-only fixture
  test-16-P01F:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson regression one-factor fixture
  test-17-P10F:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson regression one-numeric fixture
  test-18-P11F:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson regression numeric-plus-factor fixture
  test-19-P11T:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson regression numeric-by-factor interaction fixture
  test-20-B01F-followup:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic follow-up prediction fixture
  test-21-B11F-followup:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic numeric-plus-factor follow-up fixture
  test-22-P01F-followup:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson follow-up prediction fixture
  test-23-P11F-followup:
    exampleAudience: test
    exampleFamily: poisson
    exampleDifficulty: developer
    developerPurpose: Poisson numeric-plus-factor follow-up fixture
  test-24-B01F-followup-odds:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic follow-up odds fixture
  test-25-B11F-followup-odds:
    exampleAudience: test
    exampleFamily: logistic
    exampleDifficulty: developer
    developerPurpose: Logistic numeric-plus-factor odds follow-up fixture
  test-SG-1:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-SG-2:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-SG-3:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-SG-4:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-SG-5:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-SG-6:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Scoring and grading fixture
  test-arousal-01:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Adjustment-variable UI fixture
  test-arousal-02:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Adjustment-variable UI fixture
  test-course-follow-up:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    developerPurpose: Course follow-up prediction fixture
  resid-low:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Observation-level residual inspection
    developerPurpose: Lower-tail residual-ranking fixture
  resid-high:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Observation-level residual inspection
    developerPurpose: Upper-tail residual-ranking fixture
  resid-unusual:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Observation-level residual inspection
    developerPurpose: Two-sided residual-ranking fixture
  diamond-neighbours:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Comparable-observation matching
    developerPurpose: Comparable-diamond fixture
  diamond-percentile:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Conditional-distribution boundary
    developerPurpose: Conditional-percentile deferral fixture
  poisson-residual:
    exampleAudience: developer
    exampleFamily: poisson
    exampleDifficulty: developer
    teachingTopic: Unsupported observation-level request
    developerPurpose: Non-linear-model rejection fixture
  CoursePurpose:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Intelligent handling of unclear-purpose questions
    developerPurpose: LLM review example for purpose clarification
  CourseCapability:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Model-specific question guidance
    developerPurpose: LLM review example for capability guidance
  CourseMissingPredictor:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Missing prediction inputs
    developerPurpose: LLM review example for missing predictor guidance
  CoursePassProbability:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Response-question mismatch
    developerPurpose: LLM review example for threshold-probability guidance
  CourseCausal:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Causal interpretation boundary
    developerPurpose: LLM review example for causal guidance
  CourseDiagnostics:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Model-adequacy boundary
    developerPurpose: LLM review example for diagnostic guidance
  DiamondsGoodDeal:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Comparable-observation request
    developerPurpose: LLM review example for a good-deal question
  DiamondsPercentile:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Conditional-distribution boundary
    developerPurpose: LLM review example for a percentile question
  DiamondsMissingPredictors:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Missing factor prediction inputs
    developerPurpose: LLM review example for incomplete diamond prediction
  DiamondsCausal:
    exampleAudience: developer
    exampleFamily: lm
    exampleDifficulty: developer
    teachingTopic: Causal interpretation boundary
    developerPurpose: LLM review example for causal price wording
  QuakesMissingPredictor:
    exampleAudience: developer
    exampleFamily: poisson
    exampleDifficulty: developer
    teachingTopic: Missing factor prediction inputs
    developerPurpose: LLM review example for incomplete Poisson prediction
  QuakesExceedance:
    exampleAudience: developer
    exampleFamily: poisson
    exampleDifficulty: developer
    teachingTopic: Distributional probability boundary
    developerPurpose: LLM review example for an exceedance-probability question
