Mild Endogeny Scientific Misconduct Classification

Distinguishing mild endogenous issues from clear misconduct using multi-framework integrity scoring

500
Simulated Issues
5
Severity Levels
4
Integrity Frameworks
92.4%
Separation at t=0.5

Score Distribution by Severity Level

Classification Rates by Severity

Framework Agreement (Pairwise)

Threshold Analysis: Misconduct Separation

Framework Classification Distributions

Severity Level Statistics

LevelMean ScoreStd% None% Questionable% Misconduct
None0.0960.024100%0%0%
Mild0.1620.02899%1%0%
Moderate0.3130.0458%92%0%
Severe0.4690.0380%75%25%
Extreme0.6580.0660%0%100%