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Train governance risk classifier baseline
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{
"dataset": "aigovdev/ai-governance-scenarios",
"examples": 12,
"target_distribution": {
"lower": 6,
"high": 3,
"unacceptable": 3
},
"evaluation": {
"method": "stratified_3_fold_cross_validation",
"accuracy": 1.0,
"macro_precision": 1.0,
"macro_recall": 1.0,
"macro_f1": 1.0,
"confusion_matrix_labels": [
"lower",
"high",
"unacceptable"
],
"confusion_matrix": [
[
6,
0,
0
],
[
0,
3,
0
],
[
0,
0,
3
]
]
},
"features": [
"sector",
"impact",
"decision_autonomy",
"human_oversight",
"monitoring",
"traceability",
"technical_documentation"
],
"risk_mapping": {
"low": "lower",
"limited": "lower",
"high": "high",
"unacceptable": "unacceptable"
},
"runtime": {
"scikit_learn": "1.9.0"
},
"limitations": [
"Dataset contains only 12 synthetic scenarios.",
"Evaluation is illustrative and not a production benchmark.",
"Risk tiers are engineering labels, not legal classifications."
]
}