Recommended work maps to a category barred by the guidelines

Zero-shot classifier on guideline corpus evaluated this work against 291 comparable sanctions in Tamil Nadu for the same category and financial year. The recommended work maps to an item barred by the MPLADS guidelines, or to a trust or society outside the eligible list. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

1. 01Guideline-class probability+24.9
2. 02Beneficiary body eligibility+22.7
3. 03Asset ownership at completion+11.5
4. 04Prohibited-item keyword match+8.2
5. 05Precedent rulings similarity+3.7

Contributions are additive against the cohort baseline; they sum to the composite score and are recomputed whenever the underlying record changes.

1. 17 Sep 2025Work sanctioned by the District Authority₹29.51 L · Coimbatore Public Works Department
2. 17 Sep 2025First instalment released to the implementing agency₹12.77 L
3. 14 Feb 2026D-12 fired during the nightly scoring runZero-shot classifier on guideline corpus · confidence 0.78
4. 14 Feb 2026Alert routed to Ministry review deskResponse window 15 days