Recommended work maps to a category barred by the guidelines

Zero-shot classifier on guideline corpus evaluated this work against 439 comparable sanctions in West Bengal 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+11.9
2. 02Asset ownership at completion+10.6
3. 03Beneficiary body eligibility+7.6
4. 04Prohibited-item keyword match+6.5
5. 05Precedent rulings similarity+2.4

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

1. 26 Mar 2025Work sanctioned by the District Authority₹39.24 L · Murshidabad Panchayat Samiti
2. 26 Mar 2025First instalment released to the implementing agency₹13.06 L
3. 14 Jan 2026D-12 fired during the nightly scoring runZero-shot classifier on guideline corpus · confidence 0.82
4. 14 Jan 2026Alert routed to District Collector cellResponse window 30 days
5. 14 Jan 2026Closed by the reviewing deskDisposal recorded as a training label