Student-developed proposed prototype • Simulated Demo Data • Not an official IPC/Government programme.
EcoPV-IndiaEnvironmental Pharmacovigilance

Signal Detection

Potential environmental safety patterns found by a simple, transparent screening rule. These are prompts for expert review — not findings.

Simulated Demo Data

Screening heuristic

  1. Step 1 · Group

    Reports sharing the same pharmaceutical category and environmental medium (or disposal setting) are grouped.

  2. Step 2 · Count

    ≥5 similar reports → High · 3–4 → Medium · fewer than 3 → Low.

  3. Step 3 · Repeat location

    If 3 or more reports come from one location, priority rises one level (max High).

PAT-01High priority

Repeated antibiotic + wastewater concerns

Antibiotic-related concerns reported in wastewater.

5similar simulated reports

Locations: Hyderabad, Telangana

Reason for priority

  • 5 similar simulated reports matched this pattern (rule: ≥5 High, 3–4 Medium, <3 Low).
  • 5 reports come from the same location (Hyderabad, Telangana) — repeat-location rule raises priority one level.
  • Reported by 4 different reporter types.
Matched reports
  • ECO-2026-0020 · Hyderabad, Telangana
  • ECO-2026-0019 · Hyderabad, Telangana
  • ECO-2026-0016 · Hyderabad, Telangana
  • ECO-2026-0008 · Hyderabad, Telangana
  • ECO-2026-0001 · Hyderabad, Telangana

Requires expert/environmental verification

PAT-02High priority

Repeated hormonal medicine + water concerns

Hormonal-medicine concerns reported in surface water or wastewater.

4similar simulated reports

Locations: Pune, Maharashtra

Reason for priority

  • 4 similar simulated reports matched this pattern (rule: ≥5 High, 3–4 Medium, <3 Low).
  • 4 reports come from the same location (Pune, Maharashtra) — repeat-location rule raises priority one level.
  • Reported by 3 different reporter types.
Matched reports
  • ECO-2026-0018 · Pune, Maharashtra
  • ECO-2026-0014 · Pune, Maharashtra
  • ECO-2026-0011 · Pune, Maharashtra
  • ECO-2026-0004 · Pune, Maharashtra

Requires expert/environmental verification

PAT-03High priority

Improper disposal cluster

Improper disposal or littered packs on open land / waste sites.

4similar simulated reports

Locations: Jaipur, Rajasthan

Reason for priority

  • 4 similar simulated reports matched this pattern (rule: ≥5 High, 3–4 Medium, <3 Low).
  • 4 reports come from the same location (Jaipur, Rajasthan) — repeat-location rule raises priority one level.
  • Reported by 2 different reporter types.
Matched reports
  • ECO-2026-0017 · Jaipur, Rajasthan
  • ECO-2026-0013 · Jaipur, Rajasthan
  • ECO-2026-0009 · Jaipur, Rajasthan
  • ECO-2026-0005 · Jaipur, Rajasthan

Requires expert/environmental verification

Important: These patterns are generated from simulated demo data. They do not indicate toxicity, contamination, causality or any regulatory confirmation. Any real-world pattern would require scientific sampling and expert environmental verification.
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