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Illustrative operational scenarios; historical laboratory evidence is identified separately. No live surveillance, integrations or AI models are connected.

Historical antibiogram reference

Antibiogram Intelligence

Historical laboratory evidence · 2023 / 2024

King Abdulaziz Medical City — Riyadh · Ministry of National Guard Health Affairs

Reported isolates, not patient cases. Not live or national surveillance. S = susceptible; I = intermediate (including the colistin column). Missing values are not zero. No pooled percentages, inferred resistance or validated AI claims.

2023 · All hospital departments

Reported organism rows; counts are not summed across overlapping departments.

Escherichia coli
6,221 isolates · p.8
Klebsiella sp
3,556 isolates · p.8
Pseudomonas sp
2,432 isolates · p.8
Original report 2023

2024 · All hospital departments

Reported organism rows; counts are not summed across overlapping departments.

Escherichia coli
6,743 isolates · p.1
Klebsiella sp
3,919 isolates · p.1
Pseudomonas sp
2,842 isolates · p.1
Original report 2024
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Operational values are simulated. Historical records and source-listed forecasts retain their original attribution; they are not measured GermQ outcomes.