Ask GermQ Intelligence

Choose a illustrative question to see a scripted analytic answer.

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.

Source-backed descriptive analytics are computed locally in the antibiogram workspace. The scripted predictive scenarios below remain illustrative and are not trained on these reports.

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

Connected illustrative scenario

Riyadh · Klebsiella pneumoniae

Days 1–9 · illustrative reporting cycle · 7 ICU isolates; association does not prove transmission.

Transparent simulated risk workflow

illustrative EHR/EMR context, LIS susceptibility results and prescription records matched by illustrative case ID.

Python · SVM · Logistic Regression · OCR · NLP · HL7 FHIR · institutional APIs: planned only.

illustrative questions

Where is carbapenem resistance rising fastest?

In this illustrative dataset, carbapenem resistance in K. pneumoniae is rising fastest in the Eastern Province (+4.4% over 8 cycles), followed by Riyadh (+2.1%). Three of the five fastest-rising sites are tertiary ICUs, suggesting a hospital-transmission driver rather than a community one.

Scripted concept response — no AI model or live data is used.

Fastest-rising region

Eastern Province

Signal strength

High

Suggested action

ICU audit