Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
Summary
The documentation is generally cross-platform and describes orchestration modes for Azure Virtual Machine Scale Sets, which support both Linux and Windows VMs. However, there is a minor bias in the example command for assigning a fault domain during VM creation, which uses Azure CLI syntax but does not explicitly show Linux shell or PowerShell alternatives. Additionally, some links reference Windows-specific managed identity configuration, but the overall guidance applies to both Linux and Windows. Windows is mentioned first in some mixed OS contexts, but Linux parity is maintained.
Recommendations
  • Provide explicit Linux shell and PowerShell examples for Azure CLI commands where relevant.
  • Clarify that Azure CLI commands work on both Linux and Windows platforms.
  • When referencing managed identity documentation, include links for both Linux and Windows VMSS setup.
  • Ensure that mixed OS examples alternate the order (e.g., 'Linux and Windows' vs. 'Windows and Linux') to avoid subtle ordering bias.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Clean Clean
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Clean Clean
2026-02-08 00:00 #356 completed Clean Clean
2026-02-05 00:00 #344 completed Clean Clean
2026-02-04 00:00 #340 completed Clean Clean
2026-02-03 00:00 #336 completed Clean Clean
2026-02-02 00:00 #332 completed Clean Clean
2026-02-01 00:00 #328 completed Clean Clean
2026-01-31 00:00 #324 completed Clean Clean
2026-01-30 00:00 #320 completed Clean Clean
2026-01-27 00:00 #308 completed Clean Clean
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets