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
windows_tools
powershell_heavy
Summary
The documentation page exhibits mild Windows bias, notably in the troubleshooting section for HTTP 504 Gateway Time-out, where IIS (a Windows web server) is discussed first and in greater detail, with a direct link to Microsoft's IIS documentation. The Nginx (Linux) example is mentioned second, with less detail and no direct link to upstream documentation. NTLM authentication is referenced in the 401 section, which is a Windows-specific protocol. No Linux/macOS-specific troubleshooting tools, logs, or patterns are mentioned, and examples are generally platform-neutral but Windows technologies are referenced first or exclusively where relevant.
Recommendations
  • Provide equal detail and direct documentation links for Linux web servers (e.g., Apache, Nginx) when discussing time-out settings.
  • Include troubleshooting steps or examples for Linux/macOS users, such as using systemd, journalctl, or Linux-native log locations.
  • Mention Linux authentication patterns (e.g., Kerberos, LDAP) alongside NTLM when discussing backend authentication.
  • Ensure examples and references are balanced between Windows and Linux platforms, or presented in parallel.
  • Add explicit notes or examples for Linux/macOS users where platform-specific configuration or troubleshooting is relevant.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased