I am having the same issue,
Fresh install of Ubuntu 12.04.1 LTS on x86 arch.

Update packages: apt-get upgrade
Install Citalde: apt-get install citadel-suite
Listening address: 0.0.0.0
Authentication: Internal
Intergration with Apache webservers: Internal

Webcit says "This program was unable to connect or stay connected to the
Citadel server. Please report this problem to your system
administrator.Read More..."

var/log/syslog reports "DB: not a restored transaction DB: PANIC: Invalid 
argument citadel: bdb(): PANIC: Invalid argument citadel: bdb(): txn_commit: 
DB_RUNRECOVERY: Fatal error, run database recover"
over and over.

top shows that citserver is running.
top also shows that apport is running now.

Uninstall citadel as per: 
http://www.citadel.org/doku.php/faq:installation:how_do_i_uninstall_citadel
dpkg -r citadel-server citadel-webcit ...
dpkg --purge citadel-server citadel-webcit ...

Reinstall of citadel yeilds the Same results.

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https://bugs.launchpad.net/bugs/911732

Title:
  [12.04] citadel-server is producing errors every second in syslog (DB:
  not a restored transaction DB: PANIC: Invalid argument citadel: bdb():
  PANIC: Invalid argument citadel: bdb(): txn_commit: DB_RUNRECOVERY:
  Fatal error, run database recover)

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