Public bug reported:

For each attempt to scan an email for junk via spamassassin, the following is 
noted in /var/log/mail.err:
    spamc[7611]: connect(AF_UNIX) to spamd  failed: Connection refused

I am using evolution 3.6.4.

My SpamAssassin appears to be configured correctly from what I can see
as well:

$ cat /etc/default/spamassassin 
# /etc/default/spamassassin
# Duncan Findlay

# WARNING: please read README.spamd before using.
# There may be security risks.

# Change to one to enable spamd
ENABLED=1

# Options
# See man spamd for possible options. The -d option is automatically added.

# SpamAssassin uses a preforking model, so be careful! You need to
# make sure --max-children is not set to anything higher than 5,
# unless you know what you're doing.

OPTIONS="--create-prefs --max-children 5 --helper-home-dir"

# Pid file
# Where should spamd write its PID to file? If you use the -u or
# --username option above, this needs to be writable by that user.
# Otherwise, the init script will not be able to shut spamd down.
PIDFILE="/var/run/spamd.pid"

# Set nice level of spamd
#NICE="--nicelevel 15"

# Cronjob
# Set to anything but 0 to enable the cron job to automatically update
# spamassassin's rules on a nightly basis
CRON=1

The process appears to be running as well:

$ ps aux | grep spam
kip       2789  0.0  0.8 131616 32988 ?        S    May09   0:09 /usr/bin/perl 
-T -w /usr/sbin/spamd --socketpath /run/user/kip/spamd-socket-path-2WUQWW 
--max-children=1 --pidfile /run/user/kip/spamd-pid-file-JWUQWW
kip       2805  0.0  1.3 141548 52784 ?        S    May09   0:08 spamd child
root     18498  0.0  1.4 155436 57264 ?        Ss   13:47   0:01 
/usr/sbin/spamd --create-prefs --max-children 5 --helper-home-dir -d 
--pidfile=/var/run/spamd.pid
root     18551  0.0  1.4 159100 60480 ?        S    13:48   0:00 spamd child
root     18552  0.0  1.3 155436 54692 ?        S    13:48   0:00 spamd child
kip      23006  0.0  0.0  16632   944 pts/10   S+   14:28   0:00 grep 
--color=auto spam

This was working fine in 12.04, but stopped working upon a fresh install
to 13.04.

** Affects: evolution (Ubuntu)
     Importance: Undecided
         Status: New

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https://bugs.launchpad.net/bugs/1178826

Title:
  Evolution spamassassin integration not working 13.04

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