Table 1. Linguistic Cues.
Statistically significant treatment tokens obtained via propensity score matching that contribute to increased as well as
decreased change in likelihood of posting in SW.
Increased Change
depression 318 0.901 0.3 8.04 7. 78
useless 53 0.801 0.51 7.05 6. 53
suicide 143 1 0.32 6. 66 5.03
anxiety 216 1 0.24 6. 56 4. 11
suicidal 111 0.9 0.34 6. 56 5. 37
i_almost 40 0.901 0.52 6. 44 4. 22
and_an 45 0.7 0.51 6. 4 6. 15
medicine 41 0.8 0.52 6. 38 4. 86
unless_i 38 0.9 0.53 6. 36 4. 47
hug 42 0.8 0.52 6. 36 4. 9
money_i 35 0.801 0.52 5. 89 3. 96
out_as 34 0.701 0.53 5. 89 4. 76
this_happened 35 0.901 0.51 5. 89 3. 72
this_world 37 0.8 0.5 5. 88 4. 17
over_i 35 0.901 0.51 5. 86 3. 58
still_a 36 0.7 0.51 5. 85 4. 68
off_a 35 0.801 0.51 5. 85 4. 24
loneliness 37 0.8 0.5 5. 84 3.99
class_and 34 0.901 0.52 5. 84 3. 39
alone_i 77 1 0.34 5. 84 3. 91
Decreased Change
captain 11 0.4 -0.6 - 4 4. 24
differences 16 0.601 -0.57 - 4.473.56
the_trip 11 0.601 -0.57 - 3.763.2
intimate 11 0.501 -0.57 - 3.732.93
to_in 20 0.701 -0.56 - 4.924.1
toohard 16 0.601 -0.56 - 4. 4 3. 56
suspect 16 0.701 -0.56 - 4. 4 3.04
alwaysa 14 0.601 -0.56 - 4.153.29
be_working 14 0.601 -0.56 - 4.122.73
keep your 12 0.601 -0.56 - 3. 82 2. 46
straightup 12 0.601 -0.56 - 3.822.38
preferred 11 0.601 -0.56 - 3. 71 2. 43
awesome_i 11 0.501 -0.56 - 3.682.86
s_at 21 0.801 -0.55 - 4.833.33
stated 20 0.801 -0.55 - 4. 8 3. 66
slight 18 0.701 -0.55 - 4. 61 3. 3
and_enjoy 17 0.601 -0.55 - 4.443.48
gotten_to 16 0.7 -0.55 - 4. 35 2. 77
it_work 15 0.501 -0.55 - 4. 22 4. 17
came_from 15 0.701 -0.55 - 4.212.76
Treatment Count Coverage Treatment z χ2
Token Effect
