Table 2 Summary of language features.

From: A computational approach to measure the linguistic characteristics of psychotherapy timing, responsiveness, and consistency

Feature name/description

Feature abbreviation

Examples

Feature group

Source

Second-person pronouns (LIWC)

“You” Pronouns

“you”, “yours”, “you’ll”, “y’all”

Pronouns

LIWC

Third-person plural pronouns (LIWC)

“They” Pronouns

“they”, “their”, “themselves”, “they’ll”

Pronouns

LIWC

Personal Pronouns (LIWC)

Personal Pronouns

All of the above, and third-person singular pronouns (“he”, “she”, “it”)

Pronouns

LIWC

First-person singular pronouns (LIWC)

“I” Pronouns

“I”, “I’ll”, “mine”, “my”, “myself”

Pronouns

LIWC

First-person plural pronouns (LIWC)

“We” Pronouns

“we”, “us”, “ours”, “let’s”

Pronouns

LIWC

Past-oriented language (LIWC)

Past-Oriented

“ago”, “yesterday”, “remember”

Time Orientation

LIWC

Present-oriented language (LIWC)

Present-Oriented

“now”, “current”, “is”

Time Orientation

LIWC

Future-oriented language (LIWC)

Future-Oriented

“we’ll”, “upcoming”, “eventual”

Time Orientation

LIWC

Negative emotionality (EmoLex)

Negative

“frustrated”, “scream”, “hurt”, “loathe”

Emotional Polarity

EmoLex

Positive emotionality (EmoLex)

Positive

“calm”, “peace”, “love”, “enjoy”, “satisfied”

Emotional Polarity

EmoLex

“Checking for understanding” phrases (active listening)

Checking for Understanding

“it sounds like”, “that seems”, “heard you correctly”, “you sound”, “let me make sure”

Therapist Tactics

Althoff et al.30

“Demonstrating understanding” phrases (active listening)

Demonstrating Understanding

“I hear you”, “I see”, “I understand”

Therapist Tactics

This study

“Hedging” phrases (active listening)

Hedging

“maybe”, “from my perspective”, “apparently”

Therapist Tactics

Althoff et al.30

“Absolutist” phrases (non-judgmental stance)

Absolutist

“absolutely”, “always”, “completely”, “everyone”, “must”, “never”, “nothing”

Therapist Tactics

Al-Mosaiwi, & Johnston105

Average seconds per talk turn

Seconds per Talk Turn

N/A

Paralinguistic Style

This study

Therapist to patient ratio of seconds per talk turn

Seconds per Talk Turn (Ratio)

N/A

Paralinguistic Style

This study

Average number of words spoken per second

Words per Second

N/A

Paralinguistic Style

This study

Therapist to patient ratio of words spoken per second

Words per Second (Ratio)

N/A

Paralinguistic Style

This study