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Table 2 Most likely word and word phrases for topics associated with MISC codes study type and background

From: Scaling up the evaluation of psychotherapy: evaluating motivational interviewing fidelity via statistical text classification

Label type

Label

High probability words and word combinations

MISC Codes

QUC (Question Closed; T)

have you, questions, would you, are you, risk, drink, you think, okay so, do you have, heard, interested, drinking, drinks, do you think, sound, you have, use, is that, study, does that, sounds, questions about, you ever, called, have you ever, you say, would you say, any questions about, any questions

 

QUO (Question Open; T)

what do you, what do, group, do you think, you think, expected, how do you, bar, students, study, how do, what are, tell me, groups, how does, thoughts, looked, you know about, get alcohol, so what, how does that, drinking, questions do you, you make of, expect, what are your, do you know, drink, do you make

 

RES (Reflection Simple; T)

sounds, it sounds like, mentioned, okay so, sounds like, it sounds, like you, you said, you were, sounds like you, drinking, drink, you mentioned, okay so you, you were saying, noticed, alcohol, you said you, so it sounds, were saying, earlier, said you, what you, talked, strategies, drinks, you said that, you mentioned that, limit, experience

 

REC (Reflection Complex; T)

sounds, it sounds like, sounds like, it sounds, sounds like you, like you, so it sounds, important, okay so, for you, you have, okay so you, drink, drinking, with your, alcohol, you were, experience, like you have, you’re really, drinks, you really, it seems, school, kind of, seems like, important to you, responsible, you do, responsibilities

 

AF (Affirm; T)

great, appreciate, thank, thanks, thank you, that’s good, that’s great, excellent, for coming in, alcohol, thank you for, drink, for coming, coming in, you for, appreciate you, drinking, glad, drinks, surveys, you have, i appreciate, questions, thanks for, nice, study, sounds, we really appreciate, taking the time, great so

 

GI (Giving Information; T)

alcohol, blood, drinks, hours, b a c, students, a c, chart, based, weight, looks, level, content, typical, blood alcohol, risk, asked, occasion, it looks like, a point, blood alcohol content, this is, number, drinking, drink, peak, card, point oh, stomach, look at

 

ST (Structure; T)

survey, feedback, information, section, drink, alcohol, page, we’ll, alright, with you, packet, drinking, talked, we can, so we, move, talk about, little bit about, some of, we’re gonna, conversation, based, bit about, the next, give you, start, surveys, personalized, what you, check

 

SU (Support; T)

alcohol, drink, drinking, sounds, drinks, difficult, hope, tough, it sounds like, i hope, kind of, a lot, need, less, a lot of, friends, it sounds, use, for you, spring, i know, i think, you’ve been, you do, sounds like, effects, hours, you know

 

E (High Empathy; T)

kind of, for you, sounds, hand, it seems like, drinking, alcohol, what you, you do, seems like, drink, like you, okay so, it seems, friends, drinks, mentioned, where you, fit, your friends, helps, fun, social, it sounds like, sounds like, with your, something that you, it sounds, you have, hearing

 

SP (High Spirit; T)

questions, interested, drinking, information, things that you, alcohol, asked, drink, for you, what you, things that, some of, thoughts, use, goals, looking, about your, tell me, what are, kind of, you like, plans, the things, students, interested in, more about, of the things, are some of, okay so, things you

 

+ (Change Talk; C)

when i, drink, quit, drinking, like i, money, don’t wanna, can’t, i would, alcohol, don’t like, stop, it i, need, i can’t, don’t want, i can, where i, know i, i ca, high, i know, i have, i need to, mean i, i know i, i mean i, stupid, weed, sick

 

- (Sustain Talk; C)

smoke, when i, weed, i’m not, drink, i mean, smoking, i have, like i, i would, i feel, i feel like, it’s not, feel like, drinking, mean i, alcohol, i can, i like, it i, sit, drunk, i smoke, fun, high, buy, relax, don’t have, for me, i mean i

Study Type

ARC

alcohol, drinking, drink, calories, positive, negative, drinks, level, a lot of, you’re drinking, effects, point oh, percent, excellent, sounds, blackout, beer, common, all right, dependence, beers, relaxed, hour, instances, tend, that point, man, typical, effect, average

 

ESPSB

break, spring, drinks, spring break, sex, standard, drink, student, average, number, drinking, u w, students, over spring break, typical, on spring break, plans, what you, alcohol, trip, your spring break, u w student, for spring break, mixed, over spring, actual, ounces, island, numbers, vegas

 

ESP21

birthday, drinks, wine, drink, standard, beer, alcohol, your birthday, twenty first birthday, bar, drinking, mixed, glass, shots, twenty first, bars, dinner, for your birthday, ounces, twenty one, first birthday, celebration, researchers, on your birthday, how many, dancing, iced, standard drinks, mixed drinks, groups

 

HMCBI

drug, you know, years, pain, using, drugs, you know what, know what i, marijuana, you know i, i’m saying, doctor, i’ve been, call, treatment, quit, what i, crack, i can’t, i’m not, old, phone, cocaine, use, i got, drug use, i said, ai, clean, depression

 

iCHAMP

marijuana, smoke, use, smoking, sleep, rem, smoked, marijuana use, evergreen, month, percent, days, pot, in the past, alcohol, your marijuana use, attainment, impact, we asked you, reducing, how if at, drink, class, t h c, the past, in the last, memory, drug, ability, data

Background

Background Label 1

week, days, couple, i mean, most, sorry, it’s not, a couple, drink, trying to, nights, seeing, you know, don’t think, quarter, difference, positive, kind of, compared, i mean you, month, a week, hanging, question, start, survey, the last, it just, hit, thinking about

 

Background Label 10

drinking, a little bit, drink, a little, kind of, alcohol, little bit more, drinks, you’re not, buzz, a lot, need, less, stop, a lot of, you do, bit more, it’s just, sort of, starting, side, the point, of what, friends, blacking, important, relaxed, effects, question, start

  1. T, Therapist; C, Client.