Background
Method
Addiction corpus
Study | Description | Sessions | Talk turns | Wordsf
|
---|---|---|---|---|
ARCa
| Brief alcohol intervention for first year college students with some indication of drinking related problems. | 10 | 1,768 | 72,712 |
ESPSBb
| Brief alcohol intervention for students intending to drink during their upcoming spring break trip. | 20 | 5,266 | 182,738 |
ESP21c
| Brief alcohol intervention for students turning twenty-one years old. | 41 | 9,967 | 391,164 |
HMCBId
| Brief drug intervention for adults presenting at primary care clinics who indicate drug use. | 70 | 11,039 | 284,097 |
iCHAMPe
| Brief marijuana intervention for college students with some indication of marijuana-related problems | 7 | 1,950 | 74,213 |
Total | 148 | 29,990 | 1,004,924 |
MISC coding
Topic models and prediction tasks
Results
Inferred topics
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 |
Predictive performance
Model-based errors
Code | Model correctly classified talk turn | Rater codes | Model incorrectly classified talk turn | Rater codes |
---|---|---|---|---|
QUC | Yeah does that surprise you. | QUC | How does that sound. | QUO |
Does that sound about right. | QUC | So you are you do have housing now. | REC, RES | |
Yeah does that surprise you or does that seem like it’s. | QUC | Um medical risk psychological risks social risks and it’s a scale from one to ten and you were in a nine. | GI | |
So well did you have any other questions for me or. | QUC | So where do you think you go from here then at this point. | QUO | |
QUO | So what do you make of that. | QUO | Were you doing this by yourself or were you. | QUC |
What do you mean by that. | QUO | Do you think you’ve hit rock bottom now. | QUC | |
What do you mean by absurd. | QUO | Are you thinking of mike’s hard. | QUC | |
What do you mean by that what. | QUO | In terms of your actual blood alcohol level. | QUC | |
RES | Okay and you said that you used to drink a little bit more last year it sounds like. | RES | Okay so by cutting down it sounds like you were thinking use occasionally but not use as much. | REC |
Yeah you mentioned that and you felt like that kinda. | RES | You’re talking about you and your experience. | GI, REC | |
You mentioned that maybe right here with legally intoxicated I know you mentioned earlier that you always have safe transportation so that would be a more safe area for you. | GI, RES | Well it sounds like you use it in a way that’s pretty controlled. | REC | |
It sounds like it it sounds like you’re doing it it sounds like you have um you say you feel better right is that physically and emotionally. | AF, QUC, REC, RES | So when you talked about going to treatment twelve times you were talking about a a or you were talking about in-patient treatment ah. | QUC | |
REC | Mm-hmm so you’re two birds of a feather it sounds like. | REC | And yet it sounds like you do have depression at times you. | RES |
Yeah it sounds like you’ve turned it around. | REC | Okay so it sounds like drinking is kind of like a. | RES | |
So it really truly to me it sounds like you’ve really been thinking about this pretty hard. | REC | And it seems like you’re not having any withdrawals at this point but you’ve physically or psychologically dependent upon alcohol. | GI, QUC, RES | |
Well it sounds like that’s a big deterrent for you. | REC | That’s hard it sounds like but you know what but. | GI, RES, SU | |
+ | I put alcohol by myself I can do anything. | + | You know because I know I’m a good person. | FN |
Doing anything with that coke that scares me that straight up scares me. | + | But I really don’t know that I had a choice. | - | |
Because it’s not good for you and it’s bad and I don’t like it it makes me feel guilty and. | + | Yeah but I I just can’t leave the cocaine alone I can’t stay away from it. | - | |
Well I shouldn’t be doing it and it’s illegal it’s it’s bad for you I know it's bad and I do it because when I drink too much sometimes I do that because it’s so much it’s all around me not all around me but it’s easy accessible to get and when I’m not drinking I would never touch it. | +, - | Just like I said my own excitement. | - | |
- | Yeah I don’t feel like I drink anything crazy or anything besides strictly beer I’m pretty cheap too so. | +, - | I usually do mix when I drink actually. | FN |
Yes I do smoke weed and I would smoke weed every day if I had it I mean I used to when I was younger I used to but now I only smoke it when I’m around certain people and I only see them maybe once a week so to me that’s not severe or heavy. | - | Feel stressed I take a lot of naps when I get stressed out and watch movies stuff like that back home I take baths but I can’t really do that here so. | FN | |
Yes if I have to only if I have to I change but if I don’t have to I can survive working there working here I’m not gonna quit man. | +, - | It kind of explains a lot because I take naps just about every day and like I don’t usually dream at night but when I take naps I have some pretty intense dreams. | + | |
Like I said I mean it’s been a while since I really had a problem. | - | Right absolutely it means not it’s not a it’s I’m probably underestimating what I feel I’m probably lowballing how horrible I feel honestly. | FN |