3.1 Preparatory reviews
An overview of the publications identified through the preparatory reviews is provided in online resource 1. In summary, publications reported that CARS2 adequately reflects the patient experience and the core symptom domains of autism (8, 17, 26). Moreover, it was considered to have satisfactory psychometric properties regarding internal consistency, sensitivity, specificity, reliability regarding in-between rating, test-retest reliability, and generalizability coefficient (27, 28). A total of four ASD-specific preference studies were identified (29-32). The preparatory literature review identified medication use as an additional attribute that is not covered in CARS2 (29), however, as our study does not look at specific treatment attributes, this was not considered to be relevant.
Numerous methods were identified from the literature review to reduce choice task complexity, such as color coding and partial profiling, i.e., only presenting a subset of attributes per choice task (24, 33). A method in-between full and partial profiling was constructed, instead of omitting overlapping attributes, these were grouped together and presented to the participant to provide the full picture of the profile (“stacked approach”). This method was considered highly relevant for this study and was incorporated in the final design of the choice tasks. Published methods on the use of color coding according to severity to provide visual support were also used to support choice task designs (24).
3.2 Attribute assessment and refinement
The 15 CARS2 items as displayed in Table 2 were reduced to 13 relevant attributes. The item “Level and Consistency of Intellectual Response” was not considered to be modifiable and thus not applicable for the current preference research aiming at valuing changes in CARS2 items from a patient perspective. The item “General Impressions” was also removed from the list of attributes. As it provides an overall assessment, it is therefore overlapping and potentially conflicting with other attributes presented in a hypothetical profile (i.e., it presented a high risk of illogical combinations). Based on factor analyses (17-20) and their own expertise, the SC did not identify any redundancy among the remaining 13 attributes, nor did they identify illogical level combinations, given the large heterogeneity seen among autistic individuals.
Table 2 CARS2 Questionnaire Item Descriptors for the Standard (ST) and High-Functioning (HF) Versions
No.
|
CARS2-ST
|
No.
|
CARS2-HF
|
Items included as relevant attributes
|
1
|
Relating to People
|
1
|
Social-Emotional Understanding
|
2
|
Imitation
|
2
|
Emotional Expression and Regulation of Emotions
|
3
|
Emotional Response
|
3
|
Relating to People
|
4
|
Body Use
|
4
|
Body Use
|
5
|
Object Use
|
5
|
Object Use in Play
|
6
|
Adaptation to Change
|
6
|
Adaptation to Change/Restricted Interests
|
7
|
Visual Response
|
7
|
Visual Response
|
8
|
Listening Response
|
8
|
Listening Response
|
9
|
Taste, Smell, and Touch Response and Use
|
9
|
Taste, Smell, and Touch Response and Use
|
10
|
Fear or Nervousness
|
10
|
Fear or Anxiety
|
11
|
Verbal Communication
|
11
|
Verbal Communication
|
12
|
Nonverbal Communication
|
12
|
Nonverbal Communication
|
13
|
Activity Level
|
13
|
Thinking/Cognitive Integration Skills
|
Items excluded as attributes
|
14
|
Level and Consistency of Intellectual Response
|
14
|
Level and Consistency of Intellectual Response
|
15
|
General Impressions
|
15
|
General Impressions
|
CARS2, Childhood Autism Rating Scale–2nd edition, HF, high-functioning, ST, standard.
For both CARS2 versions (ST and HF), minor editorial amendments were made to all 13 attribute descriptions to improve readability, while staying as close as possible to the original instrument (online resource 2). The refined CARS2 attributes were tested with each SC member to ensure adequate comprehensibility.
3.3 Development of choice task design
DCE and BWS choice task designs were developed using the 13 attributes and tested with SC members individually via video-conferencing. Feedback received was used to refine the choice tasks to 6 DCE and 4 BWS choice tasks, which varied in their design (e.g., use of severity color-coding, length of descriptions), for testing in qualitative interviews. Fig. 1 and Fig. 2 present examples of the BWS and DCE designs tested.
3.4 Qualitative interviews
Qualitative interviews were conducted with four caregivers, four clinicians, and two autistic adults. Demographic and background information is presented in Table 3.
Table 3 Demographic Characteristics and Background Information of Interviewees
Demographic characteristics/background information
|
Participants
|
Clinicians (N=4)
|
Range of professions
|
Child psychiatrist, pediatrician, occupational therapist
|
Country of origin: France/UK
|
1/3
|
Working in diagnosis/treatment/both areas
|
1/3/1
|
Years of experience in working with autistic children/adolescents
|
20-26 years
|
N of autistic children per month (average estimation)
|
12-175
|
Familiar with CARS2? Yes/No
|
4/0
|
Have you used CARS2? Yes/No
|
3/1
|
Version of CARS2 applied in interview (ST/HF)
|
2/2
|
Caregivers (N=4)
|
Age of the caregiver
|
40-48 years
|
Gender of the caregiver (m/f/non-binary)
|
0/3/1
|
Country of origin: UK
|
4
|
Level of education of the caregiver: higher education Yes/No
|
3/1
|
Familiar with CARS2? Yes/No
|
3/1
|
N of autistic children: 1/>1
|
4/0
|
Age of the child
|
5-15 years
|
Gender of the child (m/f/non-binary)
|
2/2/0
|
Age of the child at diagnosis
|
5-13 years
|
Version of CARS2 applied in interview (ST/HF)
|
2/2
|
Autistic adults (N=2)
|
Age
|
48/57 years
|
Level of education: higher education Yes/No
|
2/0
|
Country of origin: UK
|
2
|
Age at diagnosis
|
42/47 years
|
Familiar with CARS2? Yes/No/Somewhat
|
1/0/1
|
Version of CARS2 applied in interview (ST/HF)
|
0/2
|
CARS2, Childhood Autism Rating Scale–2nd edition, HF, high-functioning, ST, standard.
Two of the clinicians and two of the caregivers were interviewed based on the ST versions of the CARS2-based attributes, all remaining participants were interviewed using the HF version. Table 4 provides relevant excerpts from the interviews.
Table 4 Feedback from the Qualitative Interviews
Participant
|
Topic
|
Quotations
|
Caregiver
|
Attribute “Relating to People”
|
“[…] when it says here, 'difficult initiating or managing the interaction' I think that's certainly one of her struggles […] .”
|
Caregiver
|
Attribute “Listening Response”
|
“'Unusual over or underreactions to noise or sounds.' Yes. We've got construction [next to our house] and it's really, really bothering my daughter, […] she experiences it really intense, […] I really resonate with that. I think actually my daughter's a great listener I think she definitely doesn't ever really look towards a person when she's listening and I think, over time, her friends recognize that she still listens.”
|
Caregiver
|
Attribute “Emotional Expression and Regulations of Emotions”
|
“They [attribute and level descriptions] are clear to me. I would say that we go between one and three, you know, depending on the time.”
|
Caregiver
|
Attribute “Object Use in Play”
|
“My thoughts are that it describes quite accurately my son. Pokémon will always arrive in the game, you know, that's his current obsession. So, no matter what he's playing, Pokémon will become centred in some way in the game. […] he does restrict his world by what he wants to play with, and we move from object obsession to object obsession.”
|
Clinician
|
Attributes Overall
|
“Reading the attributes is very useful, you don't have to be trained to use the CARS instrument”
|
Autistic adult
|
Attribute “Social-Emotional Understanding”
|
“It sort of touches home a bit, because I have trouble understanding other people's body language, facial expressions, everything.”
|
Caregiver
|
Choice task complexity
|
• “So, this is for any child or my child?”
• “I think these slides are particularly difficult […] At the moment I’m thinking I don’t know where to start, I’m thinking what things concern me most or give me the most kind of pressures from a caring point of view.”
|
Caregiver
|
Choice task complexity
|
• “[…] so from all these characteristics I think for me the age appropriate adaptation to change is more important than anything else.”
• “I think it’s very hard to choose between the severely abnormal activity level and the severely abnormal fear and nervousness […]”
• “It’s again, you know, the abnormal fear and nervousness for me would be quite problematic, so A would be the worst and C would be the best.”
|
Clinician
|
Choice task complexity
|
• “So, if I just try to visualize child A and child B, we've got child A who has some difficulties relating to other people, but he doesn't show flapping or rocking, so it's more subtle for other people although he gets upset with new situations […]. It's difficult to choose because every child has their strength and difficulties, but possibly A is slightly preferred from the parents' point of view.”
|
Clinician
|
Choice task complexity
|
• “That’s very difficult to answer. I guess… I will go for profile A because looking at profile B, severely abnormal body use, that’s of great concern to me.”
• “So I’m just going to go straight into the severe… abnormal fear, anxiety… moderately abnormal… for me quickly it’s A but I could be wrong.”
• “The speech. So, moderately abnormal verbal communication, speech may be absent. So no speech I can imagine what that means for that child. So for me, that’s the worst.”
|
Autistic Adult
|
|
• “I suppose it would be easier to answer if there's only a choice of two. When you've got a choice of three, especially when they're so subjective, I don't know, how do people trade these things off?”
• “It's difficult. Let's pick. I'm not too bothered about object use in play, so I would score that one out and then, you know, I'd reduce my options in some way and then that would help me…”
|
Caregiver
|
EQ-5D-Y and VAS mapping task
|
• “A lot of these don’t fit.”
• “The activities, I’d probably say abnormal activity level again, I have a lot of problems. The pain and discomfort, severely abnormal use of taste and smell, a lot of pain.”
• “The severely abnormal emotional would be very worried”
|
EQ-5D-Y, EuroQoL’s 5 Dimensions Youth version, VAS, visual analogue scale.
3.4.1 Attribute Descriptions
The attributes were comprehensible and clear for all participants. Clinicians considered the attributes applicable, and caregivers and autistic adults identified with the CARS2 descriptions and judged them as relevant. Moreover, all caregivers and autistic adults related the experiences they had with their child or themselves as a child. One autistic adult commented that the items did not take into consideration the positive aspects of autism.
All the caregivers found it possible to rate their child per attribute. When rating, three out of four caregivers also considered feedback they received from teachers at school. However, sometimes caregivers indicated that the rating was difficult because the child showed behavior that fluctuated from day to day and over the course of years.
Most participants considered the attribute descriptions as lengthy, with the reading task requiring substantial time. However, only one participant expressed difficulties in processing the amount of information provided in the descriptions. Moreover, several comments on the wording used in the CARS2-based attributes descriptions were made across the participant groups. For example, the phrasings like “abnormal” and “severely impaired” were considered to have a somewhat judgmental connotation to describe an autistic child’s behavior.
3.4.2 Choice Task Complexity
Participants found the choice task exercises very challenging, however, all but one participant (an autistic adult) were able to make choices based on the hypothetical profiles presented. Participant questions about the tasks gave valuable insight into the difficulties they were facing and highlighted that the choice tasks needed to be accompanied by clear explanations and examples. Respondents were often unsure which perspective they should take—i.e., that of the caregiver, clinician, child, or society, or whether they should select the most realistic profile versus the preferred profile.
The choice tasks did not reveal any attribute dominance, but for caregivers and autistic adults, the attributes “Fear or Nervousness”/“Fear or Anxiety” and “Verbal Communication” stood out as important decision drivers in the choice tasks. While making choices, several caregivers considered the societal context, since “fitting into society” was considered an important factor for the child and caregiver.
3.4.3 Choice Task Design
Six out of the 10 participants were shown both the BWS and DCE approach (the remaining four were not shown both designs due to time constraints). Two caregivers preferred the DCE approach, because they perceived comparing and choosing between two profiles as easier. One clinician clearly favored the BWS approach over the DCE. Overall, the interviews revealed that digesting two profiles (DCE) was easier for participants than three profiles (BWS).
The different layout versions of the choice tasks—i.e., with or without color-coding, fading of overlapping attributes, and use of bold font to emphasize non-overlapping attributes—and the use of short and long text versions were tested with all participants except one caregiver. The use of color-coding to indicate the severity level of the attributes was considered helpful by all participants. The use of fading and bold font was not considered useful and was even judged to cause bias on the choice. The short attribute descriptions were preferred over the long versions by all caregivers and by one autistic adult. However, one clinician made a remark that the short text version might cause issues for respondents who were not familiar with CARS2, and another clinician also preferred the longer attribute description in the profiles.
3.4.4 EQ-5D-Y and EQ VAS Mapping Task
Three caregivers and one clinician had sufficient interview time to attempt the mapping task. Many questions were raised during the exercise, however, all four participants were able to execute the task. An important learning from the participants’ comments was that thorough explanation is needed to guide the participants through the exercise.
Regarding the EQ-5D-Y task, one caregiver had a number of questions around the interpretation of the terminology, in particular around “mobility” (physical mobility versus sensory overload), “usual activities” (what activities were standard for society versus those standard for an autistic child), and “pain and discomfort” (physical versus emotional feelings). The clinician stated that the mapping was possible, although not all EQ-5D-Y items were applicable to CARS2, e.g., “looking after yourself”.
Regarding the EQ VAS, one caregiver commented that it was unclear if the scale was about physical or mental health and questioned if the scale meant being “medically ill.” From a clinician’s perspective, rating the worst CARS2 profile on the EQ VAS posed difficulties, because “a child presents with strengths and difficulties.”
3.4.5 Subgroup analysis
The qualitative interviews revealed no specific differences between caregivers and clinicians in terms of comprehensibility and interpretation of the CARS2-based attributes or the completion of choice task and mapping exercises (Table 5). Both groups expressed similar difficulties regarding the choice tasks and attribute wording used in CARS2. Thus, the research team concluded that the same study can be applied to both groups, caregivers and clinicians.
Table 5 Comparison of Interview Outcomes Between Participant Groups
Topic
|
Caregivers
|
Clinicians
|
Autistic adults
|
Understanding of the attributes
|
Clear and understandable
|
Clear and understandable
|
Understandable, but challenging to process all the information
|
Identification with the attributes
|
Could relate/tell experiences
|
Not applicable
|
Could relate/tell experiences
|
Rating with the CARS2 scale*
|
No issues with rating
|
Not applicable
|
Not applicable
|
Accounting for fluctuating behavior of the child
|
Fluctuating behavior of child sometimes made the rating challenging
|
CARS2 accounts for fluctuating behavior with an observation over 2 weeks
|
Not mentioned
|
No accounting for positive aspects of autism
|
Not mentioned
|
Not mentioned
|
Positive aspects of autism not captured in the attributes
|
Parents’ vs. school’s view
|
Some caregivers considered feedback from school in their rating
|
Not mentioned
|
Not mentioned
|
Attribute dominance
|
No attribute dominance identified
|
No attribute dominance identified
|
No attribute dominance identified
|
Reading/length of the attribute descriptions
|
Text perceived as very lengthy
|
Text perceived as very lengthy
|
Text perceived as very lengthy
|
Wordings
|
Some wordings seemed not appropriate to use
|
Some wordings seemed not appropriate to use
|
Some wordings seemed not appropriate to use
|
Choice task complexity
|
Choice tasks perceived as challenging, but they were doable
|
Choice tasks perceived as challenging, but they were doable
|
Choice tasks perceived as challenging, one participant could not make a choice
|
Choice strategies
|
“Fitting into society” as important decision driver
|
Mixed strategies
|
Fear and anxiety were decision drivers for one participant
|
Formatting of the choice tasks
|
Colors and shorter text were preferred
|
Mixed answers, but coloring was preferred
|
Colors and shorter text were preferred
|
Question format
|
Having 2 profiles seemed to be easier
|
BWS format preferred by one participant
|
One participant preferred the DCE question format
|
EQ-5D-Y and EQ VAS
|
Difficult task and applicability to CARS2 was questioned
|
One clinician did the task and stated that the mapping was feasible
|
Not done
|
*How caregivers found rating/scoring their child against the attributes. This topic was not relevant for clinicians or adults with ASD.
CARS2, Childhood Autism Rating Scale–2nd edition, EQ-5D-Y, EuroQoL’s 5 Dimensions Youth version, VAS, visual analogue scale.
3.5 Feasibility assessment and subsequent modifications
Interview findings were assessed against the pre-defined feasibility criteria (Table 1) and discussed with the SC. No major issues were identified which might impede the continuation of the main quantitative health preference study.
Comments from qualitative interview participants regarding the language and length of the text describing attributes were addressed by further refinements to optimize readability. Discussion of the interview findings with the SC revealed that appropriate phrasing of the choice task question is crucial to get the caregivers’/clinicians’ perspectives on patient preferences. Phrasing the question as “Which profile do you prefer for a child?” as opposed to “Which do you think is preferred for a child?” avoids any estimate or guess required by the caregiver/clinician and does not imply that there is a right or wrong answer. As caregivers found rating their child difficult due to fluctuations in behavior, it was agreed that caregivers should be asked to rate their child based on behavior observed in the previous two weeks. The interviews also revealed that it was important to know the age of the child whom participants had in mind. Feedback from the interview participants and the SC allowed for further improvements to the choice task presentation and led to the final DCE choice task design (online resource 1).
The qualitative interviews flagged an important time constraint: only four participants had sufficient time left to do the EQ mapping exercise within the hour-long interview. The quantitative study is to be conducted as an online survey that should ideally last no longer than 45 minutes. Several modifications were agreed with the SC to help reduce the time taken to complete the survey in particular: 1) providing an introductory video that better explains the choice task, thereby reducing time taken to complete the exercise, 2) making attribute descriptions readily available in the choice tasks through pop-up windows, 3) including a ranking task of all the attributes to help respondents prioritize attributes, thereby supporting them in making choices between profiles, and 4) implementing attribute overlap: In each choice task, seven attributes of the two profiles were set at the same severity level and six attributes at different levels. The overlapping attributes were clustered at the top of the profiles and non-overlapping attributes at the bottom, resulting in a “stacked” layout (Fig. 3). Overlapping attributes were not omitted in the choice tasks as they provide relevant background information on the complete profile of a child. The clustering aimed at minimizing the time and effort required to search for differences between the two profiles. With all these supportive measures, it was anticipated that respondents could complete approximately 14 choice tasks in a 45-minute online survey for the quantitative study phase. The research team tested the revised choice tasks in an internal pilot study (six members of the SC and seven colleagues) to confirm the modifications and reveal any remaining issues.
Finally, the research team decided to integrate the EQ-5D-Y and EQ VAS mapping tasks as an add-on component of the online survey which participants can choose to do optionally. Although the task was challenging and could not be done by all interviewees due to time constraints, the mapping is perceived as a unique experimental component that can provide an anchor for CARS2 to a generic measure of health-related quality of life.