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2. Evaluation Methodology<br />

Table 2.3 Description of outcomes variables used for DID analysis<br />

Outcome variable<br />

Description<br />

2. Sexual practices and<br />

risk in gay men<br />

Psychological distress<br />

Incapacity<br />

Social Inclusion<br />

Physical health<br />

Binge drinking<br />

Cannabis use<br />

One of the evaluation’s central outcomes of interest is the mental health of clients.<br />

Psychological distress is widely used as an indica<strong>to</strong>r of mental health. For this evaluation,<br />

psychological distress is measured using the Kessler Psychological Distress Scale<br />

(K10). The K10 is a 10-item questionnaire that asks respondents how frequently they<br />

have experienced symp<strong>to</strong>ms of psychological distress during the past 4 weeks. For each<br />

question, there is a five-level response scale based on how frequently the respondent<br />

has experienced particular feelings (from ‘none of the time’ <strong>to</strong> ‘all of the time’). Each of the<br />

items are scored from 1 (none of the time) <strong>to</strong> 5 (all of the time). Scores for the 10 items are<br />

then added with <strong>to</strong>tal scores ranging between 10 and 50. Low scores indicate low levels<br />

of psychological distress and high scores indicate high levels of psychological distress.<br />

There are a number of cut offs developed for analysis of K10 scores. For the analysis<br />

conducted for the evaluation we draw on the categorisations used in the Australian Bureau<br />

of Statistics health surveys. The cut offs used in this analysis are: low (10-15), moderate<br />

(16-21), high (22-29) and very high (30-50).<br />

The number of days incapacitated because of psychological distress was gauged based on<br />

two questions: ‘in the last 4 weeks, how many days were you <strong>to</strong>tally unable <strong>to</strong> work, study,<br />

or manage your day-<strong>to</strong>-day activities because of these feelings’ and ‘aside from those days<br />

in the last 4 weeks, how many days were you able <strong>to</strong> work or study or manage your day <strong>to</strong><br />

day activities, but had <strong>to</strong> cut down on what you did because of these feelings’. Responses<br />

<strong>to</strong> these questions are analysed and are referred <strong>to</strong> as days out of role (DOR) and days cut<br />

back (DCB), respectively.<br />

Individuals’ feelings of being socially supported, or included, was gauged using the<br />

question ‘do you feel like there are people who are there for you?’ with responses recorded<br />

on a 5-point scale from ‘never’ <strong>to</strong> ‘all of the time’. The proportion of <strong>young</strong> people that<br />

responded they felt like people were there for them ‘all of the time’ or ‘most of the time’<br />

were assessed across waves.<br />

Measure assesses the frequency in which physical health problems have been the primary<br />

cause of psychological distress in the last four weeks. This measurement was based on<br />

responses <strong>to</strong> the question ‘In the last four weeks, how often have physical health problems<br />

been the main cause of these feelings?’ and was rated on a 5-point scale from ‘none of the<br />

time’ <strong>to</strong> ‘all of the time’.<br />

Binge drinking is classified as excessive consumption of alcohol on a single occasion.<br />

Binge drinking was gauged using responses <strong>to</strong> ‘During the last 30 days, on how many<br />

days did you have 4 or more standard drinks of alcohol in a row, that is, within a couple<br />

of hours?’. Responses were recorded on a scale from ‘0 days’ <strong>to</strong> ’20 or more days’ and a<br />

midpoint mean calculation was derived. This question was answered only by those <strong>young</strong><br />

people who respond that they have had a drink of alcohol in the last 30 days.<br />

Cannabis consumption relates <strong>to</strong> whether or not the <strong>young</strong> person has used cannabis<br />

during the last 30 days. This question was only answered by <strong>young</strong> people who responded<br />

that they have ever tried cannabis/marijuana.<br />

2.4.2 The Clinically Significant Change Method<br />

The evaluation was originally designed <strong>to</strong> assess <strong>young</strong> <strong>people’s</strong> outcomes only through the analysis<br />

of survey data as the administrative dataset included in the first evaluation contained very limited<br />

outcomes data. However, the new dataset launched at the beginning of the evaluation contains<br />

robust outcomes data. The evalua<strong>to</strong>rs employed the Clinically Significant Change (CSC) method<br />

<strong>to</strong> analyse these data. This method has been used <strong>to</strong> assess meaningful clinical changes in<br />

psychological distress as measured by the Kessler 10 scale (K10) for all <strong>headspace</strong> clients captured<br />

in the hCSA in order <strong>to</strong> examine the fac<strong>to</strong>rs related <strong>to</strong> improvement and deterioration following<br />

treatment. The CSC method also utilises the comparison surveys as a source <strong>to</strong> derive a functional<br />

population, from which <strong>to</strong> compare changes in functioning of the ‘<strong>headspace</strong> treatment’ group over<br />

time (Jacobson &Truax, 1991; Bauer et al, 2004; Atkins et al, 2005).<br />

The CSC method groups the changes in K10 scores for all <strong>young</strong> people on a seven-point scale that<br />

indicates improvement or deterioration in mental health functioning (clinically significant improvement,<br />

reliably significantly improvement, insignificant improvement, no change, insignificant decline, reliably<br />

significant decline, and clinically significant decline). Two measures of change are the most important:<br />

– a reliable change and a clinically significant change. A reliable change (RC) in K10 scores between<br />

two occasions of service is one that represents a statistically significant improvement (if the change<br />

corresponds <strong>to</strong> a reduction in K10) or deterioration (if the change is an increase in K10) relative <strong>to</strong> an<br />

Social Policy Research Centre 2015<br />

<strong>headspace</strong> Evaluation Final Report<br />

15

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