Content-Type: text/html Information Seeking & Behavior The Ability of the AIDS Quilt to Motivate Information Seeking, Personal Discussion and Behavior as a Health Communication Intervention by Christopher Stephen Knaus M.A., 1997 Bruce E. Pinkleton Assistant Professor and Erica Weintraub Austin Associate Professor Edward R. Murrow School of Communication Washington State University Pullman, WA 99164-2520 Phone: (509) 335-2795 Fax: (509) 335-1555 E-mail: [log in to unmask] Manuscript submitted for presentation to the Communication Theory and Methodology Division of the Association for Education in Journalism and Mass Communication August 1998, Baltimore, MD Running Head: Information Seeking and Behavior Abstract Several seldom-used approaches have demonstrated significant effects with regard to HIV and AIDS education and prevention. The NAMES Project Foundation's AIDS Memorial Quilt is designed to encourage compassion and increased emotional appeal, which is intended to lead to increased desire to seek information and develop skills concerning the transmission and prevention of the disease. A field experiment (n=560) was used to examine the ability of the AIDS Quilt to motivate information seeking, personal discussion and behavioral outcomes among those who viewed it. Results indicate that the quilt intervention did explain significant differences in information-seeking motivations and information-seeking behavior. Information-seeking motivation positively predicted actual information seeking behavior, which in turn predicted increased discussion and decreased risky behavior. Information-seeking motivation in itself did not predict discussion or behavior. The results suggest that campaigns designed primarily to increase information seeking motivation can result in desired behavioral outcomes. The Ability of the AIDS Quilt to Motivate Information Seeking, Personal Discussion and Behavior as a Health Communication Intervention A large proportion of the governmental resources given to agencies fighting the AIDS epidemic are spent on preventative measures (U.S. Department of Health and Human Services, 1987). Because the disease can affect people from any community with disastrous results, multiple education efforts have been used with varying degrees of success. These efforts range from broad educational approaches that attempt to influence the general public to narrowly targeted approaches that tailor messages to individuals in targeted community groups (O'Donnell, San Doval, Vornfett, & DeJong, 1994; Stevenson & Davis, 1994). The large number of people with AIDS (Centers for Disease Control, 1996) combined with the fact that the virus virtually is preventable points out the importance of developing and testing a variety preventative approaches. Several seldom-used approaches have demonstrated significant effects with regard to HIV and AIDS education and prevention. These range from using theater and drama, to using small group facilitation. The NAMES Project Foundation's AIDS Memorial Quilt, for example, attempts to incorporate the strengths of theater and art with identity building and emotional appeal in a non-threatening way. Rather than focus on the presentation of information or skill building, the quilt is designed to encourage compassion and increased emotional appeal, which is intended to lead to increased desire to seek information and develop skills concerning the transmission and prevention of the disease. In this sense, the quilt is used as a tool to motivate individuals who view the quilt to learn about AIDS and take the needed steps to alter their own behavior as well as to help others do the same. Since message exposure and attention are key aspects of decision making, it is important to determine whether the quilt is successful at boosting information-seeking motivations and key behavioral outcomes. Therefore, the purpose of this study is to assess relationships among viewing the AIDS Quilt and the motivation to seek additional information, discuss AIDS with others and engage less in risky behavior associated with the transmission of the disease. Seeing the AIDS Quilt and Information Seeking Despite the importance of message exposure and audience attention in successful health campaign outcomes (McGuire, 1989), many mass mediated campaigns fail to positively impact people's health-related behaviors (Parrott, 1995). Campaigns based on moral arguments, fear appeals and knowledge-only approaches often are counterproductive or limited in their effectiveness. Health campaign communication strategies that show greater potential are those emphasizing social influence and social and cognitive skill development (Austin, 1995). The key to this campaign strategy is the recognition that effective campaign efforts must be designed to target individuals and the environments in which they live. The AIDS quilt appears to exemplify the latter approach. As a single display, the AIDS quilt is a locally-targeted health campaign designed to raise awareness so that additional information is sought and HIV preventative behaviors are learned by campaign receivers. The potential for success of the quilt appears to hinge on its ability to boost audience involvement and reduce the perceived social distance between the general public and those who suffer with AIDS. One of the most common failings of communication campaigns is to assume audiences are interested when they are not or when they may be actively resistant to threatening messages (Mendelsohn, 1973; Solomon, 1989). It is common for a majority of the public to lack interest in communication campaigns, leading to apathy and ignorance on topics that are potentially of great importance (Hyman & Sheatsley, 1947). Langer (1978) suggests that audience attention to campaign messages exists along a continuum. At one end of the continuum, audience attention is limited and responses to campaign messages are likely to be a passive lack of interest. At the other end of the continuum, listeners actively attend to messages resulting in thoughtful message consideration and knowledge gain. As a result, boosting involvement may be key, particularly for a campaign whose success requires a thoughtful response from receivers. Accordingly, the Elaboration Likelihood Model developed by Petty & Cacioppo (1981, 1986) suggests that audiences engage either in thoughtful scrutiny of an argument or less thoughtful consideration of the cues in a persuasive environment based on individual differences in information processing strategies. The most important predictor of the amount of cognitive effort an individual will exert in argument elaboration is individual involvement with the subject of a message (Petty & Cacioppo, 1986; Stiff, 1986). When involvement is high, audience members are motivated to engage in argument elaboration resulting in greater message attention and scrutiny. When involvement is low, audience members are unwilling to commit cognitive resources to argument elaboration instead choosing to engage in a heuristic processing strategy (Petty & Cacioppo, 1986; Stiff, 1986). Although there have been differences in the conceptualization of the involvement construct, in general, involvement is associated with the personal relevance of a topic or message to the individual on either a long- or short-term basis (see generally Johnson & Eagly, 1989; Pfau & Parrott, 1993; Salmon, 1986; Zaichkowsky, 1985, 1986). Research indicates that involvement-relevant messages attract more attention and cognitive effort than other messages (Celsi & Olson, 1988; Greenwald & Leavitt, 1984), and that involvement associates with active, purposeful and deliberate information seeking (Atkin, 1973; Donohew & Tipton, 1973; Gantz, Fitzmaurice & Fink, 1991). Additional research by Roser (1990) indicates that attention to messages increases learning and the perceived importance of message content, and that higher perceptions of message relevance directly influence attitudes and behaviors. In the current study, viewing the AIDS quilt should associate positively with information seeking since information-seeking behaviors are associated with higher levels of involvement, attention and learning. Research indicates that individual's communication-related activity increases when situational involvement is stimulated by a temporary social situation (Kanihan & Chaffee, 1996) and active information seeking results when involvement is high (Grunig, 1979). As a result, if individuals are motivated to seek additional information about AIDS, they also should expand their use of a variety of relevant information sources. H1: Those who view the AIDS quilt will have greater motivation to seek information regarding AIDS than those who do not view the AIDS quilt. H2: The motivation to seek more information regarding AIDS will positively associate with using information sources to learn more about AIDS. H3: Those who view the AIDS quilt will engage in greater information source use regarding AIDS than those who do not view the AIDS quilt. Information Source Use and Behavioral Outcomes According to decision making approaches, awareness and involvement may lead to changes in behavior by encouraging individual movement among stages of change (Holtgrave, Tinsley, & Kay, 1995). For example, Maibach and Cotton (1995) suggest that those in the precontemplative stage of decision making often fail to recognize the targeted problem and lack motivation. Campaign messages designed to encourage self examination instead of behavior change tend to increase involvement, moving message recipients through the decision-making process in incremental stages. Once people have moved into a contemplative stage they seek information as a way to consider costs and benefits and develop skills to overcome perceived barriers to change. If this information search is successful, its result will be the beginning of behavior change preparation such as interpersonal discussion. Ultimately, a successful information search can lead to behavior change attempts (Maibach & Cotton, 1995). A purposeful information search (Chaffee & McLeod, 1973; Grunig, 1979; McCombs, 1972) is likely to include interpersonal conversations and various, specific mass media (Atkin, 1973; Pinkleton & Austin, 1997) resulting in greater media use and situation-specific learning (Kanihan & Chaffee, 1996). Related research indicates that individuals with diverse information needs are motivated to extend their information search to include sources that are more costly in terms of effort, but also are more rewarding in terms of information provision (Chew, 1994). Ultimately, the ELM predicts that attitudes formed as a result of message scrutiny and cognitive effort are likely to be enduring, predictive of an individual's behavior and resistant to change. If this is the case, then involvement should increase the use of information sources to learn about AIDS ultimately leading to an increase in interpersonal discussion concerning the disease. In the same way, as involvement motivates information source use and message elaboration, resulting attitudes concerning AIDS should be predictive of individual behavior. H4: Greater use of information sources to learn about AIDS will positively associate with engaging in discussion regarding AIDS. H5: Greater use of information sources to learn about AIDS will negatively associate with engaging in sex without using a condom. Method Research design Since college undergraduates are at particular risk for HIV transmission (Hollar & Snizek, 1996; Sheer & Cline, 1995; Turner, Garrison, Korpita, Waller, Addy, Hill, & Mohn, 1994), the sample consisted of undergraduates spanning several academic departments in a rural location. In this study, four randomly selected clusters were assigned to experimental and control groups according to the Solomon four-group design (Campbell & Stanley, 1963; Ragon, Kittleson, & St. Pierre, 1995). One group received a control intervention followed by a posttest. This controlled intervention consisted of attending a public speech or training session relevant to the class. Another control group completed a pretest prior to the controlled intervention. Two other groups observed the same procedures as the first two, except that they received the experimental intervention, which was a visit to the AIDS quilt. The final group did not complete a pretest, but did attend the AIDS quilt display, followed by the completion of the posttest. Students received extra credit in their classes for attending the assigned intervention. The section teacher made no mention of the other interventions with regard to extra credit. Because this was a field experiment with limited control, students in control groups who attended the quilt because they had wanted to, which was assessed in the survey, were subsequently placed in an experimental group, depending on whether or not they had completed a pretest. Those who were in an experimental section, but chose to not attend the quilt were classified as part of the control group, since they had not attended the intervention. This allowed for the maintenance and integrity of the Solomon four-group design, while remaining flexible enough to account for the realities of the natural field experiment situation. Additionally, the use of the Solomon four-group study design allows for much more control than using a standard control/experimental group design since it delineates at least between pretest bias and intervention bias (seeing the quilt on a voluntary basis, or as a way to earn extra credit). Finally, the Solomon four-group design addresses external validity concerns while accounting for some of the interaction between the interventions and the instrument (Ragon, et al., 1995). The current analysis focuses only on the posttest measures, although the analysis of the full design has been reported elsewhere (Knaus & Austin, 1998). Although the most powerful analysis of intervention effects would involve assessing change between the pretest and the posttest for those who did or did not view the quilt, this type of analysis is not feasible with the current data. Due to the sensitive nature of the questions in the instrument, the institutional review board responsible for approving the study prohibited the tracking of individual respondents. As a result, the study design makes it possible to control for pretest contamination effects, but analysis of effects must rely on posttest group differences. Individual-level effects can be determined only by analyzing relationships among posttest variables in the context of known group-level differences. As a result, hypotheses regarding quilt effects were assessed via t-test, to determine whether groups who viewed the quilt differed significantly from groups who did not view the quilt. Hypotheses regarding relationships among decision-making steps such as information-seeking motivations and information-seeking behavior were tested via regression analysis. Once it has been established whether variables such as information-seeking motivations have been affected by the quilt-viewing intervention, it can be assumed that significant differences reflected in these variables will be represented in these variables' relationships with other variables. Thus, if viewing the quilt increases information-seeking motivation, and information-seeking motivation positively predicts discussion of HIV/AIDS with a sexual partner, it can be concluded that viewing the quilt has indirectly increased discussion by way of its effects on information-seeking motivations. Regression analysis included the use of age as a control variable, since sexual activity and information seeking about HIV/AIDS could be accounted for partly by age. Age was entered using the forward-stepwise procedure in the first block of a hierarchical multiple regression procedure. Independent variables such as information-seeking motivation and information source use then were entered using the forward-stepwise procedure in the second block of the equation. Sample Due to some loss of data resulting from administrative difficulties (some surveys were lost in the campus mail), there were unequal numbers of individuals in the Solomon-four groups. A total of 62 respondents participated in the control group and received only the posttest. Another 187 control-group participants received both pretest and posttest. Of those receiving the treatment (the viewing of the quilt), 229 received the pretest and the posttest, with 82 received only the posttest. Thus, among the 560 respondents, a total of 406 completed pretests. A total of 311 received the treatment, with a total of 249 individuals not receiving the treatment. Of the clusters that completed pretests, the majority were first-year students (64.6%). Slightly more of the respondents were female (54%) than male. The mean age was 19.41, with a standard deviation of 1.80. A significant majority of the respondents were 18 or 19 years old (68.7%). The percentage of Caucasian students in the university, as of fall 1996 was 88%, and for this study, 74.7% of the respondents indicated they were Caucasian. Among the respondents completing the posttests, again the majority of the respondents indicated they were first-year students, but to a lesser extent (58.4%). Again, a majority (53.8%) of the respondents were female. The mean age was slightly higher (M = 19.69), following the trend of fewer first-year students than in the pretests. The standard deviation, however, remained constant when compared to the pretests, at 1.82. The majority of the posttest sample was representative of the overall university, in that 75.2% of the respondents were Caucasian. Pencil and paper surveys were administered to students in their classes by class professors and teaching assistants. The pretests were given out approximately four weeks before the interventions, with posttests given out approximately three to four weeks after the intervention. Instrument and operational definitions of concepts Safe-behavior and discussion indices Safe-behavior as a concept was limited for the purposes of this study to addressing sexual contact and transmission. This was primarily due to a priority for in-depth analysis of one method of transmission rather than a brief look at several modes of transmission. Further, an assumption was being made that focusing on drug-use behavior and/or pregnancy rates of students in a rural university would not yield significant numbers, whereas many individuals within this target population engage in risky sexual behavior (Keeling & Engstrom, 1994; Sheer & Cline, 1995). The safe behavior index was adapted from Basen-Engquist (1994), as part of her reliable safer-sex behavior variable (with an alpha of .72), and used a five response format, varying from often, sometimes, rarely, never, and offering a don't know or not applicable response. This index was broken into two parts, with the first assessing how frequently respondents perceived themselves to engage in discussion about specific behavior. Items included how often respondent and a partner "discussed HIV/AIDS," "sexually transmitted diseases," "safe sex," "sex," and "past partners." The second part of the index asked respondents to report sexual activity, focusing on sexual intercourse and oral sex without birth control. Items included how often respondents "engaged in sexual intercourse without any form of birth control," "engaged in sexual intercourse without a condom," "engaged in oral sex without a condom," "engaged in sexual activity with someone you didn't know very well," and "engaged in behavior from which you could contract HIV/AIDS." These indices were prefaced by a question asking if the respondents had engaged in any sexual contact within the past month. The two indices were broken down into discussion and reported behavior separately. Respondents with no sexual contact in the past month were advised to skip the questions regarding sexual behavior and frequency of discussion. As a result, the number of respondents for these items is somewhat lower than for other questions on the survey. Factor analysis and the computation of Cronbach's alpha established that the measures did not form a reliable index; thus, individual variables were retained for further analysis. Information source use indices Sources of information were conceptually defined in two ways; which sources were used more often, and which were seen as more effective. Only the information source use measures are reported in the current analysis. The sources of information index was developed in order to assess which source of information respondents used most frequently in order to get information about HIV and AIDS. It is a more expanded version of the scale comprised by Dusenbury, Diaz, Epstein, Botvin, & Caton (1994), who did not report reliability measures. This was coded using an often, sometimes, rarely, never one through four scale, and included items such as mass media, health centers, school, peers, family, 1-800 numbers, religious sources, and the Internet. Descriptive statistics for all variables used in these analyses may be found in Table 1. --------------------------------- Table 1 About Here --------------------------------- Index Building The construction of each individual index began with the selection of the original items designated from the survey instrument as conceptually related (most from previously tested scales and indices). Each pretest and posttest index was then tested using factor analysis to determine whether items actually held together as a single factor. Items were kept parallel in both pretest and posttest indices so as to best analyze across group type. Thus, if an item was dropped at pretest, for example, it was also dropped at posttest. After factor analysis was used to analyze the indices, computation of Cronbach's alpha was used to determine reliability. Factor analysis indicated no relation among the items within the behavior index, so the individual items were analyzed separately instead of as in index. The discussion index was not altered at all, with all five items maintaining relatively high alphas. The alpha for discussion with partners in the pretests was acceptable (.71), while the posttests again held together more closely (.79). In the pretest index, the discussion of sexually transmitted diseases and discussion of HIV loaded above .89 in the single factor analysis, while the discussion of sex, discussion of safe sex, and the discussion of past partners held together above .52. In the posttest index, the discussion of HIV, discussion of sexually transmitted diseases, and discussion of past partners loaded above .53, while the discussion of sex and discussion of safe sex had loaded above .86. Relevant discussion with partners, measured on an index ranging from 5-25, also decreased slightly, from the pretests (M = 16.37, N = 139) to the posttests (M = 15.97, N = 186), suggesting that the pretest sample discussed relevant issues more often than the posttest sample. Results As predicted by Hypothesis 1 and shown in Table 2, those who viewed the quilt reported greater motivation to seek information about HIV/AIDS (M=7.48) than did those who did not --------------------------------- Table 2 About Here --------------------------------- view the quilt (M=7.48, t(320)=-3.77, p < .001). T-tests also demonstrated a link between seeing the Quilt and information source use (t (307) = -3.66, p < .001), as predicted by Hypothesis , suggesting that frequency of information source used increased as a result of viewing the Quilt. As predicted by Hypothesis 2, and shown in Table 3, motivation to seek information positively predicted reported information source use (b=.23, p<.001). Consistent with --------------------------------- Table 3 About Here --------------------------------- Hypothesis 4, increased information source use positively predicted discussion of HIV/AIDS with sexual partners (b=.23, p<.01), and information source use also negatively predicted engaging in sexual contact without the use of a condom, as proposed by Hypothesis 5. Information-seeking motivation, included in the regression analysis using the forward-stepwise procedure, did not significantly predict discussion or risky behavior. In sum, the quilt intervention did explain significant differences in information-seeking motivations and information-seeking behavior. Information-seeking motivation positively predicted actual information seeking behavior, which in turn predicted increased discussion and decreased risky behavior. Information-seeking motivation in itself did not predict discussion or behavior. Discussion Although health campaign planners have been moving away from purely information-based campaigns, individual information seeking nevertheless remains important to program success. This study has explored the potential of information-seeking motivations for moving message recipients through stages of decision making toward the ultimate goal of behavior change. The NAMES Project Foundation's AIDS Memorial Quilt was analyzed as an intervention designed to increase information seeking by way of increased involvement. The results indicate that viewing the quilt does increase the desire to obtain information, leading to increased use of information sources, and in turn to positive behavior changes. The analysis of posttest results from a Solomon Four-Group Design field experiment showed that individuals who viewed the quilt reported higher levels of information-seeking motivations. They both wanted to learn more about HIV/AIDS and reported that they were trying to learn more. The results further indicated that this motivation predicted actual increases in information source use. This suggests that the quilt holds promise as an intervention, due to its ability to increase receiver involvement. Its goal of raising awareness through the personal experience of viewing quilt panels designed to honor the lives of individual AIDS victims appears to have more far-reaching effects. The findings add further support to literature suggesting that campaigns designed to encourage self examination instead of directly targeting behavior change are successful because they acknowledge that audience members must move through an incremental decision-making process before implementing a change in behavior (e.g., Maibach & Cotton, 1995). Individuals differ greatly in their motivation to seek and process information via different channels, and their responses to health communication campaign messages often depend on a variety of factors that differ significantly among individuals. Arbitrary or alternative message wording, for example, can significantly alter the decisions and behaviors they produce in targeted audiences (Holtgrave, et al., 1995). While individuals generally engage in decision making behavior because they seek a positive outcome (Yates, 1990), long-term benefits such as avoiding AIDS can be overlooked in order to maximize short-term benefits such as immediate physical gratification. At other times, individuals may be overwhelmed by the challenges presented by a decision, finding it more difficult to broach the topic of HIV avoidance with a partner than to simply abdicate their decision-making responsibility (Holtgrave, et al., 1995). As a result, communication campaign practitioners need to understand message recipients' decision making processes and motivations, and take a receiver-oriented approach when designing health campaign messages (Austin, Pinkleton & Fujioka, 1998). A receiver-oriented approach acknowledges that individual motivations are an important part of information source use (Reagan, 1995) and knowledge gain (Pinkleton, Reagan, Aaronson, & Chen, 1997). Indeed, the results of this study indicated that information-seeking motivations did increase source use, with positive behavioral results. Greater use of information sources associated positively with engaging in discussion with sexual partners regarding HIV/AIDS, and source use also negatively associated with engaging in sex without a condom. These findings support decision-making models of behavior change, which suggest that campaigns must help individuals move from a less involved state toward the development of skills and motivations that enable behavior change (Maibach & Cotton, 1995). By spurring information seeking, the AIDS Quilt encouraged viewers to pursue their own individual information needs, thereby enabling them to develop the skills and confidence to bring up the topic of HIV with their partners and protect themselves more effectively from the disease. The study cannot account for individual change over time as a result of the quilt intervention, due to the limitations of the data collection methodology. Because tracking of individuals was not possible, the analysis of effects relied on posttest group differences. Nevertheless, the Solomon four-group design enables the researcher to have more confidence in differences revealed via posttest data analysis, due to its ability to control for potential pretest bias. Individual-level effects, meanwhile, can be determined by analyzing relationships among posttest variables in the context of known group-level differences. Thus, once it was established that information-seeking motivations were affected by the quilt-viewing intervention, it could be assumed that significant differences reflected in motivations were represented in their relationships with other variables. Thus, because viewing the quilt increased information-seeking motivation, and information-seeking motivation positively predicted discussion of HIV/AIDS with a sexual partner, it could be concluded that viewing the quilt has indirectly increased discussion by way of its effects on information-seeking motivations. It is important, nevertheless, to consider the limitations of this study. Because it was a field experiment, for example, it did not have as tight internal control as a laboratory experiment would enjoy. In addition, its focus on one subpopulation (college students at a rural northwestern university) limits its generalizability. College students, however, are an important target for HIV/AIDS interventions (Hollar & Snizek, 1996; Sheer & Cline, 1995; Turner, et al., 1994), and rural areas are an especially problematic environment for campaigns due to the lack of AIDS- related resources and the tendency for many rural communities to view HIV and AIDS as a big-city problem (Berry, McKinney, & McClain, 1996; Governor's Advisory Council, 1994; Half- million, 1996). Finally, the variance explained by information seeking, while significant, was not large, indicating that other factors play an important role in decision making. The major contribution of this study lies in its ability to provide an empirical evaluation of a major, ongoing, nontraditional campaign strategy. Besides demonstrating its effectiveness, the study puts its success in the context of a theoretical foundation that can be applied to other health communication campaigns. 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Englewood Cliffs, NJ: Prentice- Hall. Zaichkowsky, J. L. (1985). Measuring the involvement construct. Journal of Consumer Research, 12, 341-352. Zaichkowsky, J. L. (1986). Conceptualizing involvement. Journal of Advertising, 15, 4-14, 34. Table 1 Descriptive statistics Intercorr. Or Variable N M SD Range Alpha Source use frequency 311 16.38 4.89 8-32 .81 (All for HIV educ.) Media 320 2.44 .98 1-4 Health centers 318 2.09 1.01 1-4 School 318 2.90 1.07 1-4 Peers 316 2.52 1.01 1-4 Your family 318 1.97 .94 1-4 Hot lines 318 1.50 .84 1-4 Church 319 1.42 .73 1-4 Internet 316 1.59 .87 1-4 Motivation 326 7.10 2.01 2-10 .63*** Want to learn more 326 3.97 1.08 1-5 Am looking for more info 327 3.13 1.15 1-5 Discussion with partner 171 13.18 3.32 5-20 .81 Discuss HIV/AIDS 179 2.09 .87 1-4 Discuss sex. trans. disease 178 2.15 .85 1-4 Discuss safe sex 176 3.12 .97 1-4 Discuss sex 177 3.36 .84 1-4 Discuss past partners 173 2.50 .87 1-4 Engaged in sex w/o condom 181 2.30 1.23 1-4 ***p<.001. Table 2 T-tests assssing quilt-viewing intervention effects Variable N M t df Source use Did not see quilt 135 15.27 -3.60*** 307 Did see quilt 174 17.25 Motivation Did not see quilt 140 6.64 -3.77*** 320 Did see quilt 182 7.48 ***p<.001. Table 3 Regression tests of hypothesized model Dependent Variable Independent Variable r2 Chge& b& df& F@ Source Use Age .02** -.15** 1,306 6.89** Motivation .05*** .23*** 2,305 12.21*** Discussion Source Use .05** .23** 1,160 8.86** Sex without condom Age .05* .22* 1,171 8.72** Source Use .03* -.16* 2,170 7.07** *p<.05; **p<.01; ***p<.001. Standardized betas, significance levels for R-square and F reported for the block of entry.