PARTNER NOTIFICATION and social network studies of infectious disease are crucial for understanding and preventing transmission of HIV, sexually transmitted diseases (STDs), and other infections.1–7 In the provider referral approach to partner notification (and variations thereof), a health professional interviews an infected patient to elicit information about his or her sexual and/or injection partners in a confidential contact interview. The health professional then attempts to locate the partners to alert them of their exposure to the infection and urge them to seek counseling, testing, and treatment (if appropriate). In social network studies of infectious disease, interviewers elicit partners from individuals at risk for an infection. By describing the structure, composition, and dynamics of personal and social networks, researchers and health officials can predict the course of an epidemic, understand the social influences on risk behavior, and target preventive interventions more efficiently.
For effective partner notification and determination of network structure, reported sexual and injection contact information must be as complete as possible, especially for individuals who have many partners and thus may contribute disproportionately to the transmission of disease.8–11 Clinicians and researchers have long suspected that people often do not report their partners completely and have identified many potential reasons for this. One class of possible factors relates to consequences of the testing and notification process, including fear of reprisal/violence by partners,12,13 fear of rejection by partners,14 reluctance to get injection partners into trouble,13 resentment toward partners who may have infected the patient,15 and patients' confused emotional state brought on by the notification of test results.16 Another class of potential reasons for not reporting partners involves impression management, privacy, and motivational issues, including the social undesirability of acknowledging involvement in potentially stigmatizing activities,9,17,18 the code of behavior among drug injectors not to name injection partners,13,16 concerns about confidentiality,13,16,17,19,20 a subject's desire to keep an interview short,21 and a lack of rapport with the interviewer.22 A third class of possible reasons for incomplete reporting of partners consists of memory‐related factors, including forgetting/memory errors,13,15,23 a potentially large number of partners,19,24,25 long recall periods,17 a patient's perceived lack of sufficient locating information,13 and anonymous or casual contact with partners.9,19,26–28
Our study focused on forgetting and memory‐related factors. In our study, the recall periods were relatively long, we encouraged subjects to report all partners regardless of the amount of information they knew about them, and many subjects had a large number of partners and some anonymous/casual contact with them. The study design also eliminated or minimized the influence of other factors potentially involved with incomplete reporting of partners. Our subjects participated anonymously, and we did not test them for any infection, nor did we collect identifying information about or attempt to trace partners. In addition, we recruited subjects who attended an HIV testing clinic or participated in projects restricted to drug injectors. Therefore, upon enrollment, subjects knew that the study interviewers knew the subjects had engaged in potentially stigmatizing risky sexual and/or drug injection behavior. We also assessed the impact of subjects' possible desire to keep interviews short and lack of rapport with interviewers.
Forgetting is likely to be a factor present in all types of interviewing situations. Indeed, a sizable body of research indicates that forgetting in recall interviews is substantial for various types of social contacts (D. Brewer, unpublished observations). In conducting the study, we adopted the assumption implicit in partner notification and social network research on HIV/STD transmission that all recalled partners are valid (D. Brewer's unpublished review supports the validity of recalled social contacts).
In this article, we provide estimates of the level of forgetting of sexual and drug injection partners in recall interviews. We used several methods for measuring forgetting. The main approach involves comparing partners mentioned in one interview with those mentioned in another. We also report here on subject correlates of forgetting to identify the types of individuals who require the most intensive interviewing. Moreover, we compare recalled and forgotten partners on a variety of partner variables to gauge the epidemiologic significance of forgotten partners. To describe further the kinds of partners forgotten, we also summarize subjects' self‐reported reasons for forgetting particular partners. The discussion focuses on implications for disease control and interviewing practice.
One hundred fifty‐six persons who were presumed to be at high risk for HIV and other sexually and parenterally transmitted infections participated in the study between November, 1996, and November, 1997. We recruited subjects from three sources: the largest public HIV testing clinic in the Seattle metropolitan area (n = 66) (all clients attending the clinic for testing were eligible to participate in this study), an out‐reach services program for gay/bisexual methamphetamine injectors (n = 5) (all program participants were eligible), and a large epidemiologic study29 of drug injectors in the Seattle area (n = 85) (all subjects completing that study were eligible). No data are available on the number of eligible persons who were invited, but declined to participate in our study.
We designed this study to control against forward telescoping and assess forgetting of recent as well as chronologically more distant partners. Forward telescoping refers to when subjects recall events (e.g., partnerships) as having occurred during the recall period, although they actually occurred before the recall period.30 We interviewed subjects twice according to one of two follow‐up conditions. In the short follow‐up condition, the intended interval between interviews was 1 week, whereas the mean observed interval was 11 days (median/mode = 7, SD = 10). The recall period for partner elicitation in both interviews was 2 years. For short follow‐up subjects, the beginning calendar point (stated as a month and year) of the recall period remained constant in the two interviews regardless of the observed interval between interviews. In the long follow‐up condition, the intended interval between interviews was 3 months, whereas the mean observed interval was 103 days (median = 95, SD = 36). The recall period for partner elicitation was 1 year for the first interview and 2 years for the second. During the first 8 months of data collection, we randomly assigned subjects to long and short follow‐up conditions in a 2:1 ratio, respectively. During the remaining months of data collection, we assigned all subjects to the short follow‐up condition to make interview scheduling efficient. Short follow‐up and long follow‐up subjects do not differ significantly or appreciably on any of 15 demographic and behavioral variables.
The different recall periods for the first and second interviews in the long follow‐up condition eliminate forward telescoping of partners in the first interview as an explanation for partners recalled in the first but not the second interview. Furthermore, the short follow‐up condition permitted assessment of forgetting of recent partners, and the long follow‐up condition provided a more powerful means of measuring the true extent of forgetting by allowing memories of partners to decay during the longer interval between interviews.
In this study, we also used an experimental factorial design to evaluate the effects of subjects estimating the number of their partners before recalling them individually and subjects thinking aloud as they recalled individual partners. Neither procedure influenced the number of partners recalled significantly or meaningfully (D.D. Brewer and S.B. Garrett, unpublished observations), and, therefore, we do not discuss them further here.
The study was separate and independent from all other studies and all services provided by the recruitment sites. We each conducted private, face‐to‐face interviews using microcomputers in closed rooms at our study offices or at the HIV testing clinic. We interviewed two subjects by telephone for their second interviews, because they could not travel to an interview location. For each interview, subjects received a $20 gift certificate good at one of several stores.
Subjects in the short follow‐up condition participated anonymously and scheduled the second interview at the end of the first interview. Subjects in the long follow‐up condition participated anonymously in the first interview. At the end of the first interview, we attempted to collect locating information for contacting them later to schedule the second interview, although they were not required to give this information to continue in the study. If a subject did provide any locating or identifying information, we destroyed it after the second interview or 6 months after the first interview, whichever came first.
Seventy‐one of the 84 (85%) short follow‐up subjects completed both interviews, whereas 52 of the 72 (72%) long follow‐up subjects completed both interviews. Subjects who completed both interviews and subjects who completed only the first interview do not differ significantly or meaningfully on any of a host of demographic and behavioral variables, including the number of partners recalled.
Interview Content and Structure
The first part of the interview included questions about subjects' demographic characteristics, drug use, and sexual behavior. In the second part of the interview, subjects recalled partners. The elicitation question for sexual partners defined sexual partners as those persons with whom the subject had genital or anal contact (i.e., all anal, manual, oral, and/or vaginal sex partners). The elicitation question for injection partners defined injection partners as those persons with whom the subject injected drugs, including those with whom the subject did and did not share needles. Therefore, injection partners include those persons with whom the subject might have had risky injection contact through needle sharing, sharing of other injection paraphernalia, syringe‐mediated drug sharing, needlestick injuries/accidents, giving injections to others, or receiving injections from others31–33 (N.M. Flynn, R. Anderson, L. Clancy, et al., unpublished observations). The elicitation questions emphasized that subjects were to list all partners in the recall period, take as much time to recall partners as necessary, and refer to partners by first names, nicknames, initials, or brief descriptions.
When a subject indicated that he or she could not recall any more partners or had been silent for an extended period (>30 seconds) during recall, the interviewer prompted with a nonspecific question about additional partners (e.g., “is there any‐one else you have had sex/injected drugs with in the last year/2 years?”). The interviewer prompted in this way until the subject insisted that he or she could not recall any additional partners. Next, the interviewer read the list of partners back to the subject to ensure that all recalled partners were correctly recorded, and then the interviewer prompted the subject again. If the subject recalled other partners at a later point in the interview, the interviewer prompted the subject again.
The interviewer then asked the subject how many additional partners during the recall period he or she could not recall specifically or did not want to mention. At the end of this part of the interview, if a subject was a sexually active drug injector, the interview returned to elicitation of partners of the other type. The order of elicitation (i.e., whether sexual partners were elicited before or after the elicitation of injection partners) was balanced across subjects. In the second interview, the next part involved comparing all partners recalled in the first interview with all those recalled in the second. For partners mentioned in one interview but not both, subjects were asked why they mentioned the partner in only one interview. All other major aspects of interview content and structure were the same for first and second interviews.
The final section of the interview included questions about specific partners. Because of interview time constraints, these questions pertained to no more than the first 12 sexual/injection partners mentioned. For sexually active drug injectors with many partners of both types, the interview computer program determined at random whether questions were asked about sexual partners or injection partners only. The interview computer program also randomly assigned each subject to one of four separate subsets of questions about partners to reduce the length of the interview. Each subset included different questions about partner demographic characteristics, relationship characteristics, subjects' knowledge of locating information, and social interaction among partners. At the very end of the interview, subjects rated how uncomfortable and embarrassed the interview questions made them feel.
Coding of Self‐Reported Reasons for Forgetting Particular Partners
The first two authors jointly and inductively developed codes for the subjects' self‐reported reasons for not mentioning (forgetting) particular partners in the second interview that they had mentioned in the first. The second author coded all responses according to this scheme, whereas the first author coded a random 25% subsample of subjects' responses. The two coders displayed generally high reliability. For the codes used by both coders (10 for forgotten sex partners and 14 for forgotten injection partners), the median kappa and phi are 0.97. All codes except one have kappas/phis greater than 0.63. Across forgotten sexual and injection partners, there are six other codes that one coder used but the other did not, and in these cases, the coder who used the code applied it to very few (1‐11%) of the responses. In summarizing results, we collapsed codes that were essentially the same from a memory perspective.
We computed univariate descriptive statistics for the number of partners recalled and several measures of forgetting. We calculated Pearson correlation coefficients between various subject characteristics and selected forgetting measures. To compare recalled and forgotten partners, we also computed, within subjects, Pearson correlation coefficients between whether a partner mentioned in the first interview was recalled or forgotten in the second interview and various partner variables. Where appropriate, we used standard procedures for summarizing sets of correlation coefficients and using Pearson correlation coefficients to measure the magnitude of mean differences.34
Subject Characteristics and Representativeness
The mean age of the subjects was 38 years (SD = 9, range, 19‐65). Eighty‐eight percent of the subjects had graduated high school or earned a general equivalency degree, and 28% had a 4‐year college degree or more education. Sixteen percent of the subjects were black, 1% were Asian American, 2% were Hispanic, 4% were mixed, 3% were Native American, and 74% were white. Twenty‐three percent considered themselves homeless, and 44% were employed at enrollment. (An unmeasured, but probably relatively small, proportion of unemployed subjects were students). Twenty‐two percent of the subjects were women. Ninety‐two percent of all subjects were sexually active in the 6 months before enrollment, and 59% of the subjects were heterosexual, 28% were gay men, 3% were lesbian, and 10% were bisexual. Twenty‐nine percent of the women reported trading sex for money or drugs in the 1 or 2 years before enrollment (recall periods varied across subjects). Of the sexually active subjects, 49% reported having had sex once a week or more frequently in the last 6 months. Sixty percent of the subjects had injected drugs in the 2 years before enrollment. Of these, 70% reported injecting once a week or more frequently in the 6 months before enrollment, and 31% had been in drug treatment in the month before enrollment. The primary drug injected was heroin for 68%, cocaine for 13%, speedballs for 11%, and methamphetamine for 9%. Very few (8%) subjects reported having been asked to recall partners individually by a health care worker (as in partner notification) or as part of a study in the previous year.
Overall, our sample is behaviorally similar to patients with AIDS in the Seattle metropolitan area.35 The 66 subjects recruited from the HIV testing clinic are a 2.75% nonrandom sample of all clinic clients tested during the recruitment period. These subjects are representative of this client population in terms of age, gender, ethnicity, education, injection drug use, and sexual orientation (i.e., sample characteristics do not differ significantly from expected values on these variables for this client population). The 85 subjects recruited from the large epidemiologic study of drug injectors are an 11.85% nonrandom sample of all eligible subjects in that larger study during the recruitment period. These 85 subjects are representative of this subject population in terms of ethnicity, education, primary drug injected, and sexual orientation. Subjects in our study included more men (p > 0.05) and persons receiving public assistance (p > 0.01) than expected.
Number of Partners Recalled
Table 1 shows the number of partners recalled in the first interview (distributions for the second interview are very similar). Subjects tended to mention somewhat more injection partners than sexual partners. All distributions of the number of recalled partners are skewed to the right. Short follow‐up subjects recalled approximately the same number of partners in the first and second interviews (sexual partners: r = 0.18, n = 66, ns; injection partners: r = −0.01, n = 43, ns). In both interviews, subjects overall reported little discomfort or embarrassment (means range between 1.28 and 1.40 on a 4‐point scale).
Extent of Recall Over Course of Interview
Across interviews and partner types, subjects recalled a notable proportion of their partners after the interviewer began prompting. On average, approximately 5% of all partners mentioned in an interview were recalled between the interviewer's first prompt and when the interviewer began reading back the list of partners. Another 5% on average were recalled after the interviewer began reading back the list, but before the question about how many partners were not recalled. Two percent, on average, were recalled at later points in the interview. Therefore, subjects recalled approximately 10% of all partners mentioned in an interview in response to prompting and reading back the list of partners. Other analysis shows that prompting and reading back the list elicit moderately more partners (in absolute and proportional terms) for subjects who recalled many rather than few partners before the first prompt (data not shown).
Levels of Forgetting of Partners
Forgetting was prominent in our recall interviews as indicated by four independent measurement approaches. The first approach is a test‐retest method that involves comparing, for each subject, all partners recalled in the first interview with all those recalled in the second interview. Because the recall periods for the first interview in both follow‐up conditions referred to calendar periods that were embedded in the recall period for the second interview, partners recalled in the first interview but not the second can be considered to have been forgotten in the second interview. Although subjects on average recalled essentially equal numbers of partners in each interview, they tended to recall somewhat different sets of partners in each interview. Measures of forgetting based strictly on comparing partners mentioned in two interviews likely give underestimates of the true extent of forgetting, because partners who are forgotten in both interviews are not considered in the calculations (D. Brewer, unpublished observations).
In the second interview, approximately half of all sexually active subjects forgot at least one sexual partner mentioned in the first interview. Approximately 70% of drug injectors in the second interview forgot at least one injection partner mentioned in the first interview. Across follow‐up conditions, subjects in the second interview forgot a mean of one to four sex partners and three to five injection partners mentioned in the first interview.
These numbers of forgotten partners are considerable in proportional terms (see Table 2). In the second interview, sexually active subjects in the short and long follow‐up conditions forgot 14% and 25%, respectively, of the sexual partners they mentioned in the first interview, on average (measure A in Table 2). (For all the proportional measures we present, the proportional level of forgetting is simply the complement of the proportional level of recall). In the second interview, drug injectors in the short and long follow‐up conditions forgot 22% and 39%, respectively, of the injection partners they mentioned in the first interview, on average.
Just as subjects mentioned some partners in the first interview whom they forgot in the second, short follow‐up subjects recalled approximately the same number of other partners in the second interview whom they forgot in the first, excluding new partners first encountered between interviews (data not shown). (No such comparisons are possible for subjects in the long follow‐up condition because of the particular recall periods and interval between interviews). For short follow‐up subjects, the mean proportional increase in the cumulative total number of unique (different) partners identified by a subject from the first to the second interview is 20% for sexual partners and 34% for injection partners (measure B in Table 2). That is, subjects recalled additional partners in the second interview whom they forgot to mention in the first interview, resulting in a larger total number of partners identified. Other test‐retest measures of forgetting for the short follow‐up subjects (e.g., the proportion of all unique partners identified in the two interviews who were recalled in a particular interview) show very similar results to those in Table 2 (data not shown).
Overall, subjects forgot absolutely and proportionally more injection partners than sexual partners. In addition, for both sexual and injection partners, the level of forgetting is greater for long follow‐up subjects than short follow‐up subjects.
A second, independent method of measuring forgetting is based on comparing the aggregated number of all partners recalled by short follow‐up subjects with an estimate of the aggregated number of new partners for a comparable recall period. This estimate is scaled‐up from the number of new partners encountered between interviews (i.e., partners with whom a subject had first sexual/injection contact after the first interview). We identified new partners from subjects' responses about why a partner mentioned in the second interview was not mentioned in the first.
In the short follow‐up condition, there are data available on the number of new partners between interviews for 62 sexually active subjects and 41 drug injectors. For each of these subjects, we scaled up an estimate of the number of new partners for the 2‐year recall period with the following formula: (730 / number of days between interviews) * number of new partners between interviews. This procedure is likely to produce highly inaccurate estimates at the individual level, because short periods are not necessarily very representative of a particular individual's long‐term pattern of accruing new partners. However, this procedure should provide a fairly reliable estimate at the aggregate level if the rate of accruing new partners during the period between interviews can be assumed to be representative of the previous 2 years for these subjects as a whole (or at least not to be greater than the rate of accruing new partners for the previous 2 years overall).
The aggregate proportional recall measure based on the number of new partners represents the sum of the total number of unique partners mentioned by short follow‐up subjects in one or both interviews divided by the sum of the scaled‐up estimates of the number of new partners for the same 2‐year period. These proportions are 0.40 for sex partners and 0.28 for injection partners. Although these proportions indicate that the majority of partners were forgotten (i.e., not mentioned in any interview) for the 2‐year recall period, they are still likely to be underestimates, because subjects had their first sexual/injection contact with some partners more than 2 years before the interviews. In other words, the number of new partners for a given period is often less than the total number of partners for the period (D.D. Brewer, J.J. Potterat, S.B. Garrett, S.Q. Muth, J.M. Roberts, and R.B. Rothenberg, unpublished observations).
The third approach to measuring forgetting involves comparing recalled partners with subjects' diary logs of partners. For three subjects, all gay men, we were able to compare the sex partners recalled with diary‐type or telephone number lists of sex partners these subjects kept for reasons independent of the study. All comparisons with the lists were made at the end of the second interview. One long follow‐up subject kept his list for the 3‐month period between his interviews. In the second interview, he recalled 89% (8/9) of his sex partners on the list. Two short follow‐up subjects kept lists for longer periods, but reported that their lists were incomplete. The proportions of sex partners on the lists who were recalled in either or both interviews for these subjects are 0.74 (29/39) and 0.89 (24/27). These proportions are somewhat lower than the corresponding test‐retest proportional recall measures for these subjects.
The final method for measuring forgetting focuses on subjects' assessments of how complete their recalls were. A significant proportion of subjects thought they had or might have had other partners during the recall period whom they could not recall in an interview. Across interviews and follow‐up conditions, 25% to 41% of sexually active subjects reported thinking they had or might have unrecalled sexual partners. Similarly, across interviews and follow‐up conditions, 45% to 56% of drug injectors said they had or might have unrecalled injection partners. On average, subjects estimated that they had forgotten several partners in the first interview (means range between 3‐28 across follow‐up conditions and partner types). However, the subjective proportional recall measure representing the number of partners recalled in the first interview divided by the sum of recalled and subject‐estimated unrecalled partners (measure C in Table 2) indicates less forgetting on average than the test‐retest proportional recall measure (measure A). Also in contrast to the test‐retest measure, the subjective proportional measure shows essentially equal levels of forgetting for short and long follow‐up subjects. Both the test‐retest and subjective measurement approaches, however, indicate that forgetting is greater for injection partners than sex partners. The subjective measures based on second interview data yield nearly identical results. Furthermore, very few subjects reported reluctance to name partners for reasons other than forgetting. Across interviews and partner types, only 1% to 4% of subjects said that they had one or more partners whom they did not want to mention.
Subject Correlates of Forgetting
To describe individual differences in forgetting among subjects, we calculated the Pearson correlations between memory‐related, demographic, behavioral, and contextual variables and selected test‐retest forgetting measures. We computed the correlations separately for short and long follow‐up subjects and then calculated a weighted (by n) mean of the two correlations for a particular independent variable.
There are reasonably good predictors of the absolute number of partners forgotten in an interview (i.e., partners mentioned in one interview, but not the other). The number of partners recalled in the second interview is moderately positively associated with the number forgotten in the second interview, r = 0.67 (n = 117) for sexual partners and r = 0.53 (n = 75) for injection partners. The corresponding correlations between the number recalled and the number forgotten in the first interview for short follow‐up subjects are 0.66 (n = 67) for sexual partners and 0.36 (n = 43) for injection partners.
A subject's sense of whether he or she is forgetting any partners is also a moderate to good predictor of the number of forgotten partners in an interview. (Note that forgotten partners here are “recallable” because they were mentioned in one interview). In the second interview, this sense correlates with the number of partners forgotten in that interview who were mentioned in the first interview, r = 0.56 (n = 117) for sexual partners and r = 0.27 (n = 75) for injection partners. The corresponding correlations between a subject's sense of whether there are or might be additional unrecalled partners in the first interview and number forgotten in the first interview for short follow‐up subjects are 0.89 (n = 67) for sexual partners and 0.24 (n = 43) for injection partners. Across interviews and partner types, 81% to 86% of subjects who said they had additional partners they could not recall did in fact have other partners they recalled in the other interview (or in the same interview, after their making a judgment about whether they had additional unrecalled partners). Eighteen percent to 59% of subjects who said they did not have additional unrecalled partners, however, also recalled additional partners in the other interview.
There are no strong correlates of the proportion of partners mentioned in the first interview who were recalled in the second (see Table 3). Because this is a proportional measure, obtained correlations cannot be explained by a predictor variable's relationship with the absolute number of partners recalled. For sexually active drug injectors, there may be a general “forgetfulness for partners” factor, as the proportional recall measures for sexual and injection partners are moderately positively related. A subject's judgment that there are or might be forgotten partners also correlates slightly to modestly negatively with the proportional recall measure. The number of very recent new partners (number of new partners first encountered between interviews for short follow‐up subjects) is moderately negatively associated with the proportional recall measure. This means that subjects with many recent new partners forgot proportionally more of their partners than subjects with no or few recent new partners. However, gender, sexual orientation, apparent alcohol or drug intoxication, and the number of partners recalled in the second interview did not correlate meaningfully with the proportional recall measure. Drug injectors and subjects who do not inject drugs also are equally likely to forget sexual partners. Furthermore, other results indicate that socially disadvantaged subjects (who had relatively little education and were homeless, unemployed, receiving public assistance, and nonwhite) were slightly more likely to forget partners than more advantaged subjects (r's range between −0.29 and −0.07 across partner types). Seventeen other demographic, behavioral, and contextual variables (age, wakefulness, mood, embarrassment, discomfort, whether sexually active, sex frequency, primary injected drug, injection frequency, drug treatment, overlap of sex and injection partners, time between interviews, time of day, and interviewer‐rated honesty, resistance, tension, and drug‐related withdrawal) show only negligible to mild associations (r's < .28) with the proportional recall measure.
Comparisons Between Recalled and Forgotten Partners
We computed Pearson correlations for each subject between whether a partner mentioned in the first interview was recalled or forgotten in the second interview and each of a number of partner, partnership, and network variables (locatability, frequency of sexual/injection contact, time since first and last sexual/injection contact, time since last met, relationship closeness, feelings toward partner, whether recalled before first prompt in first interview, and risky injection contact). We also calculated matrix correlations to assess whether recalled and forgotten partners form distinct subgroups or the core and periphery of a subject's sexual/injection network. Then, we summarized correlations across subjects for each variable by partner type. These correlations are based on the first 12 partners recalled by a subject in the first interview and partner variables as measured in the first interview. The partners included in these analyses represent, on average, 92% of sexual partners and 89% of injection partners recalled by a subject in the first interview. For sexual and injection partners alike, recalled and forgotten partners do not differ substantially on any variable examined. All mean correlations are less than |0.29|. We found similar results when we compared, for short follow‐up subjects, partners recalled and forgotten in the first interview.
Table 4 shows the mean proportions of partners mentioned in the first interview who were recalled in the second (measure A from Table 2) for epidemiologically and psychologically important categories of partners. The means are based on relatively few subjects, because different sets of subjects were asked different questions, and some subjects had no partners in particular categories (e.g., partners in last month). The levels of recall for most categories of partners tend to be some‐what higher than the levels reported in Table 2. However, the proportions in Table 4 cannot be compared directly with those in Table 2, because the subjects summarized in Table 4 are random subsamples of the whole study sample and their proportions are based only on the first 12 partners recalled in the first interview. Relatively few recent contacts were forgotten, although recall is still noticeably incomplete even for partners with whom the most recent contact was within the last 3 months. In short, forgotten partners include partners who are epidemiologically and personally important.
Self‐Reported Reasons for Forgetting Particular Partners
For both sexual and injection partners, the most common self‐reported reason for forgetting particular partners in the second interview who were mentioned in the first is “don't know/just forgot/no reason,” which accounts for 22% of forgotten sexual partners and 31% of forgotten injection partners. Fifty‐two percent of subjects who forgot sexual partners and 69% of subjects who forgot injection partners listed this reason for at least one forgotten partner. Another common reason for forgetting both types of partners is that the most recent contact (social or otherwise) with the forgotten partner was a relatively long time ago (variably defined across subjects). A third common reason for forgetting sexual partners is that contact with the forgotten partner was marked by a bad, sad, or painful memory or experience. Many other reasons were given, but they accounted for small proportions (<10%) of forgotten partners and/or were listed by less than 10% of subjects. We obtained very similar results on self‐reported reasons for forgetting partners in the first interview who were mentioned in the second.
Subjects occasionally made spontaneous comments about forgotten partners indicating surprise that they forgot them, because they expected such partners would be easily recalled. Four percent or more of subjects made the following comments (which accounted for a small percentage of forgotten partners): recently saw forgotten sex/injection partner, frequent injection contact with forgotten injection partner, and forgotten injection partner is socially tied to a recalled injection partner. These comments reinforce the results in Table 4 that indicate subjects may forget epidemiologically and personally significant partners.
Summary of Main Results
Repeated prompting and reading back the list of recalled partners after the subject indicated she or he was finished recalling elicited a noteworthy proportion of additional partners. Four independent methods of measurement show that the level of forgetting of sexual and injection partners is substantial and may even be quite high. All of our methods for measuring forgetting, however, likely produce underestimates of the true extent of forgetting. By all measurement approaches, forgetting was greater for injection partners than sexual partners. The number of partners recalled and a subject's assessment of forgetting are moderate to good predictors of the absolute number of partners forgotten. However, there are few good predictors of the proportional level of forgetting. Partners mentioned in the first interview who were recalled in the second interview do not differ dramatically from those who were forgotten in the second interview on any of several partner, partnership, and network characteristics. Furthermore, subjects forgot many epidemiologically and personally significant partners. These results are remarkably consistent with research on forgetting of social contacts in recall interviews (D. Brewer, unpublished observations).
Elimination of Other Explanations for Incomplete Reporting of Partners
Our design removed or minimized the influence of factors other than forgetting that might be involved in the incomplete reporting of partners. The results also suggest that social desirability and related factors did not play a role in the incomplete reporting we observed. For example, the proportional level of recall is not related to the number of partners recalled. The relationship between these variables would be substantially more negative, however, if some subjects consciously limited their reports to a certain small subset of partners in both interviews. In addition, very few subjects reported having any partners they did not want to mention and only four subjects acknowledged that they had intentionally not reported a partner in an interview when asked why they had mentioned the partner in one interview but not the other (for a total of eight such partners). Furthermore, a large percentage of subjects acknowledged having partners they could not recall specifically.
Subjects' first interviews lasted essentially as long as their second interviews (1st interview mean = 33 minutes, 2nd interview mean = 36 minutes, for the 14 subjects who completed the study before an extra series of questions was added to the second interview). This suggests that any desire subjects might have had to shorten the interview did not affect either the length of time they spent in the interviews or, presumably, the level of their reporting of partners. The level of rapport between interviewers and subjects also did not seem to figure in the incomplete reporting in our study. Subjects reported very low levels of discomfort and embarrassment and recalled a similar number of partners in each interview (for those with the same recall period in both interviews). Subjects' tension, honesty, and resistance, as rated by interviewers, bear no relationship to the proportional level of recall. Moreover, subjects' level of apparent intoxication does not account for incomplete reporting of partners, as it, too, is unrelated to the proportional level of recall. In sum, forgetting is the only plausible explanation for our results.
Implications for Understanding and Controlling Disease Transmission
Forgetting of partners may obscure transmission patterns and structures, especially at the local level. For instance, if an individual linking otherwise unconnected clusters, or components, of infected or at‐risk persons is forgotten, public health researchers and officials may miss important data on how an infection spread (or could spread) and lose a potentially critical prevention opportunity. Similarly, forgetting may result in underestimating the overall density of sexual and/or injection ties among a set of individuals (i.e., ratio of number of observed ties to number of all possible ties) and other measures of network connectedness.36 These measures indicate how likely an infectious agent such as HIV will spread in a population.10,37
Delayed or no notification of forgotten partners may prolong an epidemic by allowing an infection to spread further. It is possible that many persons who are unaware of their infection or risk are not being notified, or are not being notified as quickly as might happen, because they were forgotten in contact interviews. Undoubtedly, certain partners may not be notified because some patients consciously withhold reporting them in contact interviews (D.L. Richter, L.L. Lindley, L.C. Sanchez, et al., unpublished observations) or because patients are unable to provide sufficient locating information for some partners whom they do report. Nevertheless, it seems quite likely that “recallable” partners are forgotten in contact interviews even though patients might be willing to report them and provide locating information if they were to recall them. Although many forgotten partners may be eventually notified as partners to subsequent infected patients who do recall them in contact interviews,38 missed opportunities for notification, treatment, and education because of forgetting would serve to extend the duration and scope of an epidemic.
Implications for Interviewing Practice
Our results suggest that interviewers should prompt repeatedly and read back the list of partners to the subject/patient to maximize the recall of partners. Individuals can recall additional partners beyond points in an interview where health researchers and professionals often stop attempting to collect data (e.g., when an individual says he or she can recall no more).
In this study, reinterviewing increased recall substantially. Our results indicate that reinterviewing may be most productive (although not exclusively) with individuals who recall many partners in an interview and/or believe that they may have additional unrecalled partners. In our study, these individuals were moderately more likely to recall other partners in another interview than individuals who recalled few partners and/or believed that they had no additional partners. Individuals with many recent new partners also were more likely to forget recallable partners than individuals with few or no recent new partners. This may reflect “retroactive interference,” which occurs when more recently learned information (recent new partners) interferes with the recall of information learned earlier (less recent or longer‐standing partners). Individuals with many recent new partners might also be given high priority for reinterviewing.
Reinterviewing has long been a recommended39–46 and effective47–57 procedure for eliciting additional partners. Our study shows that, in a research setting at least, this increase in partners elicited can be accounted for by partners who are forgotten in the first interview, but not the second (the phenomenon of “reminiscence”58).
Enhancing Recall of Partners
Given the degree of forgetting we have documented, it is crucial to develop techniques to enhance the recall of partners. In the areas of eyewitness and food recall, interviewing techniques based on established principles of event memory increase recall substantially without any increase in the rate of errors24,59–61 Further work is required to describe how partners are organized in memory,62 develop supplementary interviewing techniques based on these cognitive structures, and evaluate the effectiveness of these procedures in enhancing recall of partners.
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