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Daily Data Collection of Sexual and Other Health-related Behaviors.


Studies of sexual behavior sexual behavior A person's sexual practices–ie, whether he/she engages in heterosexual or homosexual activity. See Sex life, Sexual life.  in the U.S. typically have relied on self-reported behaviors that are recalled retrospectively, sometimes over a rather long time, or have asked respondents In the context of marketing research, a representative sample drawn from a larger population of people from whom information is collected and used to develop or confirm marketing strategy.  to report about their most recent sexual event. Shiffman and Stone (1998) point out that the former gives rise to inaccuracies not only because of forgetfulness Forgetfulness
See also Carelessness.

Absent-Minded Beggar, The

ballad of forgetful soldiers who fought in the Boer War. [Br. Lit.: “The Absent-Minded Beg-gars” in Payton, 3]

absent-minded professor
, but because the task is cognitively complex. They point to a body of research that indicates that recall is not a simple process of retrieving facts from memory, but rather a reconstruction of events that can lead to considerable bias in the data. Although asking about a specific event, such as the most recent sexual occasion, reduces the cognitive complexity of the task, Shiffman and Stone argue that even in such cases respondents often invoke To activate a program, routine, function or process.  an "heuristic A method of problem solving using exploration and trial and error methods. Heuristic program design provides a framework for solving the problem in contrast with a fixed set of rules (algorithmic) that cannot vary.

1.
 reconstruction" that can introduce bias (p. 121). Moreover, it is not known to what extent a specific event is a typical event in the life of a given respondent In Equity practice, the party who answers a bill or other proceeding in equity. The party against whom an appeal or motion, an application for a court order, is instituted and who is required to answer in order to protect his or her interests. . Because they are less subject to recall bias, yet provide data on more than one event of interest, some researchers have favored the use of daily diaries to study sexual behaviors (Fortenberry, Orr, Zimet, & Blythe, 1997; Gold & Rosenthal, 1995; Leigh, 1993; Leigh, Gillmore, & Morrison, 1998).

Although diaries have not been used widely to study sexual behaviors, their use in studies of other social and health phenomena is neither new nor rare. A review of research published in the past 5 years revealed over 300 citations to diary studies involving daily data collection in the psychological literature alone. In these studies, diaries have been used for two primary purposes. First, they have been used in nonexperimental research to obtain data on diverse behaviors such as sexual behavior (Fortenberry et al., 1997; Gold & Rosenthal, 1995; Leigh, 1993; Leigh et al., 1998), smoking (Thomsson, 1997), drug and alcohol use (Carney car·ney  
n. Informal
Variant of carny.
, Tennen, Affleck, del-Boca, & Kranzler, 1998; Leigh et al., 1998; Rabow & Duncan, 1995; Webb, Redman, Sanson-Fisher, & Gibberd, 1990), mood states (Campbell, Chew, & Scratchley, 1991; Edelmann & Connolly, 1998; Vittengl & Holt holt  
n. Archaic
A wood or grove; a copse.



[Middle English, from Old English.]

holt
Noun

the lair of an otter [from
, 1998), and health behaviors (Berg, Dunbar, & Rohay, 1998). Second, diaries have been used as a method of self-monitoring, or treatment, to help motivate changes in behaviors such as drinking (Cronin, 1996), smoking (Abueg, Colletti, & Kopel, 1985; Moss, Prue, Lomax, & Martin, 1982; Singh & Leung, 1988), and inappropriate social behaviors In biology, psychology and sociology social behavior is behavior directed towards, or taking place between, members of the same species. Behavior such as predation which involves members of different species is not social.  (Pope & Jones, 1996).

When diaries are used for assessment, rather than for treatment, it is necessary to assume that the method of data collection does not alter the behaviors under observation. In view of demonstrated treatment effects for self-monitoring, this assumption has been questioned. Some time ago, Fremouw and Brown (1980) argued that "self-monitoring studies almost invariably in·var·i·a·ble  
adj.
Not changing or subject to change; constant.



in·vari·a·bil
 include some implicit or explicit demands to change behavior" (p. 212). About the same time, and citing evidence from several studies, Verbrugge (1980) pointed out that frequent data collection also can produce fatigue effects (i.e., a decline over time in the amount or frequency of behavior reported). Indeed, several diary studies have shown evidence of response decay over time (e.g., Gerstel, Harford, & Pautler, 1980; Leigh, 1993; Verbrugge, 1980), but others have not (Lemmens, Knibbe, & Tan TAN

See tax anticipation note (TAN).
, 1988; Persky, Strauss, Leif, Miller, & O'Brien, 1981; Searles, Perrine, Mundt, & Helzer, 1995). Stone, Kessler, and Haythornthwaite (1991) suggested that, in addition to reflecting possible fatigue effects, response decay also might be the result of other types of reactivity re·ac·tiv·i·ty
n.
1. The property of reacting.

2. The process of reacting.


reactivity,
n the degree to which a being responds to a stimulus.
 (changes in behavior as a result of its being measured), such as socially desirable responding. Some diary studies have shown evidence of such reactivity (Berg et al., 1998; Mulheim, Allison, Heshka, & Heymsfield, 1998), yet others have not (Cruise, Broderick, Porter, Kaell, & Stone, 1996; Samo, Tucker, & Vuchinich, 1989; Sobell, Bogardis, Schuller, Leo Leo, in astronomy
Leo [Lat.,=the lion], northern constellation lying S of Ursa Major and on the ecliptic (apparent path of the sun through the heavens) between Cancer and Virgo; it is one of the constellations of the zodiac.
, & Sobell, 1989). It is generally believed that studies of sensitive behaviors, like sexual behavior, are especially prone to reactivity.

The motivations of study participants in the different types of diary studies (e.g., assessment or treatment) may be one factor affecting the likelihood of reactivity. It may not be frequent self-recordings per se that produce the effect, but heightened sensitivity to one's behavior when one is consciously trying, or senses a demand, to alter that behavior, as might occur in a treatment study. Reactivity effects also may dissipate dis·si·pate  
v. dis·si·pat·ed, dis·si·pat·ing, dis·si·pates

v.tr.
1. To drive away; disperse.

2.
 over time as people become more habituated to the self-recordings. Kopp (1988), in a review of self-monitoring studies, noted that many studies followed participants for no more than 3 weeks, making it difficult to tell if such effects would wear off over time. If effects of frequent self-recording are of limited duration, then frequent self-recording may produce valid data when the period of data collection is long enough for some types of reactivity effects to wear off. However, longer periods of data collection may increase the likelihood of other types of reactivity, such as fatigue effects.

The inconsistencies in the literature regarding the reactivity of self-recordings have led researchers to try to identify conditions under which such effects are more likely to occur (for a review, see Fremouw & Brown, 1980), explicate the underlying mechanisms accounting for such effects (Kazdin, 1982; Kirby, Fowler, & Baer, 1991), and suggest ways to adjust for these effects (e.g., Stone et al., 1991). The reactive reactive /re·ac·tive/ (re-ak´tiv) characterized by reaction; readily responsive to a stimulus.

re·ac·tive
adj.
1. Tending to be responsive or to react to a stimulus.

2.
 effects of frequent self-reporting are presumed to be caused by heightened evaluation apprehension The seizure and arrest of a person who is suspected of having committed a crime.

A reasonable belief of the possibility of imminent injury or death at the hands of another that justifies a person acting in Self-Defense against the potential attack.
, socially desirable responding, self-regulation, discriminative dis·crim·i·na·tive  
adj.
1. Drawing distinctions.

2. Marked by or showing prejudice: discriminative hiring practices.
 function effects, and fatigue (Kazdin, 1982; Kirby et al., 1991; Verbrugge, 1980), many of which might be exacerbated when measuring sensitive behaviors like sexual activities. It has been argued that these effects can be minimized by using discrete, rather than continuous, recordings; recording more than one behavior; and recording behaviors that study participants express no desire to change or experience no demand to change.

The present study is an attempt to extend the findings on effects of frequent self-recordings of sexual behavior, using daily data collected over a period of 8 weeks. We addressed three questions: (a) Is there evidence of fatigue effects over the 8-week period of daily data collection, (b) is there evidence of socially desirable responding, and (c) do the trends over time in reports of behaviors differ by method of data collection or gender of the study participant? We assumed that fatigue effects were evident if there was response decay over time, although we recognize that for some behaviors socially desirable responding could lead to the same pattern of responses. For that reason, we examined not only sexual behaviors but also less sensitive socially desirable behaviors such as eating fruits and vegetables, as well as other types of socially undesirable behaviors such as smoking and drinking. Socially desirable behaviors should increase over time and socially undesirable behaviors should decrease over time if there is socially desirable responding. In contrast, fatigue effects would result in response decay for both socially desirable and socially undesirable behaviors. In addition, daily data collection occurred over a sufficiently long period (8 weeks) to allow some types of initial reactivity, if it occurs, to wear off. To systematically examine whether different methods of data collection are more prone to fatigue and social desirability effects, study participants were randomly assigned to either a self-administered diary condition or a telephone-administered interview condition; question wording and format were identical in both conditions.

The data come from a larger study of the relationship between drinking/drug use and sexual risk-taking. We employed an analysis technique (hierarchical linear modeling In statistics, hierarchical linear modeling (HLM), also known as multi-level analysis, is a more advanced form of simple linear regression and multiple linear regression. , HLM HLM Habitation à Loyer Modéré (France)
HLM Houston Lake Mining, Inc (Val Caron, ON, Canada)
HLM Heart-Lung Machine
HLM Hierarchical Linear Modelling
HLM Holland, Michigan
: Bryk & Raudenbush, 1992) in which changes in individual rates of behavior over time are analyzed an·a·lyze  
tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es
1. To examine methodically by separating into parts and studying their interrelations.

2. Chemistry To make a chemical analysis of.

3.
, in contrast to prior studies that typically have focused on changes in group means (i.e., a within-subjects as opposed to between-subjects analysis). We also employed a larger sample than that typically reported for studies using diary methods. Explicit steps were taken to reduce reactivity, including (a) using discrete rather than continuous data collection, (b) collecting data on more than the target behaviors and embedding 1. (mathematics) embedding - One instance of some mathematical object contained with in another instance, e.g. a group which is a subgroup.
2. (theory) embedding - (domain theory) A complete partial order F in [X -> Y] is an embedding if
 these questions among other health-related questions, and (c) describing the study as one in which "health habits" (as opposed to the relationships between drinking/ drug use and sexual behavior) were being examined.

METHOD

Study Participants

Study participants were 90 men and 87 women (N = 177) between the ages of 18 and 23 (mean age = 20.51, SD = 1.31) who were randomly sampled from student registration records at a large northwestern university Northwestern University, mainly at Evanston, Ill.; coeducational; chartered 1851, opened 1855 by Methodists. In 1873 it absorbed Evanston College for Ladies. . They were asked to participate in a study of "health habits" thats purpose was described as examining daily patterns of a variety of health-related behaviors. Potential study participants were screened and deemed eligible if they were (a) unmarried, (b) not in a steady monogamous relationship of longer than a 6 month duration (these criteria ensured that participants were at higher risk of acquiring STDs), (c) currently sexually active (defined as having had sex on at least four occasions in the prior 2 months), (d) drank at least occasionally (defined as having drunk alcohol on at least four occasions in the past 2 months), (e) sometimes drank in the context of sexual activities (but not always or never), and (f) had used a condom 1. condom - The protective plastic bag that accompanies 3.5-inch microfloppy diskettes. Rarely, also used of (paper) disk envelopes. Unlike the write protect tab, the condom (when left on) not only impedes the practice of SEX but has also been shown to have a high failure  at least once in the past year. The latter four criteria helped ensure that we would have adequate variation on the variables of interest to achieve sufficient statistical power to examine the relationships of interest for the main study: the relationship between drinking and risky sexual behaviors. The majority (60%) reported that they had had vaginal vag·i·nal
adj.
1. Of or relating to the vagina.

2. Relating to or resembling a sheath.



vaginal

pertaining to the vagina, the tunica vaginalis testis, or to any sheath.
 sex once a week or more in the 2 months preceding the study; the modal Mode-oriented. A modal operation switches from one mode to another. Contrast with non-modal.

1. modal - (Of an interface) Having modes. Modeless interfaces are generally considered to be superior because the user does not have to remember which mode he is in.
2.
 frequency of vaginal sex during this period was 2 to 3 times per week.

The majority (76%) of participants identified themselves as White; the remainder identified themselves as African Americans African American Multiculture A person having origins in any of the black racial groups of Africa. See Race.  (1.7%), Asian Americans This page is a list of Asian Americans. Politics
  • 1956 - Dalip Singh Saund became the first Asian immigrant elected to the U.S. Congress upon his election to the House of Representatives.
  • 1959 - Hiram Fong became the first Asian American elected to the U.S. Senate.
 (11.9%), Hispanics (4%), and Native Americans (1.7%). A small number (2.3%) identified themselves as multi-racial or other (2.3%). Just over a quarter of the study participants lived in dorms (5.1%) or fraternities or sororities (22%); the rest lived in off-campus housing with roommates (35%), with parents or other relatives (22%), or lived alone (15.8%). Most participants were third- (29.2%) or fourth- (31.6%) year students, but 8.2% were first-year students, 19.9% second-year students, and 11.1% were fifth-year students.

Procedure

Study participants were randomly assigned to either a written diary condition or a telephone interview condition. Participants in both conditions were sent initial questionnaires (entry surveys) to complete and return before daily data collection began. Daily data were then collected for a period of 8 weeks (56 consecutive days). In the diary condition, participants were mailed packets each week that contained instructions, seven daily diaries, and seven self-addressed stamped envelopes A self-addressed stamped envelope (SASE), or just stamped addressed envelope (SAE) in the UK, is often just that: an envelope with the sender's name and address on it, with affixed paid postage and mailed to a company or private individual.  with which to mail back, daily, each day's diary. They were also telephoned weekly to offer encouragement, answer questions, and remind them to mail back each day's survey. In the telephone condition, trained interviewers telephoned participants daily. Participants were mailed copies of the daily survey form, which was identical to that used by those in the diary condition, to follow as the interviewer asked the questions. At the conclusion of each interview, an appointment was made for the next day's interview. After the 8 weeks of daily data collection, participants in both conditions were mailed a brief questionnaire (exit survey) to complete and return. Participants were each paid $15 for the entry survey, then weekly for the daily diaries ($2 for each daily report, a $3 bonus for each week with no missing days), and $10 for the exit survey. All procedures were approved by the university's human subjects review committee.

Materials

Entry survey. The entry survey included questions on demographic information, sexual history and current sexual activities, alcohol and drug use history and current use patterns, health-related information, and measures of individual difference traits such as impulsivity.

Daily report form. The daily report form included questions on sexual behaviors, smoking, diet, dental care, exercise, seatbelt use, sleeping patterns, and drug and alcohol use. Participants reported activities that occurred during the 24 hours prior to data collection the first day, and the previous day's data for subsequent days of data collection. To reduce demand characteristics, questions on sensitive behaviors were separated by other items. Once participants became accustomed to the questions and their flow, it typically took no more than about 5 minutes to respond to all the questions each day.

Exit survey. The exit survey included questions about drinking, drug use, and sexual activities that had occurred during the period of daily data collection. Participants' reactions to study participation also were measured.

Measures

Study participants were asked each day whether they had had vaginal sex and, if so, whether they used a condom; smoked cigarettes; drunk alcohol; eaten two or more servings of fresh, canned, or frozen vegetables Frozen vegatables (also freeze-dried vegetables) are commercially packaged vegetables that are sold in the frozen section of the store, usually packaged in either rectangular boxes or plastic bags. ; or eaten two or more servings of fresh, canned, or frozen fruit since the previous day's data collection (or past 24 hours if the first day of data collection). We also included questions about oral and anal sex Noun 1. anal sex - intercourse via the anus, committed by a man with a man or woman
anal intercourse, buggery, sodomy

sexual perversion, perversion - an aberrant sexual practice;
; however, the former rarely occurred in the absence of vaginal or anal sex (90% of all sex occasions included vaginal sex; oral sex, in the absence of vaginal or anal sex, occurred on only 9% of the occasions). Therefore oral sex could not be separately analyzed. Anal sex occurred too infrequently in·fre·quent  
adj.
1. Not occurring regularly; occasional or rare: an infrequent guest.

2.
 to analyze (only 1.8% of sex occasions were anal sex). Therefore, we focused on vaginal sex in the analyses reported in this paper.

We computed the proportion of valid days (the number of days each week that data were provided) each week that respondents reported having engaged in each of five behaviors: vaginal sex, drinking alcohol, smoking cigarettes, eating fruit, and eating vegetables. Condom use was computed as the proportion of vaginal sex occasions each week for which condoms were used. For each of the 8 weeks, each of these behaviors could take on values that varied from 0 to 1. For example, if a respondent completed 6 days of data collection in a given week, and reported having sex on 2 of those days, his or her value for sex is 2/6 = 0.33 for that week. Over the 8-week period, study participants reported having vaginal sex on average . 19 (s.d. = .20) valid days/week, drinking alcohol on .34 (s.d. = .22) valid days/week, smoking cigarettes on .32 (s.d. = .39) valid days/week, eating fruits on .42 (s.d. = .28) valid days/week, and eating vegetables on .55 (s.d. = .28) valid days/week. Table 1 displays the average weekly proportions for each behavior.
Table 1. Mean Proportions and Standard Deviations for Reported
Behaviors

Proportion valid        Had vaginal    Used      Drank
 days reported              sex       condoms   alcohol

Week 1
                   M       .2332       .4132     .3968
                   SD      .2500       .4571     .2712

Week 2
                   M       .1955       .4663     .3562
                   SD      .2304       .4820     .2803

Week 3
                   M       .1995       .3895     .3494
                   SD      .2518       .4557     .2694

Week 4
                   M       .1743       .4187     .3096
                   SD      .2277       .4778     .2553

Week 5
                   M       .2056       .4302     .3320
                   SD      .2451       .4876     .2665

Week 6
                   M       .1823       .4122     .3313
                   SD      .2292       .4736     .2839

Week 7
                   M       .1610       .4239     .2873
                   SD      .2146       .4817     .2567

Week 8
                   M       .1367       .3675     .2923
                   SD      .2069       .4747     .2603

Proportion valid          Smoked      Ate       Ate
 days reported          cigarettes   fruit   vegetables

Week 1
                   M      .3414      .3986     .5109
                   SD     .4193      .3159     .3266

Week 2
                   M      .3222      .3971     .5679
                   SD     .4065      .3206     .3202

Week 3
                   M      .3110      .4411     .5613
                   SD     .4048      .3369     .3427

Week 4
                   M      .3061      .4260     .5532
                   SD     .4040      .3302     .3298

Week 5
                   M      .3206      .3397     .5743
                   SD     .4019      .3329     .3281

Week 6
                   M      .2856      .4510     .5444
                   SD     .3977      .3399     .3297

Week 7
                   M      .2786      .4395     .5387
                   SD     .3939      .3403     .3339

Week 8
                   M      .2963      .4336     .5822
                   SD     .3994      .3515     .3193


Of our sample of 177 participants, 4 participated in the study for 1 week only and so were eliminated because a trend cannot be computed on a single data point, leaving 173 respondents in these analyses. This is the sample size for each behavior analyzed except condom use. Participants who had no vaginal sex during the reporting period (n = 32), had vaginal sex only once, or had vaginal sex during only one week (n = 29) are not included because sex is a necessary condition for condom use and more than one data point is needed to analyze a trend; the sample size for this analysis is therefore 116. It should be noted that 95% of the 173 participants included in all but the condom use analyses provided data for 6 or more weeks.

RESULTS

Analytic an·a·lyt·ic or an·a·lyt·i·cal
adj.
1. Of or relating to analysis or analytics.

2. Expert in or using analysis, especially one who thinks in a logical manner.

3. Psychoanalytic.
 method.

To determine whether there is a trend over time in the data, and whether the method of data collection (self-administered diary vs. telephone-administered interview) or gender influenced the trend, the data were analyzed using hierarchical linear modeling (HLM). HLM is a generalization gen·er·al·i·za·tion
n.
1. The act or an instance of generalizing.

2. A principle, a statement, or an idea having general application.
 of multiple regression Multiple regression

The estimated relationship between a dependent variable and more than one explanatory variable.
, designed for analyzing data that have an inherent hierarchical or "nested" structure. Examples of nested structures include individuals nested in larger units (e.g., students in classrooms) and multiple observations of individuals (e.g., as occurs in longitudinal studies longitudinal studies,
n.pl the epidemiologic studies that record data from a respresentative sample at repeated intervals over an extended span of time rather than at a single or limited number over a short period.
). In both cases, there is an intraclass correlation In statistics, the intraclass correlation (or the intraclass correlation coefficient[1]) is a measure of correlation, consistency or conformity for a data set when it has multiple groups. ; that is, observations within each unit or individual do not meet the usual regression assumption of independence, leading to standard errors that are too small and therefore to inflated Type I error. HLM accounts for the intraclass correlation and yields unbiased estimates of the standard errors. Another advantage of HLM is that cases with missing data can be included in the analysis, reducing the bias due to missing data. Thus, data from all respondents, even those who missed 1 or more (but fewer than 7) weeks of data collection were included in the analysis.

In HLM analyses, we can separate the variance into two distinct, but related, linear models or "levels." Level 1 is the within-unit (here, within-person) model; Level 2 is the between-unit (here, between-person) model.

In these analyses, the Level 1, or within-person, model is:

Y = [B.sub.0] + [B.sub.1]* (week) + e,

where Y is the individual's weekly rate of the behavior (vaginal sex, condom use, etc.), [B.sub.0] is an intercept intercept

in mathematical terms the points at which a curve cuts the two axes of a graph.
, [B.sub.1] is a random slope, and e is a normally distributed error term with a mean zero and variance [[Sigma SIGMA - A scientific visual programming environment from NASA.

http://fi-www.arc.nasa.gov/fia/projects/sigma/.
].sup.2]. Thus, each individual has an intercept representing his or her initial rate of the behavior (week 1), and a slope that expresses his or her change in that rate over the 8 weeks.

The Level 2, or between-person, model is:

[B.sub.0] = [G.sub.00] + [U.sub.0] and

[B.sub.1] = [G.sub.10] + [G.sub.11] * (condition) + [G.sub.12] * (gender) + [U.sub.1].

[G.sub.00] is the group average intercept, and [U.sub.0] is the average individual deviation DEVIATION, insurance, contracts. A voluntary departure, without necessity, or any reasonable cause, from the regular and usual course of the voyage insured.
     2.
 from the intercept. In the second equation, [G.sub.10] is the group slope, [G.sub.11] the effect of data collection condition (written diaries vs. phone interviews), [G.sub.12] the effect of gender, and [U.sub.1] is the average individual deviation from the group slope.

Separate models were estimated for each of the six behaviors: average weekly frequency of sex, condom use, smoking, drinking, vegetable consumption, and fruit consumption. Time (weeks 1-8) was entered in the models as an uncentered predictor.

Trends Over Time in Self-reported Behaviors

Table 2 shows the estimates of coefficients, with associated standard errors, t-ratios, and p-levels, for the intercept, slope over time, condition, and gender effects, for each of the six behaviors. Three behaviors showed significant decreases over time, and three showed no significant changes. Over the 8 weeks the proportion of days per week on which respondents reported engaging in vaginal sex, drinking alcohol, and smoking cigarettes decreased significantly. The proportion of days on which respondents reported engaging in vaginal sex declined 41% over the 8 weeks. Similarly, the proportion of days on which respondents reported drinking alcohol and smoking cigarettes declined 26% and 13% respectively (Table 1). There were no significant differences in the proportion of vaginal intercourse INTERCOURSE. Communication; commerce; connexion by reciprocal dealings between persons or nations, as by interchange of commodities, treaties, contracts, or letters.  occasions for which condoms were used, nor for the proportion of days per week on which respondents reported eating three or more servings of fresh, canned, or frozen fruit or eating three or more servings of fresh, canned, or frozen vegetables. Gender and data collection method, the Level 2 predictors, did not prove to be significant in any of the models, and thus do not help to explain the differences in the proportions of behaviors that changed over the 8 weeks.
Table 2. HLM Estimates of Coefficients for Intercepts and Slopes, by
Behavior

Reported behavior        Coefficient   Standard error     t        p

Had vaginal sex
  Intercept [G.sub.00]      0.2317         0.0191       12.092   0.000
  Slope [G.sub.10]         -0.0107         0.0035       -3.099   0.002
  Condition [G.sub.11]      0.0012         0.0036        0.342   0.732
  Gender [G.sub.12]         0.0016         0.0036        0.444   0.656

Used condoms
  Intercept [G.sub.00]      0.4835         0.0439       11.016   0.000
  Slope [G.sub.10]         -0.0142         0.0105       -1.343   0.180
  Condition [G.sub.11]      0.0014         0.0109        0.127   0.899
  Gender [G.sub.12]         0.0141         0.0110        1.290   0.197

Drank alcohol
  Intercept [G.sub.00]      0.3917         0.0197       19.835   0.000
  Slope [G.sub.10]         -0.0081         0.0037       -2.186   0.029
  Condition [G.sub.11]     -0.0034         0.0041       -0.828   0.408
  Gender [G.sub.12]        -0.0062         0.0041       -1.526   0.127

Smoked cigarettes
  Intercept [G.sub.00]      0.3379         0.0316       10.703   0.000
  Slope [G.sub.10]         -0.0091         0.0039       -2.349   0.019
  Condition [G.sub.11]      0.0055         0.0045        1.220   0.223
  Gender [G.sub.12]         0.0027         0.0045        0.614   0.539

Ate fruit
  Intercept [G.sub.00]      0.3964         0.0238       16.652   0.000
  Slope [G.sub.10]          0.0019         0.0049        0.379   0.705
  Condition [G.sub.11]      0.0103         0.0056        1.859   0.063
  Gender [G.sub.12]        -0.0024         0.0056       -0.430   0.667

Ate vegetables
  Intercept [G.sub.00]      0.5322         0.0243       21.859   0.000
  Slope [G.sub.10]          0.0032         0.0043        0.742   0.458
  Condition [G.sub.11]      0.0014         0.0049        0.297   0.767
  Gender [G.sub.12]         0.0021         0.0049        0.429   0.668

Note. Ns for all analyses = 173, except condom use, which was based on
only those who reported vaginal sex in more than one week (n = 116).


DISCUSSION

Researchers have relied on a variety of methods, such as daily diaries, to assess sexual behaviors, experiences, and cognitive states Noun 1. cognitive state - the state of a person's cognitive processes
state of mind

interestedness - the state of being interested

amnesia, memory loss, blackout - partial or total loss of memory; "he has a total blackout for events of the evening"
 at the time of, or close to, their actual occurrence. These methods are purported pur·port·ed  
adj.
Assumed to be such; supposed: the purported author of the story.



pur·ported·ly adv.
 to be more ecologically e·col·o·gy  
n. pl. e·col·o·gies
1.
a. The science of the relationships between organisms and their environments. Also called bionomics.

b. The relationship between organisms and their environment.
 valid than retrospective interviews or questionnaires because the assessment occurs in the natural environment close in time to the actual experience, and so are less prone to errors of recall that are likely to affect retrospection ret·ro·spect  
n.
A review, survey, or contemplation of things in the past.

v. ret·ro·spect·ed, ret·ro·spect·ing, ret·ro·spects

v.intr.
1. To contemplate the past.

2.
 (Shiffman & Stone, 1998). However, researchers also are concerned that, relative to other data collection methods, frequent recordings may be more reactive. This study examined whether there were trends over time in daily reports of sexual intercourse sexual intercourse
 or coitus or copulation

Act in which the male reproductive organ enters the female reproductive tract (see reproductive system).
, condom use, drinking, smoking, vegetable consumption, and fruit consumption, and whether the method of data collection or gender of the respondent influenced these trends. The trends were explored for evidence of two types of reactivity: socially desirable responding and fatigue effects.

The results indicate that there was a statistically significant decline in reports of sexual intercourse over time, while reports of condom use remained stable over time. There were also significant downward trends in reports of drinking and smoking cigarettes. In all cases the slopes were relatively small; however, the percent changes from the first to the last week were more substantial. Conversely con·verse 1  
intr.v. con·versed, con·vers·ing, con·vers·es
1. To engage in a spoken exchange of thoughts, ideas, or feelings; talk. See Synonyms at speak.

2.
, reports of the socially desirable behaviors, vegetable and fruit consumption, increased slightly, but not significantly, over time.

For each of the six behaviors, there was significant individual variance about the slopes to allow us to test whether the method of data collection or participant gender was related to the slopes. Neither the method of data collection (self-administered or telephone-administered daily data collection) nor the gender of the participants was significantly related to the trends over time in reports of the six behaviors. The latter finding is encouraging because reports of sexual behavior, in particular, might be expected to be influenced by gender. Moreover, these findings suggest that neither method of daily data collection is more likely than the other to produce socially desirably responding or fatigue effects; thus, other considerations should determine which method is better (see Hoppe et al., 2000, for a cost-benefit analysis cost-benefit analysis

In governmental planning and budgeting, the attempt to measure the social benefits of a proposed project in monetary terms and compare them with its costs.
 of these two methods).

Taken together, the trends over time in reporting these behaviors are not consistent with a fatigue effects explanation; fatigue should have affected reports of all behaviors in the direction of decreased reporting over time, not just the socially undesirable ones. Thus, daily data collection on sexual and other behaviors over a 2-month period does not appear to produce fatigue effects. Although there was a decrease in the number of occasions of sexual intercourse reported over time, this may be the result of our sampling criteria. All were selected on the basis of being currently sexually active and thus had partners at the outset of the study. For most participants, then, a change in relationships would mean the dissolution Act or process of dissolving; termination; winding up. In this sense it is frequently used in the phrase dissolution of a partnership.

The dissolution of a contract is its Rescission by the parties themselves or by a court that nullifies its binding force and reinstates each
 of a current relationship. While new relationships may have developed, the overall effect would be a decline in opportunities for sexual intercourse and, hence, a decline in the number of occasions of sexual intercourse. Reports of condom use, on the other hand, which is a socially desirable behavior, did not show evidence of any trend over time. These findings thus suggest that frequent collection of information about condom use is not likely to lead to fatigue or socially desirable responding effects.

With regard to smoking and drinking, however, the data suggest that daily data collection may produce either genuine behavior change Behavior change refers to any transformation or modification of human behavior. Such changes can occur intentionally, through behavior modification, without intention, or change rapidly in situations of mental illness.  (i.e., serve as an unintended intervention) in the direction of healthier behaviors, or are reactive in producing fatigue effects or socially desirable responding (behavior does not change, but reports do). Fatigue effects seem unlikely given that they were not evident across all behaviors. A study of self-reported medication adherence adherence /ad·her·ence/ (ad-her´ens) the act or condition of sticking to something.

immune adherence
 that compared daily diaries with an electronic monitoring device found that self-reported compliance rates were higher than monitored compliance rates (Berg et al., 1998). Similarly, a study using the bogus bo·gus  
adj.
Counterfeit or fake; not genuine: bogus money; bogus tasks.



[From obsolete bogus, a device for making counterfeit money.
 pipeline paradigm, in which food intake was reported by unsuccessful dieters in 1-week diaries, found that those who were told that their diaries were being verified reported a significantly greater intake of food than those who were not told this (Mulheim et al., 1998). Both studies show evidence of socially desirable responding rather than true behavior change. If socially desirable responding can account for these results, we have to question why reports of fruit and vegetable consumption also did not increase significantly over time. One possibility may be that the message about cigarette smoking and binge drinking binge drinking An early phase of chronic alcoholism, characterized by episodic 'flirtation' with the bottle by binges of drinking to the point of stupor, followed by periods of abstinence; BD is accompanied by alcoholic ketoacidosis–accelerated lipolysis and  among college students has been heard. Faced with evidence of engaging in such behaviors through daily data collection, the respondents (college students) may have been attempting to intentionally in·ten·tion·al  
adj.
1. Done deliberately; intended: an intentional slight. See Synonyms at voluntary.

2. Having to do with intention.
 alter their behaviors.

Kubey, Larson, and Csikzentmihalyi (1996) have argued that the Experience Sampling Method (ESM (1) (Enterprise Storage Management) Managing the online, nearline and offline storage within a large organization. It includes analysis of storage requirements as well as making routine copies of files and databases for backup, archiving, disaster recovery, ), in which study participants are "beeped" at random times throughout the day to report on their behaviors, is less reactive and produces more accurate reporting than diary methods. They argue that because participants do not know in advance exactly when data will be collected, they are less likely to experience evaluation apprehension or to change their behaviors just before data are collected. Participants are more apt to recall immediate events or experiences (e.g., a mood state) more accurately. This method appears especially promising for recalling subjective experiences like mood states, that may be easily forgotten or reinterpreted after the fact, or for sampling behaviors, like smoking, that are likely to occur throughout the day. However, ESM is more intrusive in·tru·sive  
adj.
1. Intruding or tending to intrude.

2. Geology Of or relating to igneous rock that is forced while molten into cracks or between other layers of rock.

3. Linguistics Epenthetic.
 than diary or prescheduled telephone interviews and therefore would not work well for persons whose work or school schedules do not permit such frequent interruptions, or for whom privacy might be a concern. Moreover, the method is less useful for behaviors like sexual activities that do not typically occur frequently throughout the day or even daily; for behaviors that occur at fairly regular times each day, like eating; or for behaviors that vary systematically with day of week (e.g., binge drinking among college students is more likely to occur on weekends).

Some researchers raise concerns that respondents using diary methods may fill out more than 1 day's dairy at a time, thus defeating the purpose and possibly introducing greater error of recall. We observed this in a previous pilot study of diary methods that we conducted. In that study, participants were instructed to fill out a diary each day, but then mail them to us only weekly. Indeed, some respondents reported afterwards af·ter·ward   also af·ter·wards
adv.
At a later time; subsequently.


afterwards or afterward
Adverb

later [Old English æfterweard]

Adv. 1.
 that they had filled out more than 1 day's diary at a time occasionally. Telephone interviews clearly remove this possibility, but are a more expensive mode of daily data collection (see Hoppe et al., 2000). In our current study, we instructed respondents to return their completed diaries each day in pre-addressed and stamped envelopes we provided. Although this increases respondent burden somewhat, respondents appeared to comply (e.g., they returned each day's form in separate envelopes). Most importantly Adv. 1. most importantly - above and beyond all other consideration; "above all, you must be independent"
above all, most especially
, the method of daily data collection (diaries or telephone interview) was not related to trends over time for any of the six behaviors, suggesting that returning diaries each day may have effectively reduced the problem of filling out several days' diaries at one time.

There are study limitations that should be mentioned. First, we do not know to what extent our findings might apply to other populations. Although random sampling was employed, which represents an improvement over many studies sampling college students, university students are not representative of the U.S. population. Moreover, because the primary goal of the study was to examine the relationship between drinking and condom use, it was necessary to screen out very low frequency and non-drinkers, those who were never or rarely sexually active, and those in long-term monogamous relationships. Second, the study's primary purpose was substantive and not designed to further elucidate e·lu·ci·date  
v. e·lu·ci·dat·ed, e·lu·ci·dat·ing, e·lu·ci·dates

v.tr.
To make clear or plain, especially by explanation; clarify.

v.intr.
To give an explanation that serves to clarify.
 the measurement factors. The random assignment to data collection conditions allowed us to make inferences about the relative utility of these methods (see Leigh et al., 1998, and Morrison, Leigh, & Gillmore, 1999, for related studies); however, there are other data collection techniques, such as the ESM, that would be useful to compare as well.

Choosing a method of data collection that reduces both random and nonrandom (systematic) sources of error should be the goal of any study of sexual behavior. The choice of method will depend in part on the type of constructs to be measured, subject burden, and project resources. There is evidence that self-administered computerized computerized

adapted for analysis, storage and retrieval on a computer.


computerized axial tomography
see computed tomography.
 questionnaires may increase reporting of socially sensitive behaviors like sex and illicit drug illicit drug Street drug, see there  use, presumably pre·sum·a·ble  
adj.
That can be presumed or taken for granted; reasonable as a supposition: presumable causes of the disaster.
 because of the greater privacy they afford (Gribble grib·ble  
n.
Any of several small wood-boring marine isopod crustaceans of the genus Limnoria, especially L. lignorum, which often damage underwater wooden structures.
, Miller, Rogers, & Turner, 1999). The higher costs associated with this method of data collection (e.g., hardware and programming) are partially offset by elimination of data entry costs. However, this method may not be feasible when it is necessary to collect data on a daily basis over a period of time. Fortenberry (in Bancroft, 1997, p. 252) suggests that retrospective interviews or questionnaires in which respondents must sum their behaviors over a period of time are inadequate methods for understanding event-related phenomena. Indeed, some studies suggest that event-specific variables, such as drinking with sex, will be more accurately reported in diaries than with retrospective reporting (Fortenberry, Cecil, Zimet, & Orr, 1997; Graham & Bancroft, 1997). Diaries are thought to increase respondent burden, but our results show no evidence of fatigue effects over an 8-week period of daily data collection. However, as Graham (cited in Bancroft, 1997) points out, the number of variables being measured will makes a difference in the extent to which fatigue effects are likely to occur. Our study required only about 5 minutes a day to respond to the questions, but this was adequate to obtain information on nine variables, some of which included branching questions.

Given the cost of frequent data collection, the increased demands on respondents, and the possibility that it may be reactive for some sensitive behaviors, the question that must be addressed is whether the greater cost associated with daily (or frequent) data collection is worth it. In 1996, the Kinsey Institute hosted an international conference on methods used to study sexual behavior, proceedings from which were published by Bancroft (1997). The discussants concluded that, despite these drawbacks, event-related phenomena are probably better studied with diary methods than with retrospective interviews or questionnaires. However, they also noted that researchers could do a much better job of contextualizing behaviors in retrospective data collection. For example, rather than asking global questions like how frequently one has sex, researchers instead could ask what respondents do sexually and with whom they do it. Such contextualizing may not produce data as refined as that obtained through diaries, but it may improve precision of estimates based on retrospection without entailing substantially greater cost. Whether retrospection is more or less reactive than daily diaries remains to be seen. With some types of event-related phenomena, there is no viable alternative to frequent data collection. Future research determining how to reduce reactivity that can, but does not necessarily, occur with frequent data collection would be a valuable asset to our understanding and choice of methods when studying sexual behaviors.

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Manuscript accepted October 24, 2000

This work was supported by a grant from the National Institute on Alcohol Abuse and Alcoholism The National Institute on Alcohol Abuse and Alcoholism (NIAAA), as part of the U.S. National Institutes of Health, supports and conducts biomedical and behavioral research on the causes, consequences, treatment, and prevention of alcoholism and alcohol-related problems.  (#AA09701). The authors wish to thank W. W. Washburn, Executive Director of Admissions and Records at the University of Washington; the interviewers; and the student participants for their invaluable assistance with this study.

Address correspondence to Mary R. Gillmore, School of Social Work, University of Washington, 4101 15th Avenue NE, Seattle, WA 98105-6299; e-mail: maryg@u.washington.edu.
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Author:Rainey, Damian T.
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Date:Feb 1, 2001
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