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ERIC EJ823785: Attendance Rates in a Workplace Predict Subsequent Outcome of Employment-Based Reinforcement of Cocaine Abstinence in Methadone Patients PDF

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Preview ERIC EJ823785: Attendance Rates in a Workplace Predict Subsequent Outcome of Employment-Based Reinforcement of Cocaine Abstinence in Methadone Patients

JOURNALOFAPPLIEDBEHAVIORANALYSIS 2008, 41, 499–516 NUMBER4 (WINTER2008) ATTENDANCE RATES IN A WORKPLACE PREDICT SUBSEQUENT OUTCOME OF EMPLOYMENT-BASED REINFORCEMENT OF COCAINE ABSTINENCE IN METHADONE PATIENTS WENDY D. DONLIN, TODD W. KNEALING, MICK NEEDHAM, CONRAD J. WONG, AND KENNETH SILVERMAN JOHNSHOPKINSUNIVERSITYSCHOOLOFMEDICINE This study assessed whether attendance rates in a workplace predicted subsequent outcome of employment-based reinforcement of cocaine abstinence. Unemployed adults in Baltimore methadone programs who used cocaine (N 5 111) could work in a workplace for 4 hr every weekday and earn $10.00 per hour in vouchers for 26 weeks. During an induction period, participantsprovidedurinesamplesbutcouldworkindependentoftheirurinalysisresults.After the induction period, participants had to provide urinalysis evidence of cocaine abstinence to workandmaintainmaximumpay.Amultipleregressionanalysisshowedthatinductionperiod attendancewasindependentlyassociatedwithurinalysisevidenceofcocaineabstinenceunderthe employment-based abstinence reinforcement contingency. Induction period attendance may measure the reinforcing valueof employment and could be used toguide the improvement of employment-based abstinence reinforcement. DESCRIPTORS: abstinence reinforcement, cocaine addiction, contingency management, employment,methadone _______________________________________________________________________________ Research in both the laboratory (Higgins et nitude increases. Although low-magnitude ab- al., 2007; Nader & Woolverton, 1991) and the stinence reinforcement can have considerable clinic (Dallery, Silverman, Chutuape, Bigelow, clinical utility (Peirce et al., 2006), the & Stitzer, 2001; Higgins et al., 2007; Silver- substantial body of research on reinforcement man, Chutuape, Bigelow, & Stitzer, 1999; magnitude suggests that for any population of Stitzer & Bigelow, 1984) has shown that the drug abuse patients, the proportion of patients effectiveness of abstinence reinforcement con- that respond to an abstinence reinforcement tingencies increases as the reinforcement mag- intervention by initiating abstinence should increase as the magnitude of reinforcement Wendy D. Donlin is now at the Department of increases. Identifying practical ways to arrange Psychology,UniversityofNorthCarolinaatWilmington; high-magnitude abstinence reinforcement con- Todd W. Knealing is now at the Department of tingencies is an important challenge for clini- Psychology, Briar Cliff University, Sioux City, Iowa; and ConradJ.WongisnowatEliLilly,NeuroscienceMedical cians and clinical researchers. Research,Indianapolis, Indiana. To develop potentially practical ways of This research was supported by Grants R01DA13107 arranging high-magnitude abstinence reinforce- and T32-DA07209 from the National Institute on Drug Abuse,Rockville, Maryland. ment contingencies, some researchers have We thank Jacqueline Hampton for recruiting partici- sought to identify high-magnitude reinforcers pantsandconductingintakeassessments, CarolynCarpe- that are routinely dispensed in the community nedo and Haley Brown for staffing the workrooms and urinalysis laboratory, and Kylene Broadwater and Karly and that might be harnessed for therapeutic Diemer for serving as study coordinators for the project purposes (Donlin, Knealing, & Silverman, andforassisting inthe preparation of themanuscript. 2008). In this vein, a few researchers have AddresscorrespondencetoKennethSilverman,Depart- ment of Psychiatry and Behavioral Sciences, Johns explored the possibility of using contingent Hopkins University School of Medicine, 5200 Eastern access to employment to reinforce drug absti- Avenue, Suite 142 West, Baltimore, Maryland 21224 (e- nence (Cohen, Bigelow, Hargett, Allen, & mail:[email protected]). doi:10.1901/jaba.2008.41-499 Halsted, 1973; Crowley, 1986; Milby et al., 499 500 WENDY D. DONLIN et al. 1996; Miller, 1975; Silverman, Svikis, Robles, reinforcement, Silverman et al. (2007) used a Stitzer, & Bigelow, 2001). Employment set- workplace induction procedure in which partic- tings have several features that might make ipants were hired and allowed to work in the them ideal vehicles for arranging abstinence workplace for about a month prior to initiation reinforcement contingencies (Silverman, 2004), of an employment-based abstinence reinforce- but one of their most important features is that ment contingency. This workplace induction they can control high-magnitude reinforcers, period was designed to allow participants to most notably wages, that can be used to samplethereinforcersavailableintheworkplace reinforce drug abstinence. Employment-based (Kazdin, 1982) and to allow them to establish abstinence reinforcement can be arranged by critical work-related behaviors (e.g., following a hiring persistent drug users and requiring them dailyroutineofwakingupatasettime,traveling to provide drug-free urine samples to gain and totheworkplace,workingontrainingprograms, maintain access to the workplace. earningvouchers,andexchangingearnedvouch- A systematic program of research over the ers) prior to requiring that participants provide past several years has shown that employment evidence of recent cocaine abstinence to work. can be a useful vehicle for arranging high- The induction period also affords the magnitude abstinence reinforcement (Silver- opportunity to assess individual differences in man, 2004; Silverman et al., 2001, 2002, workplace attendance before arranging an 2007). That research, conducted primarily with employment-based abstinence reinforcement methadone patients who continued to use contingency. This measure of workplace atten- cocaine and heroin despite exposure to routine dance could be important because it may counseling and daily methadone maintenance, predict the extent to which contingent access has shown that employment-based reinforce- to the workplace will serve as a reinforcer for ment can be effective in promoting abstinence individual participants. This expectation is from cocaine and opiates in many patients based on research that has shown that the rate (Silverman et al., 2001, 2002, 2007). In these at which an organism contacts a stimulus when studies, participants were hired to work in a that stimulus is freely available is proportional model therapeutic workplace where they could to the magnitude of the reinforcement effect work 3 to 6 hr per day and earn between produced when that stimulus is presented $35.00 and $60.00 per day for many months. contingent on some low-rate behavior (e.g., To promote abstinence, participants in the Premack, 1961, 1963). therapeutic workplace were required to provide This principle was illustrated in an early urinalysis evidence of drug abstinence to gain study that examined the reinforcement of lever and maintain daily access to the workplace. pressing in rats with either contingent access to Despitethehigh-magnitudereinforcementused a drinking tube or a running wheel (Premack, in these studies, not all participants initiated 1963). In that study, rats were monitored in abstinence when exposed to employment-based free-access assessment sessions in which they abstinence reinforcement (Silverman et al., were given free access either to a running wheel 2001, 2002, 2007); one study even failed to (in morning sessions) or to a drinking tube that demonstrate the overall effectiveness of an dispensed a sucrose solution (in afternoon employment-based abstinence reinforcement sessions). The point of the free-access assess- intervention(Knealing,Wong,Diemer,Hamp- mentsessionswastoassessthepercentageofthe ton, & Silverman, 2006). sessions that the rats spent engaging in the In an effort to increase the proportion of available behavior (running or drinking) when participants who respond to employment-based each activity was freely available. The probabil- PREDICTING EMPLOYMENT-BASED REINFORCEMENT 501 ities of running in the free-access running uate the effectiveness of employment-based sessions and of drinking in free-access drinking abstinence reinforcement as a maintenance sessions were varied by manipulating the force intervention to sustain abstinence over an required to operate the wheel (low and high extended period of time. All participants in force) and the sucrose concentration in the the larger trial were invited initially to attend drinking tube (low, medium, and high). After the workplace for 6 months. Individuals who the assessment sessions, conditioning sessions became abstinent from cocaine and opiates and were arranged in which three presses on a lever acquired a minimal set of job and professional produced 15-s access to running (again in skills during that initial 6-month period were morning sessions) and separate conditioning invited to attend the workplace for an addi- sessions in which lever presses produced 15-s tional year and participate in a randomized access to the drinking tube (again in afternoon controlled study. This report describes data sessions). The study showed that the amount of collected during the initial 6-month period of lever pressing in the conditioning sessions was the larger study. The results of the randomized directly related to the free-access probability of controlled trial will be published in a later thecontingentresponseasmeasuredinthefree- article. access assessment sessions. The workplace induction period is analogous Settings and Materials totheperiodinPremack’s(1963)studyinwhich The current study was conducted in the heallowedfreeaccesstothedrinkingtubeorthe therapeutic workplace at the Center for Learn- running wheel and allows us to measure the ingandHealth,atreatment-research unitatthe extenttowhichparticipantscontactorattendthe Johns Hopkins Bayview Medical Center. De- workplacewhenaccesstotheworkplaceisfreely tails of the therapeutic workplace setting, available. The results obtained by Premack materials, and procedures are similar to proce- suggest that the effectiveness of an employ- duresusedbySilvermanetal.(2007).Themost ment-basedabstinencereinforcementcontingen- important procedures for this study, as well as cy, when access to the workplace is made procedures that differ from those employed in contingent on the provision of cocaine-negative the prior study, are described below. urine samples, should be directly related to the On workdays, participants reported to the rates that participants attended the workplace urinalysis laboratory in the therapeutic work- during the induction period. place,wheretheysignedintotheworkplaceand This study had two objectives. The primary provided observed urine samples when re- objective was to determine if workplace atten- quired. The laboratory was near a central area, dance during a workplace induction period where up to three workroom assistants moni- predicted abstinence outcomes in a subsequent tored the activities of the participants in condition under an employment-based absti- workrooms. Participants passed through this nence reinforcement contingency. The second centralized area to enter one of three work- purpose was to provide a systematic replication rooms, where all training was conducted. of the effectiveness of employment-based rein- Recruitment and Participant Selection forcement of drug abstinence in methadone patients (Silverman et al., 2007). The Western Institutional Review Board approved this study. Participants were enrolled from October, 2003, to March, 2006. The METHOD study was advertised at 16 methadone clinics in Thisstudywasconductedasapartofalarger Baltimore. Research staff visited these clinics, randomized controlled study designed to eval- and flyers and letters were distributed within 502 WENDY D. DONLIN et al. these clinics to invite unemployed adults in criteria for cocaine dependence (American methadone treatment to apply to enroll in a Psychiatric Association, 1994), were currently study that provided monetary vouchers for receiving welfare benefits in Baltimore, and participating in job skills training. achieved 80% correct on the reading assess- WhentheycontactedtheCenterforLearning ment. Participants were excluded if they were and Health, individuals were asked to complete considered to be at risk of suicide (reported on a brief screening interview containing eight the Addiction Severity Index), reported audito- questions to determine study eligibility. Ques- ry or visual hallucinations (reported on the tions asked age, marital status, zip code of Addiction Severity Index), had a physical residence, employment status, drug use, treat- limitation that prevented typing, were incarcer- ment enrollment, income, welfare status, and ated in a halfway house or under constant major medical conditions. Some of the ques- monitoring, or if they earned more than tionswereunrelatedtostudyeligibilitybutwere $200.00 in the last month in under-the-table included to obscure inclusion criteria. Individ- (unreported) income. uals indicating that they were 18 years of age or older, were unemployed, used cocaine or crack Experimental Design within the last 30 days, were receiving welfare Eligible participants were invited to attend benefits, and were enrolled in methadone the workplace for 6 months. Urine samples maintenance in Baltimore were invited to the were collected every Monday, Wednesday, and center to participate in a full screening Friday and were tested for cocaine and opiates. interview. The study employed a multiple baseline across drugs design to evaluate the effectiveness of Full Screening Interview employment-based abstinence reinforcement The full screening interview included a in promoting abstinence from cocaine and breath sample to measure alcohol use (not then opiates. After a workplace induction reported here); a urine sample to test for drug period in which participants could attend the use; and assessments to characterize drug workplace independent of their urinalysis history, psychological status, and academic results, employment-based reinforcement of skills. Observed urine samples were tested for cocaine abstinence was arranged. After a cocaine, opiates, benzodiazepines, methadone, participant achieved 3 weeks of sustained andamphetamines.Researchstaffalsofilledout cocaine abstinence, employment-based rein- an assessment on the physical limitations of the forcement of cocaine and opiate abstinence individual to exclude those who could not was arranged. operate a computer keyboard. Additional Workplace induction period. During the assessmentswerecompletedtoascertaincocaine workplace induction period, participants could and heroin dependence (Cottler, 1991), psy- attend the workplace independent of their chosocial functioning (McLellan et al., 1985), urinalysis results and could earn vouchers for HIV risk behaviors (Navaline et al., 1994), and their attendance in the workroom and for their reading skill levels (Wilkinson, 1993). Partici- performance on training programs. The vouch- pants were paid $30.00 in vouchers for er system was adapted from a voucher system completing the full interview. originally developed for the treatment of Study eligibility required that participants primary cocaine dependence patients (Higgins were at least 18 years old, were currently et al., 1991). Vouchers have monetary values unemployed, were enrolled in a Baltimore City and can be exchanged for goods and services methadone maintenance program, provided a that are purchased for participants by staff. cocaine-positive urine sample at intake, met Vouchers are used instead of cash to reduce the PREDICTING EMPLOYMENT-BASED REINFORCEMENT 503 chance that participants will use their earnings abstinence.Inaddition,basepaywasreducedto to purchase drugs. $1.00perhourforthe1stdayworkedfollowing Participants could earn a base pay of $8.00 a positive urine sample. Hourly base pay then per hour for the time they spent in their increased by $1.00 per hour for each day that assigned workrooms and approximately $2.00 the participant provided a cocaine-negative per hour in productivity pay for working on urine sample and worked at least 5 min, until their training programs. Participants earned the value reached the original $8.00 per hour. 5 min of paid break for every 55 min worked. Opiate and cocaine abstinence contingency. Base pay and productivity pay accumulated in Afterthesuccessfulcompletionof3consecutive the participant’s account as an electronic weeks of cocaine abstinence during the absti- voucher until he or she chose to exchange the nence contingency, participants were moved to pay for gift cards or other approved goods and a cocaine and opiate abstinence contingency. services. The workplace induction period con- Under this condition, participants had to tinued for at least 4 weeks and until the provide urinalysis evidence of recent abstinence participant attended the workplace for at least from both cocaine and opiates on mandatory 5 min on 15 workdays. The requirement that urine days to gain access to the workplace and participants attend the workplace on at least 15 to maintain maximum pay. Samples indicated dayswas arrangedto ensure that allparticipants cocaine and opiate abstinence if the urinary had a minimal amount of exposure to the concentration of the drug’s metabolite (benzoy- workplace before being exposed to the employ- lecgonine and morphine, respectively) was # ment-based abstinence reinforcement contin- 300 ng/ml or if the urinary metabolite concen- gency. tration decreased by at least 20% per day since Cocaine abstinence contingency. At the end of the last sample was submitted. If the sample the induction period, participants were exposed failed to meet these criteria, workplace access to an employment-based abstinence reinforce- was denied for that day, and base pay was ment contingency in which they were required decreased as previously described. Workplace toprovideevidenceofrecentcocaineabstinence access could be granted the following workday to work and to maintain maximum pay. Under or any day thereafter by providing urinalysis thiscontingency,mandatoryurinesampleswere evidence of recent cocaine and opiate absti- collected every Monday, Wednesday, and nence. Friday, and participants were allowed access to the workplace only if the urine samples General Workplace Procedure indicated recent cocaine abstinence. Recent The therapeutic workplace employed stan- cocaine abstinence was assumed if a partici- dard procedures that were applied with all pant’surinarybenzoylecgonineconcentration(a participants. It was operated through a Web- metabolite of cocaine) was # 300 ng/ml or if based therapeutic workplace application pro- the urinary benzoylecgonine concentration gram (Silverman et al., 2005, 2007). Partici- decreased by at least 20% per day since the last pants could attend the workplace from 10:00 sample was submitted. a.m. to 12:00 p.m. and 1:00 p.m. to 3:00 p.m. Under the cocaine abstinence contingency, a every weekday except holidays and weather participant who submitted a cocaine-positive emergencies. urine sample was denied access to work on that On mandatory urine days, participants were day. Following a positive urine sample, a required to submit samples in a bathroom in participant could regain access to the workplace the presence of a same-sex research staff only if he or she showed evidence of cocaine member using well-established procedures that 504 WENDY D. DONLIN et al. were designed to ensure valid specimen collec- out the day, participants sat at their cubicles to tion (Silverman et al., 2007). The sample was work on computerized typing, keypad, and tested for opiates and cocaine using the Abbott data-entry training programs. AxSYMsystem.Benzoylecgonineandmorphine Typing, keypad, and data-entry training concentrations (the metabolites of cocaine and programs. Training programs were designed in heroin, respectively) were quantified, using such a way that participants with no previous serial dilution procedures if necessary. typing skills could become fluent typists (see The therapeutic workplace software deter- Silverman et al., 2007, for detailed description mined work eligibility and printed a urine of the trainingprograms). Briefly,theprograms feedback graph. The feedback graph provided a were divided into small steps through which graphical and numerical display of benzoylec- participants could progress sequentially. Partic- gonine and morphine concentrations, indicated ipantscouldearnvouchersforcorrectresponses, whether or not the results indicated that the lose vouchers for incorrect responses, and earn participanthadusedopiatesorcocainerecently, bonuses for passing steps. The programs were and indicated whether or not the participant designed so that participants could earn ap- was granted access to the workplace. If all proximately $2.00 per hour in productivity pay abstinence requirements were met or if no for their work on the training programs. abstinence requirements were in effect, partic- Staff routinely monitored participant perfor- ipantsweregiventheiridentification(ID)cards, mance on training programs. If participants which they presented to a workroom staff were having trouble passing particular steps, member in the common area of the workplace. their training programs were modified to If abstinence requirements were not met, the attempt to improve performance. participants were given their feedback graphs, Voucher system. Each participant’s computer wereinformedthattheycouldnotworkonthat displayed a home page that continuously day,wereinformedthattheirbasepaywouldbe tracked and updated earnings (an electronic reset to $1.00 per hour, and were instructed on voucher).Theelectronicvoucherdisplayedbase how and when their base pay could increase pay and productivity pay, hours worked, paid again to the maximum level of $8.00 per hour. hours, accuracy, and earnings for the training When participants had no abstinence require- programs.Theelectronicvouchercouldbeused ments on a mandatory urine sample day (i.e., to purchase goods or services (gift cards, bills during the induction period), the samples were paid, etc.). Voucher purchases had to be for the testedlaterintheday,andfeedbackgraphswere participants or for the participants’ immediate given to those individuals at their desks after family. Vouchers could not be used to purchase testing. cigarettes or alcohol, and gift certificates could General workroom procedure. Once partici- not be obtained from stores that returned more pants received their ID cards, they presented than $5.00 in cash back. Many gift cards were their IDs to a workroom assistant who signed stocked continuously and could be obtained on them into the workroom. Throughout the the same day. Other purchases requested by the workday, participants’ ID cards were swiped endofthedayonMondayorWednesdaycould throughabarcodereadereachtimetheyentered be obtained by the next Wednesday or Friday, or left the workroom. This system allowed respectively. precise measurement of the duration of time On occasions when the therapeutic work- that a participant spent in the workplace. All place was closed due to holidays or severe participants had their own cubicle workstations weather emergencies, participants received within one of the three workrooms. Through- workplace closing pay. The closing pay was PREDICTING EMPLOYMENT-BASED REINFORCEMENT 505 the mean of the previous and following day’s contingency. This resulted in a precontingency earnings, unless there was a reset on either day. (induction or baseline) percentage of negative If their base pay was reset either day, partici- samples and postcontingency (intervention) pants were ineligible to receive closing pay. percentage of negative samples for each indi- Trainee instruction. At the beginning of the vidual. Each of the baseline and intervention study and at every transition to different periods included 12 urine samples for cocaine conditions, participants were given instructions and 10 urine samples for opiates. The opiate detailing the procedures of the therapeutic baseline and intervention periods included only workplace.Originalinstructionsexplainedwork 10 urine samplesbecause some participants had rules, testing procedures, and the voucher only 10 urine sample days between the onset of procedures. Transitional instructions provided the cocaine abstinence contingency and the information about the changes in contingencies onset of the opiate abstinence contingency. The (e.g., the introduction of the cocaine abstinence percentage of samples testing negative in the contingency). Instructions were read out loud induction and intervention periods were com- by a workroom assistant, and throughout the pared for both cocaine and opiates using a instructions participants were required to an- Wilcoxon signed ranks test and paired t tests. swer multiple-choice questions. Participants The Wilcoxon signed tanks tests were consid- could earn $0.20 for every correct answer and eredtheprimaryanalyses.Forallanalyses,urine $0.10 for each corrected error. Quizzes were samples were considered negative for cocaine administered several days later to ensure and opiates if benzoylecgonine and morphine retentionandunderstandingoftheinstructions. concentrations,respectively,were#300 ng/ml. Each participant kept a copy of the instructions To account for missing urine samples, two at his or her workstation. separate analyses were conducted that varied in howvaluesformissingsampleswerederived.In Standard Treatment Services oneanalysis,missingurinesamplesweretreated All participants were recruited from Balti- as positive samples (missing positive). In the more methadone clinics, where they received other analysis, values for missing samples were routine drug abuse counseling concurrent with interpolatedbasedonthevaluesbeforeandafter study participation. Participants reported mean the missing sample (missing interpolated). In methadonedosesof91 mg(SD525 mg),and the missing interpolated analysis, a missing allurinesampleswerepositiveformethadoneat sample or missing group of samples was study enrollment. Participants had access to considered positive if a urine sample before or referrals to community services throughout the after the missing sample or missing group of study and were offered referrals to employment samples was positive. services prior to being discharged from the To determine if rates of attendance during study. the induction period predicted cocaine absti- Data Analysis nence during the intervention period, correla- Both visual inspection and statistical analyses tions and multiple regression analyses were were used to evaluate the effects of the calculated. Data for the induction period were contingencies. For each drug (cocaine and based on the first 4 weeks (20 days) of possible opiates), dichotomous outcome measures (e.g., workplace attendance. Because baseline rates of cocaine-positive vs. cocaine-negative urine sam- cocaine and opiate abstinence have been ples) were aggregated within participant for associated with cocaine abstinence outcomes approximately 1 month prior to and 1 month under voucher-based abstinence reinforcement following the introduction of each abstinence (e.g., Silverman et al., 1998), we also assessed 506 WENDY D. DONLIN et al. whether the percentage of cocaine-negative urine samples with positive results would urinesamplesandopiate-negativeurinesamples increase the correlation between the induction- in the induction period predicted the percent- period drug use measures and the measures of age of cocaine negative samples in the inter- attendance. vention period. The percentage of cocaine- Similaranalyseswereconductedtodetermineif negative and opiate-negative samples were dailyearnings,likepercentageofminutesattend- calculated by dividing submitted cocaine-nega- ed,duringtheinductionperiodpredictedcocaine tive and opiate-negative urine samples, respec- abstinence during the intervention period. For tively, by total scheduled urine samples during those analyses, induction pay per day was the induction period. Percentage of minutes calculatedbydividingthetotalearningsforthe4 worked was calculated as total minutes worked weeks of the induction period by 20 days. Daily during the first 4 weeks of the induction period earnings in the induction period were highly divided by 4,800 min, the maximum possible correlatedwiththepercentageofminutesattended numberofminutesinthatperiod(240 minper intheinductionperiod(r50.924,p,.001;P5 day times 20 days). The percentage of cocaine- 0.917,p,.001),andtheresultsofthemultiple negative samples during the intervention period regressionanalysisweresimilartotheanalyseswith encompassed all possible workdays after the thepercentageofminutesattended.Asaresult,the datafordailyearningsintheinductionperiodasa onset of the cocaine contingency and was predictorwillnotbepresentedhere. calculated by dividing the total number of cocaine-negative urine samples by the number of total scheduled urine sample collections. RESULTS Both Spearman’s (r) and Pearson’s (P) A total of 128 participants were enrolled in correlation coefficients were calculated to assess theworkplace;however,17ofthoseparticipants the relation between each of the three induc- did not continue attending long enough to be tion-period measures (i.e., percentage of co- exposed to the cocaine abstinence contingency. caine-negative urine samples, percentage of All participants who reached the cocaine opiate-negative urine samples, and percentage abstinence requirement (n 5 111) were includ- of minutes worked) and the primary interven- ed in the analysis to examine the effects of the tion-period outcome measure (i.e., the percent- cocaine abstinence reinforcement contingency age of cocaine-negative samples in the interven- oncocaineabstinence.Participantswhoreached tion period). To determine if the percentage of the opiate and cocaine abstinence requirement minutes attended in the induction period was (n 5 62) were included in the analysis to independently associated with the percentage of examine the effects of the opiate and cocaine cocaine-negative urine samples in the interven- abstinence contingency. Table 1 describes the tion period, a multiple regression analysis was characteristics assessed at intake of the 111 performed, with the percentage of minutes individuals who were exposed at least to the attended and the two induction-period drug cocaineabstinencecontingency.Atintaketothe use measures (i.e., percentage cocaine-negative study, virtually all participants were living in and percentage opiate-negative urine samples) poverty, most of their income came from aspredictorvariables.Theoutcomemeasurefor welfare benefits, and much of their income the multiple regression analysis was the per- was spent purchasing drugs. centageofcocaine-negativeurinesamplesinthe interventionperiod.Intheseanalyses,valuesfor Response to the Abstinence Contingencies missing urine samples were interpolated as Participants showed very high rates of opiate described above, because replacing missing abstinence during and after the induction PREDICTING EMPLOYMENT-BASED REINFORCEMENT 507 Table 1 that contingency, we conducted secondary Demographic Characteristics ofStudy Participants analyses on two sequential cohorts of partici- Assessed atIntake(N5 111) pants within the total sample. The two cohorts Age,M(SD),yearsa 43(6.4) were defined by the two major waves of Femalea 77.5% recruitment that occurred in the study. The Black/white/othera 92.8%/6.3%/0.9% Marrieda 9.4% first cohort of participants was recruited from HIVpositiveb 13.5% October 8, 2003, to August 11, 2004, and HighschooldiplomaorGEDa 56.8% Usuallyunemployedpast3yearsa 73.9% included67participants.Aftera5-monthbreak Past30daysincome,M(SD)a in recruitment, the second cohort was recruited Employment $5.60($25.80) from January 10, 2005, to March 8, 2006, and Unemployment $1.40($14.20) Welfare(DSS) $346.90($189.90) included 44 participants. Data on the effects of Pension,benefits,orsocialsecurity $32.17($128.24) the cocaine abstinence reinforcement contin- Mate,family,friends $45.54($128.56) Illegal $9.32($60.70) gency were examined for the two cohorts to Livinginpovertyc 94.5% provide a replication of the effect across two Daysused,past30days,M(SD)a Cocaine 18.1(10.6) different periods of calendar time. Heroin 3.29(5.77) Figure 1 shows the percentage of the partic- $spentondrugs,past30days,M(SD)a $294.95($478.53) Illegalactivityformoney,past30daysa 1.2 ipants who provided cocaine-negative urine Currentlyonparoleorprobationa 13.5% samples across the entire 6-month period for Felonyconvictioninlifea 64.9% Cocainedependenced 99.0% the two cohorts of participants and for the total Opiatedependenced 97.3% sample. Because participants were not exposed aFromthe Addiction SeverityIndex. to the cocaine contingency until they had been bFromthe Risk Assessment Battery. in the study for at least 1 month and had cBased on U.S. Census Bureau Poverty Thresholds attendedtheworkplaceonatleast15days,they 2003. Weighted average thresholds for one person under were exposed to the contingency at different 65 years 5 $9,573 and 65 years and over 5 $8,825. timepointsthroughoutthe6-monthstudy.The Annual income per participant was calculated by taking solid line represents the percentage of partici- thesum ofthe employment, unemployment,welfare. dFrom the Composite International Diagnostic Inter- pants cumulatively exposed to the cocaine view. abstinence contingency. For each cohort and for the total sample, the percentages of cocaine- period, which precluded the possibility of negative urine samples were stable during the demonstrating effects of the abstinence rein- induction period and increased roughly in forcement contingency on opiate abstinence. proportion to the cumulative percentage of Specifically,96%and97%oftheurinesamples participants exposed to the cocaine abstinence were negative for opiates (based on the missing reinforcement contingency. Although the two interpolated analysis) during the induction and cohortsofparticipantsshoweddifferentlevelsof intervention periods, respectively. This com- cocaine abstinence during the induction period promised our ability to demonstrate the effects (Cohort 1 had higher rates of cocaine-negative of the employment-based abstinence reinforce- urine samples than Cohort 2), each cohort and ment contingencies using a multiple baseline the total sample showed similar and large design across drugs. To provide additional increasesinthepercentageofcocaineabstinence evidenceof experimentalcontrol, weconducted with the onset of the cocaine abstinence further analyses of the effects on cocaine contingency. abstinence.Specifically,inadditiontoanalyzing Figure 2showsthepercentageofparticipants the effects of cocaine abstinence reinforcement abstinent from cocaine for the 12 samples (1 on the total sample of participants exposed to month) prior to and the 12 samples following 508 WENDY D. DONLIN et al. Figure2. Thepercentageofparticipantswhosubmit- tedcocaine-negativeurinesamplesrelativetotheonsetof the cocaine abstinence contingency. The filled circles represent the percentage of participants from Cohort 1 (top,n 567),Cohort 2(middle, n544), andthe total sample (bottom, n 5 111) who submitted a cocaine- negative urine for the 12 samples prior to and the 12 samples following the onset of the cocaine contingency (represented at the 0 point on the x axis). All missing values werecoded aspositive. Figure 1. Percentage of cocaine urine samples sub- mitted over the entire 6-month experiment. The filled the onset of the cocaine abstinence contingency circles represent the percentage of participants who submitted a cocaine-negative urine sample for each for the two cohorts and the total sample. For consecutive urine sample for Cohort 1 (top, n 5 67), the month prior to the contingency, the Cohort2(middle,n544),andthetotalsample(bottom, percentage of participants that tested negative n 5 111). The solid line in each panel represents the for cocaine was extremely stable for each cohort percentage of participants cumulatively exposed to the and for the total sample. For each cohort and cocaine abstinence contingency. All missing values were codedaspositive. for the total sample, the percentage of partic- ipants that provided cocaine-negative urine samples increased abruptly after the introduc- tion of the cocaine abstinence contingency,

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