The heuristics of addiction: Decision making in problem drinking and recovery Robert B. Cutler Abstract Recent findings from judgment studies make it possible to re-conceptualize addiction in new terms: as a manifestation of normal judgment processes. This article focuses on the decision “Should I drink?” in non-intoxicated problem drinkers. First, three characteristics of this decision are identified. They are: its unremitting reoccurrence in problem drinkers, the surprising complexity of that decision, and the high speed of its resolution. The result is that continued abstinence is very difficult because it requires making quick difficult decisions repeatedly over the relatively long time span that is required for recovery. Next, five factors that cause normal human decision error are discussed in relation to problem drinking. They are: (1) Base Rate Neglect, which causes underestimation of the probability of a negative drinking outcome; (2) Duration Neglect, a cognitive illusion which causes overestimation of the positive effects of drinking; (3) the Affect Heuristic, which causes both overestimation of positives and underestimation of negatives (this effect abates with protracted abstinence); (4) Cognitive Load, which limits accessibility of corrective considerations at the decision moment, and (5) Narrow Framing, which causes both magnification of immediate positives and minimization of remote negatives. Each of these factors has implications for insightful decision making, possibly shedding light on why resolution of problem drinking has been characterized as resulting from “heightened reflective experience.” 1 Introduction In 2002 the Nobel Prize was awarded to the psychologist Daniel Kahneman for his work in human decision making. Although this is a relatively new field it has become well accepted in recent years. Many of the practical applications of the findings have been in economics, and it was in the field of economics that Kahneman received the award. Judgment study concepts, such as heuristics and biases, offer a new way of viewing addictive behavior. Heuristics are the simple everyday “rules of thumb” that we use to make decisions and choose courses of action. Judgment study findings may be applied to addiction because they deal with choice, and particularly with errors in choice. By identifying factors that cause errors it becomes possible to change error rates. Some decision theory concepts have begun to be applied in the addiction field, but here they have been primarily related to nicotine addiction and gambling, rather than to alcohol addiction 1 - 4. This may be because smoking and gambling are sometimes considered to be more under “rational” control whereas alcohol addiction is often regarded as an irrational obsession, due to its seemingly intractable and involuntary nature. However, judgment heuristics distinguishes between intuitive "irrational" processes and the relatively slower “rational” processes (in the two-system model), but incorporates both processes in explaining how decisions are made. Indeed, the studies have shown that many of our decisions are not particularly rational. Modern decision theory is associated with an "attack on the rational agent model" of decision making. The concept of rationality has now been amended with the overarching concept of “bounded rationality” 5. The research has found that people do not usually think hard about the decisions that they make each day, but instead they choose a course of action that quickly comes to mind. The focus here is restricted to nonintoxicated decision-making because alcohol causes an impairment of thought 6. Nearly all active problem drinkers spend parts of days and/or series of days in a row in a nonintoxicated state. Vaillant, in his 1995 book, "The Natural History of Alcoholism Revised" wrote that alcohol addiction is characterized by "unpredictable oscillations between use and abuse of alcohol … during any given month a majority of so-called alcoholics will be observed to be either abstinent or drinking asymptomatically… It is not an off-on phenomenon, and … remissions and relapses are common." 7 Sober periods of time are common, and most problem drinkers have tried unsuccessfully to quit 8. This makes it possible to consider decision making during those times. Some decisions are not “free”; they are made under forced conditions, with serious consequences. For a problem drinker, the decision to drink (or not) is often, if not always, made under such coercive conditions, and the decision involves great risks and rewards. It is an emotion-laden decision made in the context of a tragedy. But it is a decision. The decision results from cognitive evaluations, and it is a conscious deliberate judgment about engaging in the varied and complicated sets of behaviors that are required in order to drink such as obtaining money, traveling to the beverage store or bar, conducting financial transactions, etc. This simple operational definition of drinking behavior as a decision or set of decisions allows us to apply the findings of judgment studies to alcohol use, misuse and recovery. The cognitive processes involved in the decision to drink (or not) are the 2 subject of this article. The next section discusses three characteristics of the decision, and the final section describes five areas in which errors are made. The Difficulty of the Decision There are three decision characteristics that make the consistent choice to not drink a particularly difficult dilemma for a problem drinker. As described below, the decision is (1) complex, partly because outcomes are unpredictable, (2) rapid, because decisions are typically concluded very quickly, and (3) frequent, or continually reoccurring. In combination they put the non-intoxicated problem drinker in the unenviable position of repeatedly and hastily making formidable choices. Complexity of the decision A decision can be analyzed in terms of both the intuitive judgments and the deliberate thought processes associated with it. The intuitive elements are quick, and highly accessible. Kahneman likens the normal decision making process to a simple perceptual task (such as viewing a photograph) where the different elements of a situation are readily apparent 5. He points out that, when the decision task is more difficult, then a second process, a deliberative process, can modify the initial intuitive judgment. This is termed the two system theory. System one is the immediate intuitive judgment, and system two is a corrective “reasoning” process. Just as decision theory gives a central role to the gains and losses that come to mind when a decision is to be made, the thought processes involved in the drinking decision have been divided into positive and negative factors 9 or expectancies 10. For the problem drinker, the rewards of drinking are the almost irresistible feelings of pleasure, well-being, and peace, the abatement of withdrawal symptoms, etc. The risks of drinking are a host of unpredictable consequences such as loss of social status, financial loss, and injury 11. Positives and negative aspects of the decision to drink will be discussed as shown in Table 1. Table 1. The two sides of the decision Should I Drink? Rewards or Certain Probability of feeling very good (highly accessible) Gains AND consideration of Risks or Unknown Probability of feeling (unknown) bad (relatively inaccessible) Losses 3 The highly accessible content: Positive considerations The rewards and risks of drinking differ in accessibility—some come to mind much more easily than others. In an active drinker the initial intuitive perception is of the reward. Heavy drinkers give precedence to the perceived positive benefits of drinking rather than to perceived negative effects 10 12 13 . The active problem drinker certainly expects drinking to feel good, making these considerations highly accessible to the decision process. The relatively inaccessible content: Negative considerations Griffith Edwards referred to negative thoughts as "cognitions" that promote abstinence 14. Heavy drinkers are aware of the risks and negative consequences of their drinking, but these calculations are more uncertain and difficult 15 16. Orford 12 noted "the drawbacks of drinking are rarely clearly and separately delineated" in ongoing heavy drinkers. Drawbacks consist of sets of possibilities with varying probabilities and varying intensities. These are particularly difficult to predict because they would depend partly on that unknown quantity of alcohol that will be ultimately consumed. There are other associated possibilities that are also unknown, such as the actions of other people and of one's self when intoxicated. Heavy drinkers actually expect fewer negatives than do light drinkers 17 and they tend not to reflect on the negatives 18 19. There have been a number of judgment studies involving uncertainty, and a primary finding is that unpredictability is poorly represented in quick intuitive judgments. Choices that involve uncertainty are more likely to be ignored. For these reasons negative drinking outcomes are relatively inaccessible. The decision literature also indicates that judgments of relatively inaccessible properties are much slower and more susceptible to interference by other thoughts (discussed below in the Cognitive Load section). But overall, both elements of drinking, risks and rewards, are considered 12 during the decision moment. Norm theory shows that, to the extent that these are two competitive interpretations of reality, they suppress each other 20. The decision is made when a dominant role is assigned to one side. The general risk/reward concept has been termed the decision balance process in drinkers 21 22. A Decision Balance Scale has been developed for smokers 3. See Orford for a more general discussion on applying a theory of gain and loss to problem drinking 12. Further complexity As shown in Table 1, a number of investigators have further subdivided both reward and risk into two parts, a likelihood and a specific value (or "strength", “intensity”, or "valence") 3 23 24. Some have even proposed adding a third element, the multiplicative product of likelihood and value 25 - 27. The concept of the problem as a decision balance is probably unrealistic 12 because it appears to be too simplistic. It might prove to be more useful to consider it more flexibly, for example, a process with two decision balances, one related to the risks and rewards of drinking, another to the risks and rewards of not drinking. In addition to considering the decision in terms of its “prototype attributes” as I have been doing here, the decision maker can consider it in “extensional attribute” terms, e.g., when an active drinker is contemplating extending the number of drinking days by one (with the expected minimal costs of that decision versus the relatively minimal or non existent benefits of a first day of abstinence), or when an abstinent individual is contemplating extending the number of nondrinking days by one (with the attendant potential costs and benefits). Kahneman 4 argues that the elements of extensional attributes are low in accessibility. 5 Additionally, as noted earlier, there are many different types of interacting and competing positives and negatives in drinking. It may be less productive to think in terms of a dichotomous balance – with the focus on two opposing forces, and more productive to think in terms of the accessibility of corrective thoughts. Kahneman writes “people rely on a limited number of heuristic principles, which reduce the complex tasks of accessing probabilities and predicting values to simpler judgmental operations. In general, these heuristics are quite useful, but sometimes they lead to severe and systematic errors” (emphasis added) 28, and “people who are confronted with a difficult question sometimes answer an easier one instead” and “The essence … is that respondents offer a reasonable answer to a question that they have not been asked.” 5 For example, instead of answering the question “Should I drink?” the decision maker may instead answer “Will it be possible to obtain alcohol?” or “If I drink will it be possible to avoid (some specific negative consequence)?” Inability to categorize factors leading to resolution of drinking There have been a number of attempts to list all the different types of factors leading to resolution of drinking, organize them into meaningful categories, and find relationships between them and drinking outcome. Investigators have proven no better than problem drinkers (the actual decision-makers who are of interest here) in conceptualizing these factors in a coherent way. For example, one author listed 19 categories with “Intrapsychic factors” and “Specific frightening/humiliating experience” at the top of the list 9, while another listed 14 different categories with “Health-related” and “Negative personal effects” at the top 29. Another classification scheme began by organizing negative consequences by time, e.g., proximal (immediate), distal (longer term) with continued drinking (or relapse to drinking) as a third category 30. The range of categorizations in different studies has been reviewed by Blomqvist 31 32 . One author referred to the categorization process as "arbitrary" 29. The difficulty is probably because there are so many different types of negatives and of positives and so many different individual situations. And just as drinking is different for the same person at different times (for example, morning versus evening, and Saturday versus Monday), the decision to drink or not requires a different judgment each time. Change in decision over drinking career Over the months and years of addiction, serious problems often grow more serious. Negative consequences of drinking may become increasingly obvious 33, and accessible to the decision making process. Conversely, one “puzzle” of recovery is that relapse is still likely after weeks and months of sobriety 34 in spite of the benefits of abstinence. Benefits include greatly improved mood 7 and greatly reduced stress 9 . (Ironically, as Kahneman points out 5, being in a good mood makes judgment error more likely.) However, with an increase in length of time abstinence, the negative consequences of drinking may become less accessible to the decision making process. Many previous negative consequences may no longer appear to be relevant. In both phases of the drinking career the decision changes over time and therefore remains challenging. 5 The Difficulty of the Decision: Duration and Frequency Two other general characteristics of the decision making process are particularly relevant. First, most decisions are resolved nearly instantaneously. Typically these are “decision moments” that last only one or two seconds. As noted earlier, Kahneman compares the “decision moment” to a perceptual task, where the different aspects of a situation are readily apparent and quickly resolvable. Important elements might not be considered when making quick choices. Second, the judgment heuristics studies have shown that decision making is a ceaseless on-going activity of normal cognition. For problem drinkers many of those decisions involve drinking. Nearly half say they think about drinking almost constantly during the first few weeks of abstinence [Note 1]. However, the amount of time spent on the drinking decision decreases during abstinence, as shown in Figure 1. Figure 1 Amount of time thinking about drinking during first 3 months of sobriety. TOTAL TIME PER DAY 2 1 0 0 1 2 3 Months of Sobriety Figure 1. Decrease in time thinking about drinking in newly abstinent alcoholics. Time was measured on a categorical scale, with 2 indicating “1-3 hours a day” and 0 indicating “None”. Participants were 25 individuals who completed a 3 month outpatient medication trial. [Note 2] 6 Figure 1 also shows that time thinking about drinking does not drop to zero after 3 months of sobriety. In addition to the total amount of time thinking about drinking, data from a related variable, number of times thinking about drinking each day, showed the same pattern. Number of separate times thinking about drinking also showed a statistically and clinically significant decrease [see Note 2]. Additionally, after 12 weeks of sobriety 61% said that they continued to think about drinking every day. The decision, to drink or not, continues to be made even during long periods of abstinence. Five factors that cause decision errors taken from the judgment heuristics literature These factors universally occur in all human decision making, but here they are discussed in relation to error in the decision to drink. They are Base Rate Neglect, Affective Valance, Duration Neglect, Cognitive Load and Narrow Framing. Decision error caused by Base Rate Neglect. Base rate neglect, also called the base rate fallacy, is a mistake in logic that occurs when a probability judgment is made from irrelevant information, especially when actual information about the probability is available. It is a decision error committed even by relatively statistically sophisticated individuals working in their area of expertise because judgments involving probability are particularly difficult to make 5. The type of base rate neglect of most interest here involves the calculation of risk, the probability of negative consequences of drinking. It can be expressed more accurately as “What has happened in the past will probably not happen if I drink now.” In making the current decision to drink, they are gambling that the probability of severe negative consequences is not certain. They know of occasions in the past when they have drunk and have not had any negative consequences. Indeed most problem drinkers have enjoyed many years of drinking with minimal adverse events. But for active problem drinkers the situation has changed. Negative consequences are now the rule, not the exception. An outside observer would say that, every time the active problem drinker drinks, there are important negative consequences. For example, each additional drinking day causes additional social stigmatization. The continuing problem drinker judges that, while recent prior outcomes were bad, today he or she might be able to escape a negative outcome. One gamble is that if a smaller quantity of alcohol is consumed today (for example, less than the amount consumed last night) and if it is consumed under the right circumstances, then severe negative consequences are unlikely. However they are also aware that most often they continue drinking after this initial smaller quantity has been consumed and negatives are possible. In the decision literature, base rate errors are reduced by educating decisionmakers in statistical probability. However active problem drinkers may have difficulty in categorizing prior drinking outcomes in a systematic manner, in concisely remembering the negative outcomes of the last 30 or so times that they drank. Or, they may be aware of the previous outcomes but not use this information in their future probability calculation. The task of the problem drinker is to determine the probability of a future negative outcome by considering the objective frequency in their recent past. Such a calculation might foster a moment of insight. An increase in the perceived likelihood of negative 7 consequences (to certainty) may sometimes occur after years of drinking. One example of revising base rate calculations is the interesting advice sometimes given by Alcoholic Anonymous members, to "go ahead and drink and see if you can get away with it." The ensuing experience may reveal the actual base rate probability of negative consequences to the decision maker in a highly accessible form. Decision error caused by the Affect Heuristic The evaluation of something as good or bad is a particularly important natural assessment. The idea of an affect heuristic 35 is thought to be the most important development in the field of judgment heuristics in the last twenty years 5. It is the main cause of many behaviors, certainly including drinking. High levels of positive affect alter the risk/benefit ratio causing the decision maker to maximize the expected quantity of benefit and (inversely) minimize the possibility of risk 36. This effect can be seen in various different domains that have a high affective value, such as money or children, for which some people will risk everything. If the potential outcome of an action is extremely positive, the decision is relatively insensitive to the probability of a negative outcome 36. The overall hedonic impact of drinking accounts for the seemingly incomprehensible behaviors it causes. Active problem drinkers are “blinded” by the positive effects of alcohol in that they both overestimate the expected benefits and underestimate negatives. The serious problems caused by drinking can outweigh these high levels of positive affect and produce a period of abstinence. In turn, abstinence is accompanied by a decrease in affective valence. Craving for alcohol decreases by about 50% after about 4 weeks of abstinence, by 75% after 3 months, and by 95% after one year of continuous abstinence as shown in Figure 2 37. Figure 2 Craving for alcohol during first year of sobriety. 6 Craving 5 4 3 2 1 0 0 3 6 12 Months of Sobriety During abstinence craving for alcohol decreased greatly over 12 months. These data show the same 15 participants at each time point 37. 8 Decision error caused by Duration Neglect Our memories neglect the duration in time our experiences last. Instead, we remember in terms of specific instances, split-second moments of time that embody the experience. A certain few images may constitute our memory of a trip to the dentist, or a vacation at a beach, or any other experience. Judgment studies have found that memories are primarily composed of both the peak moment of pleasure (or unpleasantness) -- that most intense level -and the final ending level of an episode. An analogy that helps to explain the concept of duration neglect, is to say that memory is made of "snapshots"; it is not a continuously-running motion picture 5. Problem drinkers think that drinking causes a state of bliss. A heavy drinking experience, however, is typically composed of an initial brief peak moment of elation, followed by a period of declining pleasure and memory loss 38 39, then by sleep. Experienced heroin addicts refer to the brief peak moment of elation as "overtime". Overtime occurs immediately after taking the drug. It is followed by a longer period of time where the heroin addict feels relatively normal, although without withdrawal symptoms. It may be that as addiction proceeds, overtime become rarer and rarer. Duration neglect means that while drinking is remembered as achieving a stable state of pleasure, it actually is enjoyed only during the first few minutes of drinking -- the peak period of pleasure. The blissful state of intoxication is an invention of memory. Behavioral decision theorists emphasize this with their distinction between decision utility and experience utility 40. Utility is a term that means “psychological value.” Utility predicted or expected at the time of decision often differs greatly from the pleasurable experience that actually occurs. The illusion dissolves when individuals are made overtly aware of the distortion of memory caused by duration neglect, that is, by becoming aware of the time element. (Duration neglect, like all cognitive illusions, and indeed like all perceptual illusions, does not permanently disappear when one becomes aware of it.) One now largely discredited approach to the treatment of alcoholism had the potential to reveal the duration neglect illusion. It involved showing videotapes to alcoholics of themselves while they were drinking, or while they were drunk.41 - 44 Unfortunately, these were made as part of a confrontational approach to treatment that likely produced a high level of embarrassment and shame. The counter-productive effects of embarrassment and shame are discussed below in the section on cognitive load. Decision error caused by Cognitive Load Cognitive load is the level of effort associated with thinking and reasoning, thus potentially interfering with accurate decision making. Cognitive load is further increased by the interference of different cognitive tasks and time pressure, both of which raise error rates. The many difficulties of the problem drinker, such as shame and social pressures, raise cognitive load to extraordinarily high levels. While these problems make initiating or maintaining abstinence more likely, they also decrease the cognitive resources necessary for good decision ability. If cognitive load is high during the instant the decision is being made, potential negative consequences are less likely to be considered. The hopelessness, guilt and anger caused by past intoxicated actions are addressed by AA in their admonishment to make amends, and by therapists who often 9 explicitly deal with these feelings. The goal would be to minimize or negate their effect as the problem drinker faces the re-occurring temptation to drink. The traditional wisdom of Alcoholics Anonymous appears to address the problem of cognitive load with the slogans, "Keep it simple, stupid" or "KISS," and “One day at a time.” Decision error caused by Narrow Framing Framing effects are shown when different ways of presenting the same situation make different aspects of it accessible 45. There are a number of famous demonstrations of embarrassing framing effects. For example, it has been shown that experienced physicians prefer a 90% survival rate to a 10% mortality rate 46. Decisions are made according to the immediate situation and its immediate consequences (narrow framing). No one actually lives in “the long term.” When external observers view the behavior of active problem drinkers they see a long term pattern of behavior that appears to be incomprehensible. But, in reality, all people see their current situation as a unique shortterm problem to be solved now, rather than as an instance of a broader class 47. Active problem drinkers drink in order to have a successful day today, just as all people strive to have a satisfying day. The way decisions are framed is influenced by a number of factors, some of which were enumerated by Kahneman 5. 1. Outcomes that are certain will have a large influence on the decision. The active problem drinker believes that alcohol will certainly result in extremely good feeling, but is uncertain about negative outcomes. 2. Rich descriptions of the situation are powerful influences. The positive effect of drinking has a rich description. The richness of descriptions of the unpleasant effects of drinking are evaded and also minimized by intoxication, blackouts, and the fact that they slowly accumulate over the years of the drinking career. The exception to this is the experience termed "hitting bottom," where remission sometimes results from the increased salience of iconic events. 3. A clear cause and effect relationship is another powerful influence on framing, but the relationships between drinking and the later undesirable consequences are unpredictable and variable (as discussed previously). 4. An order effect on framing has also been demonstrated, in that some effects can be eliminated from the decision process by becoming overtly aware of them in advance. Because decisions are made in the realm of narrow framing, it can be helpful to expand the frame of the decision (i.e., "thinking broadly about your life -- what would be the best thing to do today?" "If you had your whole life to do over, would you have begun drinking when you did?", etc.) One way to expand the frame is with cues or reminders. Many successfully recovered problem drinkers use such recall aids in order to influence the decision process 48. For example, a reminder that signifies a powerful event may cause the decision to be framed in terms of its longer term outcomes. Conclusion By dealing with alcohol addiction in the decision theory framework we consider it as a normal aspect of human behavior, where cognitive mistakes are pervasive in everyday decision making. Viewing it this way shows why it can be so difficult for problem drinkers to abstain. After the initial decision to abandon this great source of reward, they must somehow put into place a plan for future decisions. Three characteristics make consistent “no” decisions a nearly insolvable dilemma: they are continually reoccurring; they pose a uniquely different challenge each time; and 10 they are resolved nearly instantaneously. Judgment studies show us that decisions are made by choosing the most accessible thoughts, thoughts which are often not the most relevant to a good decision. For active problem drinkers, those thoughts are the expected joy and relief that result from drinking. Judgment studies show that uncertain options are generally ignored. These are the potential negative consequences. As problem drinking continues negative consequences become more likely and more accessible, sometimes leading to periods of abstinence. With abstinence the decision situation changes yet again. Over extended abstinence decision frequency and craving decrease. However, negative considerations may become less accessible. How does one raise the accessibility of the negative aspects of drinking to such a degree that they will be the most accessible elements under diverse decision-making conditions, such as high cognitive load and high alcohol craving? Judgment heuristics, with its focus on the elements of the decision making process, and primarily on the factors that cause errors, suggests strategies that may be useful. Judgment is influenced by temporarily raising the accessibility of particular thoughts in order for the decision maker to realize explicitly that one of the options is absolutely better than the other. Primes and reminders are effective in influencing subsequent decisions. For problem drinkers, other insightful strategies may include such methods as establishing belief in the base rate certainty of negative consequences, and re-evaluating the affective benefits by understanding that the duration of pleasure is really very brief, although it is remembered as lengthy. Others include expanding the frame of the situation, recognizing the dangers of cognitive interference, and realizing that the current difficulties will dissipate over time. Table 2 summarizes the five decision theory factors that were discussed. Table 2 Base Rate Neglect Insight That probability of a negative consequence is essentially certain. Duration Neglect Alcohol provides only a very brief interval of pleasure. Affect Heuristic Cognitive Load Desire to drink will eventually decrease to become a minor concern. Pressure threatens judgment (keep it simple). Narrow Framing Reconsider decision in larger context. Strategy Determine probability of future negative outcome by cataloging past drinking outcomes. Calculate duration of pleasure, contrast that with duration of negative outcome Monitor decrease in craving over months of abstinence Make plan to exclude interference (such as time pressure) at decision moment. Get a powerful reminder that will be encountered during decision moment. 11 Three characteristics of decisions and five factors identified in judgment studies were presented here. We know little about those effects and their relation to problem drinking. Data was presented that showed that alcohol craving, i.e., affective load, decreases over time as abstinence proceeds. And the same was shown about frequency of decision making -- whether to drink or not. Both are positive natural processes. But there is much to be learned. Each of these error causing domains has been studied in economics. Use of the techniques developed in that area should make it possible to decipher the decision factors operating in problem drinking and in other substance abuse. Forty years ago recovery was described as "a change in the alcoholic's attitude toward the use of alcohol based on the person's own experience which in the vast majority of cases took place outside of any clinical interactions" 7. Vaillant wrote "The sudden transformation of a drunkard to a teetotaler is analogous to the sudden change of heart, the abrupt religious conversion, and the scientist's experience of Eureka.” 7. (Curiously, both “eureka” and “heuristic” derive from the same Greek word.) Vaillant describes the classic alcoholism text by Tuchfeld in 1981. Tuchfeld 11 interviewed 51 individuals who had been abstinent for at least a year; mean abstinence length was over 6 years. He describes the abstinence precipitation events as "heightened reflective experience". Vaillant wrote "The actual circumstances…are mysterious, ill-defined, and unique to the individual." 7 Judgment heuristics, with its focus on the everyday persistent errors that are universal in human thought, provides tools to begin to understand how these mysterious, ill-defined experiences influence the decision making processes of problem drinkers. 12 Note 1 This question was "Do you constantly think about drinking? Yes or No". It is item 18 on the commonly used Alcohol Dependence Scale (ADS). In this study 45% (57/126) of abstinent alcoholic volunteers answered "Yes”. They had been abstinent for 2 to 14 days. Study Design. Briefly, the participants were recruited by newspaper ads for a free alcoholism treatment trial. Treatment consisted of randomization to receive either experimental medication or placebo and for all to receive weekly counseling sessions that continued for 3 months. These volunteers were, on average, in their early forties, two thirds were male, and most were white. They were all in good health, did not abuse any other drugs, and all received a DSM diagnosis of alcohol dependence. The data is described more fully in 37 as the nalmefene data set. Table N-1 (below) demonstrates the validity of the item by showing that those who thought about it constantly had significantly higher alcohol dependence and significantly more alcohol craving. Table N-1 Do you constantly think about drinking? No Yes Mean SD Mean SD 13.6 7.2 20.7 7.1 -5.03 5.8 2.9 7.3 2.5 -2.84 15.0 5.2 18.4 5.3 -3.16 Alcohol Dependence Scale Total Score How much do you crave alcohol (0-10) Obsessive-Compulsive Craving Scale *Highly significant t df 102 100 98 p 0.000* 0.005* 0.002* Even more interesting, those who thought about alcohol constantly had better outcomes! For those who answered "Yes" to "Do you constantly think about drinking?" there was a significantly longer time to first drink (35 days vs 20 days for the No answers, t= 2.28,102, p= .025). These problem drinkers were classified previously 37 as either as having become essentially abstinent or as moderate drinkers (1 drink a day) for the duration of the 12 week trial. The ones who said they thought about drinking constantly were subsequently much more likely to be in the abstinent group (Chi square= 6.74, 1, p=.009, Fisher z (twotailed) p=.012). Only 3 of 18 "Yes" answerers were classified in the higher drinking group, whereas of the "No" answerers more than half (13/23) were in the higher drinking group. The high significance levels show the importance of this variable – thinking about drinking. Typically studies are unable to predict drinking using baseline data. Note 2 The analysis here is of two items taken from the Obsessive Compulsive Drinking Scale; both are related to the quantity of decisions that are made over time. Data were the same as in Note 1. The first item asks "How much of your time when you're not drinking is occupied by ideas, thoughts, impulses or images relating to drinking?” Possible answers were “0-None,” “1-Less than 1 hour a day” and ranged up to “4- Greater than 8 hours a day.” Over the 12 weeks of the study, of those who were constantly thinking about drinking, scores decreased by 47%, indicating a change from approximately 4 hours a day to 1 hour a day. These hours are, apparently, an estimate of the total sum of time over the day in which drinking is considered, in these newly abstinent problem drinkers. That data are shown in Figure 1. The second question was about the frequency of decision making. "How frequently do these thought occur?" Possible answers were “0- None,” “1- No more than 8 times a day,” “ 2- More than 8 times a day,” and ranged up to “4- Thoughts are too numerous to count.” Scores decreased by 38% in those who were originally thinking about drinking constantly, reflecting an approximate decrease of from 12 times a day to 8 times after 12 weeks." (See table N-2). Table N2 shows how these two measures of thinking about drinking changed over time in the four subgroups of Note 1. Two of the subgroups were formed with a Constantly/non-Constantly division (see above), and two separate subgroups were formed with the Abstinent/Mild division of the participants. Table N2 shows that these measures of thoughts of drinking decreased for nearly every subgroup, most declines were highly significant. Only one group did not decline on one measure (bottom row), the "Mild" subgroup– those participants who continued to drink about one drink a day. 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