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This exercise explores the use of WEKA s Genetic Search class to optimize (choose) a subset of inputs used to classify patients as having either benign or malignant forms of breast cancer. The input le breast-cancer.arff used in our experiment is adapted from the Wisconsin Breast Cancer Database [19]. Breast-cancer.arff contains 683 instances after deleting 16 records containing one or more missing values. In addition, it contains nine numeric inputs ( sample code number attribute deleted) and a target attribute class which takes on values 2 (benign) and 4 (malignant). Table 6.6 shows the ARFF header and rst 10 instances from breast-cancer.arff: Next, we load the input le and become familiar with the class distribution. 1. Open the WEKA Explorer panel. 2. From the Preprocess tab, press Open le and specify the path to the input le, breast-cancer.arff. 3. Under Attributes (lower left), select the class attribute from the list. The WEKA Preprocess Tab displays the distribution for class and indicates that 65% (444/683) of the records have value 2 (benign), while the remaining 35% (239/683) have value 4 (malignant), as shown in Figure 6.8.

ARE PERSONALITY AND PSYCHOLOGICAL TESTS APPROPRIATE FOR USE WITH MINORITY GROUP MEMBERS The early developers of most personality and psychological tests such as the MMPI, Rorschach, and TAT did not consider ethnic and other diversity issues during the test construction and validation process. For example, using the original MMPI with members of ethnic minority groups is questionable since the test was validated using only Caucasians. Furthermore, many tests (e.g., Stanford-Binet) were first developed among people from the middle or upper-middle socioeconomic classes, thus using these tests for low socioeconomic groups may also compromise validity. Today, the professionals who update these tests and construct new ones are much more sensitive to issues of diversity. For example, the revisors of the MMPI (i.e., the MMPI-2) and the WISC (i.e., WISC-IV) were careful to use a standardization sample that reflected geographic, socioeconomic, and ethnic diversity. Psychologists must be aware of the limitations of the tests that they use and be sensitive to diversity issues when making judgments based on psychological tests used with diverse populations (American Psychological Association [APA], 1992a, 1993b, 2003a).

Health Law and Human Behavior, Journal of Forensic Psychology Practice) devoted to research and practice in clinical forensic psychology Clinical forensic psychologists typically are involved in one of three pursuits within the legal system assessment, treatment, and consultation This chapter focuses on research methods and issues that occur in assessment and treatment contexts, as opposed to those in consultation, which typically involve working with legal bodies or legal professionals (ie, judges, attorneys) For each task that is unique to clinical forensic psychology research, we provide examples of the clinical challenges confronting the psychologist, identify problems and challenges faced when researching the issues or constructs, and describe research strategies that have been employed, their strengths, and their limitations We do not discuss in this chapter those research endeavors that may be relevant to clinical forensic psychology but are not unique to the specialty.

A large-scale, general population study (Carpenter, Hasin, Allison, & Faith, 2000) recently showed that obesity was associated with a 37% greater risk of major depressive disorder, as well as increased suicidal ideation and suicide attempts among women but interestingly, not among men, for whom obesity was associated with a reduced risk of major depression A consistent nding is the higher levels of body image dissatisfaction that are widely reported by obese individuals Body image dissatisfaction is particularly elevated in women with higher socioeconomic status, those who were overweight as children, and binge eaters (French, Jeffery, Sherwood, & Neumark-Sztainer, 1999; Grilo, Wil ey, Brownell, & Rodin, 1994) In contrast, members of certain minority groups, particularly, Hispanic and African Americans, are less likely to display disparaging attitudes toward obesity in either themselves or others (Crandall & Martinez, 1996; Kumanyika, 1987; Rucker & Cash, 1992).

Assessment of persons involved in the legal system in some capacity is a major activity for forensic psychologists Forensic psychological assessment even has been described by some as a cottage industry (Grisso, 1987) The majority of forensic assessment tasks facing psychologists can be classi ed as descriptive or predictive Some forensic activities are retrospective in nature, insofar as the psychologist is asked to offer opinions about a person s mental state at a prior point in time, such as in criminal responsibility and contested will evaluations DESCRIPTIVE CLINICAL FORENSIC ASSESSMENT Overview In a subset of criminal and civil cases, a litigant s mental state or psychological functioning may be at issue In these cases, triers of fact (ie.