Reviewer: Khairil Husaini Bin Jamil, Department of Qurʾān andSunnah Studies, Kulliyyah of Islamic Revealed Knowledge and HumanSciences, International Islamic University Malaysia. Email: [email protected].

Virtual screening is the most critical process in drug discovery, and it relies on machine learning to facilitate the screening process. It enables the discovery of molecules that bind to a specific protein to form a drug. Despite its benefits, virtual screening generates enormous data and suffers from drawbacks such as high dimensions and imbalance. This paper tackles data imbalance and aims to improve virtual screening accuracy, especially for a minority dataset. For a dataset identified without considering the data’s imbalanced (...) nature, most classification methods tend to have high predictive accuracy for the majority category. However, the accuracy was significantly poor for the minority category. The paper proposes a K-mean algorithm coupled with Synthetic Minority Oversampling Technique to overcome the problem of imbalanced datasets. The proposed algorithm is named as KSMOTE. Using KSMOTE, minority data can be identified at high accuracy and can be detected at high precision. A large set of experiments were implemented on Apache Spark using numeric PaDEL and fingerprint descriptors. The proposed solution was compared to both no-sampling method and SMOTE on the same datasets. Experimental results showed that the proposed solution outperformed other methods. (shrink)

Islam and the Rule of Justice: Image and Reality in Muslim Law and Culture. By Lawrence Rosen. Chicago: University of Chicago Press, 2018. Pp. xi + 279. $105 ; $35.

Necessary and sufficient conditions ofinvariance on four-vectors under the Poincaré group E(3, 1) and its subgroups are exploited. As an example the Euclidean group in three dimensions and its subgroups are explicitly considered. Their invariant “potentials” are systematically derived.

Israel has always mattered to American Christians. They are among the strongest supporters of the State of Israel in the United States. The paper argues that the support that was extended by American Christians in general and the Christian Right in particular, to Israel and the Jewish people is the continuation of a long tradition in conservative American Christians rooted mainly in their theological doctrine. However, the study shows that the Christian Right is ambivalent in its view on Jews. On (...) the one hand, Jews are considered to be God’s chosen people and to have a special Biblical status and role. On the other hand, the Christian Right is allegedly anti-Semitic, as it views Jews as a condemned nation for their rejection of Christ as the Messiah, the reason for which they are unsaved and need to be converted to Christianity. Interestingly, both views, love and hatred of Jews, are based on the Biblical teachings and grounded in conservative Protestant theology; their paradoxical views on Jews are not a new phenomenon among conservative American Christians. Nevertheless, the study found that the support of the American Christians of the establishment of the State of Israel goes beyond theological doctrines or values. In fact, the humanitarian considerations of the liberal Christian and secular organizations in particular, were significant in contributing to the establishment of the Jewish state. (shrink)

Background The use of lengthy, detailed, and complex informed consent forms is of paramount concern in biomedical research as it may not truly promote the rights and interests of research participants. The extent of information in ICFs has been the subject of debates for decades; however, no clear guidance is given. Thus, the objective of this study was to determine the perspectives of research participants about the type and extent of information they need when they are invited to participate in (...) biomedical research. Methods This multi-center, cross-sectional, descriptive survey was conducted at 54 study sites in seven Asia-Pacific countries. A modified Likert-scale questionnaire was used to determine the importance of each element in the ICF among research participants of a biomedical study, with an anchored rating scale from 1 to 5. Results Of the 2484 questionnaires distributed, 2113 were returned. The majority of respondents considered most elements required in the ICF to be ‘moderately important’ to ‘very important’ for their decision making. Major foreseeable risk, direct benefit, and common adverse effects of the intervention were considered to be of most concerned elements in the ICF. Conclusions Research participants would like to be informed of the ICF elements required by ethical guidelines and regulations; however, the importance of each element varied, e.g., risk and benefit associated with research participants were considered to be more important than the general nature or technical details of research. Using a participant-oriented approach by providing more details of the participant-interested elements while avoiding unnecessarily lengthy details of other less important elements would enhance the quality of the ICF. (shrink)