Ten simple rules for designing and running a computing minor for bio/chem students.

Science students increasingly need programming and data science skills to be competitive in the modern workforce. However, at our university (San Francisco State University), until recently, almost no biology, biochemistry, and chemistry students (from here bio/chem students) completed a minor in computer science. To change this, a new minor in computing applications, which is informally known as the Promoting Inclusivity in Computing (PINC) minor, was established in 2016. Here, we present the lessons we learned from our experience in a set of 10 rules. The first 3 rules focus on setting up the program so that it interests students in biology, chemistry, and biochemistry. Rules 4 through 8 focus on how the classes of the program are taught to make them interesting for our students and to provide the students with the support they need. The last 2 rules are about what happens "behind the scenes" of running a program with many people from several departments involved.

Improved Image Caption Rating - Datasets, Game, and Model.

How well a caption fits an image can be difficult to assess due to the subjective nature of caption quality. What is a good caption? We investigate this problem by focusing on image-caption ratings and by generating high quality datasets from human feedback with gamification. We validate the datasets by showing a higher level of inter-rater agreement, and by using them to train custom machine learning models to predict new ratings. Our approach outperforms previous metrics - the resulting datasets are more easily learned and are of higher quality than other currently available datasets for image-caption rating.

Therapeutic assessment with children: intervening with parents "behind the mirror".

All the steps in the model of therapeutic assessment used with children (TA-C) are designed to involve and impact the child's parents. However, a distinctive process that parallels and accompanies the testing sessions with the child might be the most significant in helping parents shift their story of their child and family. In this process, parents are invited to observe their child's testing sessions (in an adjacent room through a live video feed, through a 1-way mirror, or in the corner of the testing room) and process the experience with the assessor (either simultaneously in the case of the 2-assessor model or after the fact in the 1-assessor model). We discuss the development and evolution of what we have come to call the "behind the mirror" method. We describe the therapeutic intent of the method and delineate 13 techniques utilized to enlist parents as active collaborators. We illustrate each technique using the case study of a 10-year-old boy where the 2-assessor model and live video feed method were used. We also provide research findings from the case study that address the parents' experience of the assessment and their changed view of their child.