Medicine and Health Sciences Commons^™

Deep Active Learning For Classifying Cancer Pathology Reports, Kevin De Angeli, Shang Gao, Mohammed Alawad, Hong‑Jun Yoon, Noah Schaeferkoetter, Xiao‑Cheng Wu, Eric B. Durbin, Jennifer Doherty, Antoinette Stroup, Linda Coyle, Lynne Penberthy, Georgia Tourassi

Kentucky Cancer Registry Faculty Publications

Background: Automated text classification has many important applications in the clinical setting; however, obtaining labelled data for training machine learning and deep learning models is often difficult and expensive. Active learning techniques may mitigate this challenge by reducing the amount of labelled data required to effectively train a model. In this study, we analyze the effectiveness of 11 active learning algorithms on classifying subsite and histology from cancer pathology reports using a Convolutional Neural Network as the text classification model.

Results: We compare the performance of each active learning strategy using two differently sized datasets and two different classification tasks. …

Students As Investigators: Utilizing Active Learning To Engage Genetic Counseling Students, Stacey E. Wahl Ph.D., Dana L. Ladd Ph.D.

Transforming Libraries for Graduate Students

Providing one-shot instruction sessions can be difficult, particularly in the graduate learning environment. As librarians, we want to provide students with the skills to search effectively for health information without overwhelming or confusing them. In health science graduate programs, we are expected to connect literature searching skills with the content of the courses in a manner that is engaging to students. This challenge can be exacerbated when students are new to graduate school and have not yet become familiar with scientific literature searching or the research process. Two medical librarians sought to overcome these challenges by empowering genetic counseling students …

Patient Education On Sweetened Beverages: An Interactive And Module-Based Approach, Matt Tsai

Family Medicine Clerkship Student Projects

As sugary beverages continue to contribute to negative health outcomes, there remains a need for efficient, effective patient education in this area. A custom, interactive and reflective web-based module on sugary beverages for adult participants (n=42) was introduced at a rural Vermont outpatient clinic. Built-in quizzes evaluated learning through a pre and post-intervention design. On average, participants improved significantly from a pre-module mean score of 3.00 to a post-module score of 4.33 (p<0.0001). Additionally, participants' average rating of the module's effectiveness was 8.3 out of 10. A module-based approach may be one efficacious solution to improve patient education on sugary beverage consumption.

Is Engagement Alone Sufficient To Ensure “Active Learning”?, Reed Krause, Amy C. Hayton Md, Jeff Wonoprabowo, Lawrence Loo

Amy Hayton, MD

“Active Learning” is commonly defined as any instructional method that engages students in the learning process. However, active learning encompasses a broad range of educational methods and its impact on learning outcomes has been variable. In 2015, our IM clerkship redesigned its half-day learning sessions from a largely passive didactic style of lecturing to more active learning approaches. We further revised the curriculum in 2016 to further convert the sessions to primarily case based learning led by a faculty or resident. The goal of our intervention was to increase the Self-Reported Engagement Measure (STOBE) of each didactic session and improve …

Is Engagement Alone Sufficient To Ensure “Active Learning”?, Reed Krause, Amy C. Hayton Md, Jeff Wonoprabowo, Lawrence Loo

Loma Linda University Student Journal

“Active Learning” is commonly defined as any instructional method that engages students in the learning process. However, active learning encompasses a broad range of educational methods and its impact on learning outcomes has been variable. In 2015, our IM clerkship redesigned its half-day learning sessions from a largely passive didactic style of lecturing to more active learning approaches. We further revised the curriculum in 2016 to further convert the sessions to primarily case based learning led by a faculty or resident. The goal of our intervention was to increase the Self-Reported Engagement Measure (STOBE) of each didactic session and improve …

Flipping The Classroom: Assessment Of Strategies To Promote Student-Centered, Self-Directed Learning In A Dental School Course In Pediatric Dentistry., Brenda S Bohaty, Gloria J. Redford, Cynthia C. Gadbury-Amyot

Manuscripts, Articles, Book Chapters and Other Papers

The aim of this study was to explore student and course director experiences with the redesign of a traditional lecture-based course into a flipped classroom for teaching didactic content in pediatric dentistry to second-year dental students. The study assessed student satisfaction, extent of student engagement, overall course grades, and course director satisfaction. The students enrolled in a flipped classroom pediatric dentistry course (spring semester 2014; SP14) were asked to complete pre- and post-course questionnaires to assess their perceptions of active learning, knowledge acquisition, and course satisfaction. The process was repeated with the class enrolled in the same course the following …