Digital Commons Network^™

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. …

Doctoring Undercover: Updating The Educational Tradition Of Shadowing, Claire D. Clark

Behavioral Science Faculty Publications

Background: Premedical students are educated in basic biological and health sciences. As a complement to traditional premedical coursework, medical school applicants are encouraged to shadow practitioners, with the hope that observation will introduce students to the culture and practice of healthcare. Yet the shadowing experience varies widely across practitioners and institutions; resources that guide students’ critical reflection and structure the experience are scarce.

Development: A pilot experiential learning course, Doctoring Undercover: Shadowing and the Culture of Medicine, was developed to fill this gap. The course consisted of three parts: an introduction to medical culture through the disciplines of medical sociology, …

From Pints To Barrels: Helping Topic-Focused Students See The Bigger Picture, Beth Fuchs, Debbie Sharp

Library Presentations

Research projects have the potential to engage undergraduates in an understanding of the complexity of knowledge, but what stymies many students as they attempt to frame their research, according to Project Information Literacy's inaugural report in 2009, is an understanding of the larger context of their topics. What teaching techniques can we use to help students understand that database results don't have to be exclusively on their topics to be useful? Using cognitive science and assessment results to inform our methods, we'll share active learning activities that can assist students in gaining insight into the broader landscapes of their topics. …

A Collaborative Approach To Teaching Information Literacy In First-Year Agriculture Courses, Jason Keinsley, Beth Reeder, Lauren Robinson, Melinda Borie

Library Presentations

We will discuss our redesign of the information literacy component of the first-year general agriculture course at the University of Kentucky. More specifically, we will share how we are customizing content to meet individual instructor needs by team teaching, providing more active learning opportunities, and adapting our pedagogical toolkit. Challenges include varying numbers of sessions requested per course section, location disparities, and time constraints.

Using A Train-The-Trainer Model And Active Learning To Reach Biology Freshmen, Valerie E. Perry, Beth Reeder, Melinda Borie

Library Presentations

Using the train-the-trainer model as our foundation, we created a new information literacy program in an introductory lab course. We will describe the program’s development, implementation, and evolution since first implemented in Spring Semester 2013.We also will share the advantages of using the train-the-trainer model in an information literacy program, particularly regarding its potential to reduce librarians’ time commitment and help librarians build lasting relationships with teaching faculty and graduate students.

The Writing Is On The Wall: Using Padlet For Whole-Class Engagement, Beth Fuchs

Library Presentations

Peer learning and class participation are essential components of the active learning classroom, so what can you do to promote full student engagement with your tried-and-true activities in a once-and-done information literacy session? Take them to the wall! Padlet (www.padlet.com) provides a free, multimedia-friendly wall which can be used to encourage real-time, whole-class participation and assessment. No special equipment or technical know-how required. Find out how one librarian has used Padlet to help students create memorable, collaborative artifacts of classroom learning experiences. This is student engagement as scholarly graffiti. Banksy, watch out!

PARTICIPANTS WILL:

• Be able to contribute to a …