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Ben and Frank were just at Dartmouth Medical School taking about the science behind Gunner's approach. Check out the presentation and let us know if you like free Pizza (i.e. if you'd like us to visit your school to talk about USMLE prep, match, etc.)! :)
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Memory Science in Medical Education
Frank Lau, MD Co-Founder & Chief Medical Officer
GunnerTraining.com
“I feel like every time I review something or learn something new, I
forget something else.”
– C.C., 2nd year medical student, University of Michigan Medical School
The Challenge for Medical Students
The Challenge Persists for Residents Resuscitation, July 2009
70 Johns Hopkins pediatrics residents 66% failed to start timely CPR (basic life support)
95% of the residents had received this level of training
83% made errors during defibrillation (shocking the patient) 80% of the residents had been trained in defibrillation
More years of training did not improve physician performance
Medical knowledge is routinely forgotten, even by the best and the brightest.
The Challenge Persists for Attending Physicians
Journal of Trauma, June 1996 60 practicing trauma physicians took the standard Advanced
Trauma Life Support course, followed by an examination National course for managing traumas (car accidents, gunshots, stab
wounds, etc)
Immediate testing: 86% average score 6 months later, 50% failed 13 years after this study, no novel approaches to learning and
retaining medical knowledge
Basic, critical knowledge is routinely forgotten, even by experienced specialists.
Who Should Care? Medical Students Physicians-in-training (residents) Educators Foreign medical graduates Practicing physicians
Patients Healthcare policy makers Patient safety advocates
The 2 Phases of Knowledge Acquisition
Mastering the material
Maintaining that knowledge
Mastering the Material We think we’re good at this
We did well on the MCAT, we pass our exams
But these are graded on a curve! Patient outcomes don’t work on a curve
In reality, we do poorly at judging how well we’ve mastered specific topics
Mastery: The Problem
32% of the
reviewed material is
immediately forgotten.
Mastery: The Problem
Maintaining Your Knowledge We rarely focus on knowledge maintenance
Johns Hopkins study, the ATLS study Affects patient outcomes
For Step 1, the review process involves re-learning a lot of material that you once knew but have since forgotten
Intro to Gunner Training
The first Knowledge Management platform Created to help students master and maintain their Step 1
knowledge base
Personalized: users choose which subjects to study can correlate with school's curriculum
Dynamic: custom review schedule changes according to student's forward learning
Mobile: iPhone/mobile browser compatible No software installation required
Intro to Gunner Training Launched April 2009:
Hundreds of users Thousands of data points
We use this data and user feedback to continually validate and improve Gunner Training
The GT Way 1. Learn the material from flashcards • High-yield, interactive
2. Immediate testing on that material • Open-ended study questions
3. Spaced Learning algorithms create a personalized review schedule for that material
• Incorporates Step 1 style multiple choice questions • Short intervals help you master that material • Longer intervals maintain your knowledge
4. Exam simulation • Eases anxiety • Increases test-taking stamina
The GT Way 1. Learn the material from flashcards • High-yield, interactive
2. Immediate testing on that material • Open-ended study questions
3. Spaced Learning algorithms create a personalized review schedule for that material
• Incorporates Step 1 style multiple choice questions
• Short intervals help you master that material
• Longer intervals maintain your knowledge
4. Exam simulation • Eases anxiety • Increases test-taking stamina
Apply 19 principles of
efficient, effective learning
GT: Flashcard Learning Principles 1. Contiguity Effects. Ideas that are associated should be
presented contiguously in space and time One flashcard per topic, rather than one-fact-per-flashcard
2. Dual Code and Multimedia Effects. Visual + multimedia form richer representations vs. a single medium
Hundreds of relevant images: gram stains, CT scans, X-rays, clinical photos
3. Coherence Effect. Materials should explicitly link related ideas
GT: Flashcard Learning Principles 4. Segmentation Principle. A complex lesson should be broken
down into manageable subparts Two levels of bulletpoints
5. Manageable Cognitive Load. The information presented to the learner should not overload working memory
Second bulletpoints are initially hidden
6. Cognitive Flexibility. This improves w/ multiple viewpoints linking facts and deep conceptual principles
Material presented in several locations Ex: TB is covered under Microbiology, Pulmonology, Immunology
7. Anchored Learning. Materials are anchored in real world problems that you care about
Clinical correlation
Contiguity, Dual code/Multimedia, & Coherence Effects
Segmentation & Manageable Cognitive Load
Cognitive Flexibility
Anchored Learning
GT: Study Question Principles 8. Imperfect Metacognition. We rarely have an accurate
knowledge of our cognition need assistance with calibrating comprehension, learning, and memory
Immediate testing solves this
9. Generation Effect. Learning is enhanced when learners produce answers (vs. recognizing answers)
This is why GT employs open-ended study questions
10. Testing Effect. Testing enhances learning, especially when the tests are aligned with important content
GT: Study Question Principles 11. Feedback Effects. Students benefit from immediate
feedback on their performance 12. Negative Suggestion Effects. Learning wrong information
can be reduced when feedback is immediate 13. Deep questions. More benefit from answering questions
that elicit explanations (e.g., why, why not, how, what-if)
Imperfect Metacognition, Generation Effect & Testing Effect
Feedback Effects & Negative Suggestion Effects
GT: Review Schedule Principles 14. Goldilocks Principle. Assignments should be at the right
difficulty level 15. Self-regulated Learning. Most students need to self-
regulate their learning 16. Exam Expectations. Students benefit more from
repeated testing 17. Spaced Learning.
Goldilocks, Self-regulated Learning, and Exam Expectations
GT: MCQ Principles 18. Desirable difficulties. Challenges make learning and
retrieval effortful improve retention Multi-part questions, on par with Step 1 question difficulty
20. Cognitive Disequilibrium. Deep reasoning and learning is stimulated by problems that create cognitive disequilibrium, such as obstacles to goals, contradictions, conflict, and anomalies
“2-jump” & “3-jump” questions
MCQs in Review Schedule
MCQs in Review Schedule
Spaced Learning in Gunner Training Personalized Review Schedule Generation
Spaced Learning In 1913, Ebbinghaus discovered that the best time to
review something was just before it was forgotten
Minimizes the amount of time spent learning Minimizes the number of times the same material must be
relearned
Spaced Learning: Example Let’s say it takes 2 minutes to memorize the 15 bones of
the wrist Reviewing this material if it’s not forgotten takes 30
seconds Re-learning this material if it’s forgotten takes another 2
minutes Without review, this information is forgotten in 4 days There is a test at the end of Day 6
Spaced Learning: Example Option 1: Review it every day
Day 0: 2 minutes learning Day 1: 30 second review Day 2: 30 second review Day 3: 30 second review Day 4: 30 second review Day 5: 30 second review Day 6: 30 second review Take the test
Total time: 5 minutes Pros: In this approach, the knowledge is never forgotten Cons: Large burden of review few people will adhere to this
review schedule
Spaced Learning: Example Option 2: Cram for the exam
Day 0: 2 minutes learning Day 1: no time spent Day 2: no time spent Day 3: no time spent Day 4: no time spent (knowledge forgotten) Day 5: no time spent Day 6: 2 minutes re-learning Take the test
Total time: 4 minutes Pros: It’s “easy” – learn it once and re-learn it just before the
test Cons: The knowledge is forgotten
Cramming produces high stress Doesn’t work in clinical settings (no predetermined “test” date) Less effective as the volume of information goes up
Spaced Learning: Example Option 3: Spaced Learning
Day 0: 2 minutes learning Day 1: no time spent Day 2: no time spent Day 3: no time spent Day 4: 30 second review Day 5: no time spent Day 6: Take the test
Total time: 2 minutes, 30 seconds Compared to daily review (5 mins): 50% less time spent Compared to cramming (4 mins): 38.5% less time spent
Pros: In this approach, information is never forgotten and time spent studying is minimized
Spaced Learning Works in Medicine 3 randomized, controlled trials at Harvard Medical School
demonstrate that Spaced Learning improves retention of medical knowledge RCTs are the gold standard experimental methodology Published in:
American Journal of Surgery, January 2009 Journal of General Internal Medicine, January 2008 Medical Education, January 2007
Basic Research on Spaced Learning The molecular mechanism behind Spaced Learning is an
active area of research Cell, October 2009. Cold Spring Harbor & Mount Sinai School
of Medicine The Phosphatase SHP2 Regulates the Spacing Effect for Long-Term Memory Induction
Journal of Neuroscience, August 2009. McGill University PKC Differentially Translocates during Spaced and Massed Training in Alypsia
Neuron, December 2006. Baylor College of Medicine Drosophila Mushroom Body Neurons Form a Branch-Specific, Long-Term Cellular
Memory Trace after Spaced Olfactory Conditioning
There is rock-solid science behind Spaced Learning.
Gunner Training Works!
Gunner Training’s Effectiveness
* All data where user completed 4 reviews within the maximum time (115 days) ** Heteroscedastic, one-tailed t-test. Same results with paired, 2-tailed t-test.
*
19.3% (p<0.000001)**
Gunner Training’s Effectiveness
Avg time to 4th review: 26.4 days
Max time to 4th review: 115 days
Two major successes: 1) Knowledge isn’t lost during >100 days since initial review 2) 19.3% gain in retained knowledge
Summary GT is the first Knowledge Management specifically
platform for medical students The application of 19 Learning Principles yields a highly
efficient and effective program Users who follow our algorithms gain an average of 19.3%
in ability to recall knowledge after 4 reviews Users don’t forget what they have already learned
Priced for Students
User Comments “I absolutely loved this site. I
didn't get far into the program because of time constraints, but I really wish I knew about it before starting 2nd year. It would've been amazing to use it while studying for the course. I used to study with RecallPlus and Anki during the course but found it so time consuming to make the cards, so you can say Gunner Training is just perfect.”
– H.A., 2nd year medical student
“I'll definitely let the 2nd years in my school know about your program. I've already recommended the program to the Dean of Student Affairs at my school.”
– J.W., 2nd year medical student
Anonymous Comments It's surprising how much I've learned
in such a short time span with what feels like not a lot of effort. I've maybe spent 30 minutes to an hour every other day (sometimes every 2nd or 3rd day) on it and it's gone quickly.
I've been tracking my progress with the analytics it provides. After 2 weeks of studying and a few repetitions my recall has gone up significantly (the amount of 5's has increased by almost 20% - this meaning that when I do my scheduled review questions, the number of answers that I get right without having to think about the question is increasing). ”
AggieSean, on Student Doctor Network
“On my exam, there were questions that I actually thought, ‘I know that flashcard exactly.’ This is, however, after I had continuously gotten the nit picky factoid wrong on several occasions at Gunner Training. ”
Caboose, on Student Doctor Network
http://www.gunnertraining.com