1 / 14

Forum Post Assistant

Insight Health Data Fellow

DennisADean
Télécharger la présentation

Forum Post Assistant

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. The Forum Post Assistant The Forum Post Assistant Dennis A. Dean, II Insight Health Data Fellow

  2. Community Involvement can Improve Adherence Chronic Illness Treating people with chronic diseases accounts for 86% of our nation’s health care costs Treatment Adherence Decreases health care cost $ 908 Billion/year Heart Disease Diabetes Lung Disease Alzheimer's Adherence Challenge Treatment can be uncomfortable Treatment Plan for Sleep Apnea Continuous Positive Air Pressure (CPAP)

  3. Enhancing the Patient Forum Experience Topic List Topic Posting Michele Margaret I got the bi-level machine and my quality of life sucks,taking provigil to get at least some time awake,I do have to take pain medication I know it doesn't help my sleep apnea. Before you tell me that's my problem it's not. This has been a long road for me, I am pretty broken up from various other medical issues. I am hoping there has been some advancements in treating this miserable curse, I would rather go more chemotherapy, than have CSA it is ruining my life. I tried every mask made and it made no difference,I am a mouth breather so my teeth are rotting away at a rate that I can not even keep up with, I am going to try another round of sleep studies in the hope there are better options than taking drugs to try and get 4-5 hours of somewhat alert time, before I have to take a nap. Also, is there a mask a mouth breather like me can wear? 31 July 2015, 8:04 PM Individual post that received few responses Long Post * Post edited to remove identifiable information

  4. Enhancing the Patient Forum Experience Topic List Topic Posting Michele Margaret I got the bi-level machine and my quality of life sucks,taking provigil to get at least some time awake,I do have to take pain medication I know it doesn't help my sleep apnea. Before you tell me that's my problem it's not. This has been a long road for me, I am pretty broken up from various other medical issues. I am hoping there has been some advancements in treating this miserable curse, I would rather go more chemotherapy, than have CSA it is ruining my life. I tried every mask made and it made no difference,I am a mouth breather so my teeth are rotting away at a rate that I can not even keep up with, I am going to try another round of sleep studies in the hope there are better options than taking drugs to try and get 4-5 hours of somewhat alert time, before I have to take a nap. Also, is there a mask a mouth breather like me can wear? 31 July 2015, 8:04 PM Individual post that received few responses Sentiment * Post edited to remove identifiable information

  5. Enhancing the Patient Forum Experience Topic List Topic Posting Michele Margaret I got the bi-level machine and my quality of life sucks,taking provigil to get at least some time awake,I do have to take pain medication I know it doesn't help my sleep apnea. Before you tell me that's my problem it's not. This has been a long road for me, I am pretty broken up from various other medical issues. I am hoping there has been some advancements in treating this miserable curse, I would rather go more chemotherapy, than have CSA it is ruining my life. I tried every mask made and it made no difference,I am a mouth breather so my teeth are rotting away at a rate that I can not even keep up with, I am going to try another round of sleep studies in the hope there are better options than taking drugs to try and get 4-5 hours of somewhat alert time, before I have to take a nap. Also, is there a mask a mouth breather like me can wear? 31 July 2015, 8:04 PM Individual post that received few responses Clear Statement * Post edited to remove identifiable information

  6. Modeling Approach Identifiable Feature Supervised Training Modeling Approach Prediction Few Post Time Balance Training Set (Posts) Responses Random Forest Reading Ease Many Responses Grade Level Input # of Chars. User Post Polarity Subjective Lexical Richness

  7. Modeling Approach Identifiable Feature Supervised Training Modeling Approach Prediction Few Post Time Balance Training Set (Posts) Responses Random Forest Reading Ease Many Responses Grade Level Input # of Chars. User Post Polarity Validation Monte Carlo Samples 0.68 Subjective 68% accuracy identifying post with few responses Lexical Richness Randomly assigning thread category labels suggests information is extracted from posts (p < 0.012) 0.3 0.5 0.7

  8. About Me Training Training Ballroom Dancing, Hiking, Gardening, and Photography Ballroom Dancing, Hiking, Gardening, and Photography PhD, Biomedical Engineering and Biotechnology University of Massachusetts Research Fellow Brigham and Women's Hospital Harvard Medical School Sleep Epidemiology and Cardiovascular Medicine Research Legend Research Legend Research Includes Algorithm Development Research Includes Algorithm Development A Optimize Human Performance NASA MAR's Day Schedule Regular Language Dynamical Systems 2 weeks to 30 second B Pulsatile Times Series to Text Context Free language 10+ Hours to 30 second C Large-scale EEG Spectral and Coherence Analysis Context Free language 2-3 hours to 2-3 seconds

  9. 12 10 8 Column 1 Column 2 Column 3 6 4 2 0 Row 1 Row 2 Row 3 Row 4

More Related