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Understanding Reasons for Medication Nonadherence: An Exploration in Social Media Using Sentiment-Enriched Deep Learning Approach

Jiaheng Xie, Xiao Liu, Daniel Zeng, Xiao Fang
2017 International Conference on Information Systems  
To address these issues, we develop a semantically enhanced deep learning approach to detecting patient and drug-specific reasons for MNA using health social media data.  ...  This study contributes to information systems research by designing a deep-learning-based framework for detecting tailored reasons for MNA in real time.  ...  Motivated by the urgency to examine reasons of MNA, the value of streaming health social media data, and the advances in deep learning approaches, we propose an innovative deep-learning-based approach  ... 
dblp:conf/icis/XieLZF17 fatcat:q2mqjv2zjfa45hmywpfyltanaa

Deep Learning for Information Systems Research [article]

Sagar Samtani, Hongyi Zhu, Balaji Padmanabhan, Yidong Chai, Hsinchun Chen
2020 arXiv   pre-print
First, we systematically summarize the major components of DL in a novel Deep Learning for Information Systems Research (DL-ISR) schematic that illustrates how technical DL processes are driven by key  ...  At the heart of modern AI lies Deep Learning (DL), an emerging class of algorithms that has enabled today's platforms and organizations to operate at unprecedented efficiency, effectiveness, and scale.  ...  nonadherence reason expression Sentiment-enriched BiLSTM Supervised Representation; System Zhu et al.  ... 
arXiv:2010.05774v1 fatcat:y2mj5m7qaremrf6jvryhxk6vgq

13th National Congress of the South African Society of Psychiatrists, 20-23 September 2004

Eugene Allers, Christer Allgulander, Sean Exner Baumann, Charles L Bowden, P Buckley, David J Castle, Beatrix J Coetzee, Franco Colin, A M Dikobe, Charl Els, Robin Emsley, Senathi Fisha (+43 others)
2004 South African Journal of Psychiatry  
Chronic pain as a predictor of outcome in an inpatient Psychiatric populationEugene Allers and Gerhard Grundling3. Recent advances in social phobiaChrister Allgulander4.  ...  Indigenous plants and methods used by traditional African healers for treatinf psychiatric patients in the Soutpansberg Area (Research was done in 1998)Ramovha Muvhango Rachel50.  ...  We set out to explore why the global medical (DSM) model did not fit our context, and to elaborate an urban South African explanatory social model of dissociation.  ... 
doi:10.4102/sajpsychiatry.v10i3.150 fatcat:jjmvwv6z2ncczfhb7ohcplb6iu

Abstracts From the 2022 Health Care Systems Research Network (HCSRN) Annual Conference

2022 Journal of Patient-Centered Research and Reviews  
Journal of Patient-Centered Research and Reviews (JPCRR) is an open access, peer-reviewed medical journal focused on disseminating scholarly works devoted to improving patient-centered care practices,  ...  Direct questioning of reading ability and social media use instead of sociodemographic predictions may be more effective and less culturally insensitive than historical approaches.  ...  Herein, we explore differences in use of an effective and highly used CDS system in patients of varying clinical and demographic characteristics.  ... 
doi:10.17294/2330-0698.1997 pmid:35935524 pmcid:PMC9302906 fatcat:355syw4e7zhzbcmoucurtufnj4

Proceedings from the 11th Annual Conference on the Science of Dissemination and Implementation

2019 Implementation Science  
Amy Abernethy, then chief medical officer, chief scientific officer and senior vice president, oncology, at Flatiron Health, who delivered the keynote address "Making learning health systems a reality:  ...  Although not included in this supplement, an additional 405 papers were presented in poster format and can be viewed at meetingapp.cgi/ModulePosterSessions  ...  Rx nonadherers).  ... 
doi:10.1186/s13012-019-0878-2 pmid:31416469 pmcid:PMC6432743 fatcat:4tqzvh45k5bndl757vcgtw224i

Nursing Research

2022 Zenodo  
Best books for Clinical Researchers and Students' Nurse  ...  Further research using the NTS should test the tool in hospitals with varying characteristics and explore the links to clinical and operational outcomes.  ...  ACKNOWLEDGMENTS We thank the caregivers, GRU clinicians, and research team for their invaluable contributions to the study.  ... 
doi:10.5281/zenodo.5825849 fatcat:slej3g3kancozlzuvjjavxckyy

Research and Education Posters Presented at the 121st Virtual Annual Meeting of the American Association of Colleges of Pharmacy, July 13-31, 2020

2020 American Journal of Pharmaceutical Education  
Methods: The course is an elective 1-credit course, where pharmacy students and social work students worked collaboratively to explore issues related to optimizing medication management for patient with  ...  Zoom-In on SOCIAL AND ADMINISTRATIVE SCIENCES A Novel, Community Based Approach for Teaching Pharmacy Students About Social Determinants of Health. Nicole M.  ...  has been used in over 80 studies internationally to assess empathy expressed by health professional students.  ... 
doi:10.5688/ajpe8220 pmid:32665732 pmcid:PMC7334344 fatcat:vnbdca3b5ngmjmf63igngcyhpq

E-Poster Viewing

2020 European psychiatry  
Conflict of interest: No EPV1373 Social cognition and neurocognition using the matrics consensus cognitive battery in patients with firstepisode schizophrenia: relationship with insight R.  ...  We used SANSS and CGI-Scale for negative symtoms and metabolic rates (weight, IMC, Glucose, Colestherol, TG and prolactin) and abdominal perimeter. Results: 40 patients was incluided. 60% are male.  ...  All of the above creates the need for a socially-centered approach which is less centered in the purely clinical approach.  ... 
doi:10.1192/j.eurpsy.2020.6 fatcat:c2s2sepaknaujhnoa4kay5hgre

Between Fear and Trust: Factors Influencing Older Adults' Evaluation of Socially Assistive Robots [article]

Oded Zafrani
2022 arXiv   pre-print
In addition, the pragmatic qualities of the robot were found to be more crucial to its QE than the social aspects of use.  ...  Socially Assistive Robots (SARs) are expected to support autonomy, aging in place, and wellbeing in later life.  ...  Acknowledgements First and foremost, I am grateful and thankful to Almighty God for the infinite blessings in my life and for giving me the health, power, diligence, perseverance, and determination in  ... 
arXiv:2207.05387v1 fatcat:majxz5unfvcnrhr2f3rcnsio6m

4th HIV Research for Prevention conference (HIVR4P // Virtual), 27 & 28 January | 3 & 4 February 2021

2021 Journal of the International AIDS Society  
Since the approval of maraviroc as an antiretroviral drug, clinical trials are underway for its use as pre exposure prophylaxis (PrEP).  ...  Using a transcriptomics approach, this research aimed to investigate the immunomodulatory mechanisms of vaginal Lactobacillus species.  ...  For that reason, there is a need to understand the social and behavioral determinants of HIV seropositivity in the general population.  ... 
doi:10.1002/jia2.25659 pmid:33605533 fatcat:wwaxnfzblnf37cel4njzb77zdu

CAHR 2009—Oral Presentations

2009 Canadian Journal of Infectious Diseases and Medical Microbiology  
We conducted an online survey to understand psychiatrists' perceived learning needs in HIV psychiatry.  ...  Participants' main reasons for visiting FFL are to relax, for nutrition support and daily social support.  ...  P338 exPlOring transitiOns in drUg Use amOng at-risk yOUtH in VancOUVer, BritisH cOlUmBia d Fast, W small, a krusi, e Wood, t kerr Vancouver, Bc Background: There is growing interest in ecological approaches  ... 
doi:10.1155/2009/265434 fatcat:4idcbwd57bfqnbuhl3peezqvvu

Robotic Versus Laparoscopic Surgery for Rectal Cancer: A Comprehensive Review of Oncological Outcomes

Jessica Lam
2021 The Permanente Journal  
The robotic platform is one of many tools in the arsenal to assist dissection in the low pelvis.  ...  There is no statistical difference in total mesorectal grade, circumferential margin, distal margin, and lymph node harvest.  ...  Inquiries concerning the research dataset used in this study should be directed to the MS-CQI principal investigator (Dr Oliver).  ... 
doi:10.7812/tpp/21.050 pmid:35348098 pmcid:PMC8782436 fatcat:omoynaudnbecrp7wtxmslgieou

Practical Management of New-Onset Urticaria and Angioedema Presenting in Primary Care, Urgent Care, and the Emergency Department

Eric Macy
2021 The Permanente Journal  
A new episode of urticaria and/or angioedema can be an anxiety-inducing event for both the patient and the physician(s) seeing them in primary care, urgent care, or the emergency department.  ...  An epinephrine prescription is not indicated for onset acute urticaria or angioedema, unless there is a strong suspicion of anaphylaxis, and they have been acutely treated with epinephrine.  ...  The authors conducted an exploratory literature review to characterize professionalism research published in widely read medical journals, identify knowledge gaps, and describe the sources of funding for  ... 
doi:10.7812/tpp/21.058 pmid:35348101 pmcid:PMC8784078 fatcat:etekcbu64vbxzdmsvclfhe5wpe

Das Web als politische Herausforderung: historische Perspektiven / Enjeux Politiques du Web: Approches Historiques

(:Unkn) Unknown, Mediarep.Org, Mediarep.Org, Nicolas Chachereau, Christiane Sibille, Enrico Natale, Enrico Atanasiu
2020 Geschichte und Informatik  
Im Kontext von «big data» und «fake news» lässt sich aber in jüngster Zeit ein steigendes Interesse an den Möglichkeiten der Beeinflussung von Usern durch digitale Technologien erkennen. Der 20.  ...  Die Fallstudien in französischer und englischer Sprache beleuchten das vielfältige Zusammenspiel von technologischer Innovation, sozialer Adaption und politischer Regulation.  ...  This second media strategy was supported by the Hu-Wen leadership and was created in order to "fully understand the social impact of new media, of which the internet is the most representative, and to  ... 
doi:10.25969/mediarep/13578 fatcat:ej6padkmbnbzjj4nzfrhuzzxpa

Socially Engaged Applied Doctoral Research in Canada: Approaches to Contemporary Social and Management Opportunities and Challenges [article]

(:Unkn) Unknown, University, My
Conference proceedings for Socially Engaged Applied Doctoral Research in Canada: Approaches to Contemporary Social and Management Opportunities and Challenges, held online at Royal Roads University, August  ...  how to read theory and research for deep professional understanding.  ...  Using a pragmatic approach, participatory action research was used to explore medical stigma, warrior identity/hypermasculine ethos and facilitators related to active-duty CAF members' use of military  ... 
doi:10.25316/ir-17109 fatcat:i5txi645vfakxdrwx7msqpbreq
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