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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  
Medication nonadherence (MNA) refers to the behavior when patients do not fill prescriptions.  ...  This study contributes to information systems research by designing a deep-learning-based framework for detecting tailored reasons for MNA in real time.  ...  If they had unsatisfying medications, they would share with their peers about the negative emotions online. In this case, the sentiment can complement the extraction of MNA reasons.  ... 
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
Taken together, these contributions provide IS scholars a timely framework to advance the scale, scope, and impact of deep learning research.  ...  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

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,  ...  To enhance participant retention, we explored reasons for not completing the interventions. De-Implement Opioid Use for Dental Extractions D. Brad Rindal, Steve E. Asche, Jeanette Y.  ...  Patients with limited health literacy (HL) may perceive higher burden and lower benefits associated with treatment, leading to oral anticoagulation nonadherence.  ... 
doi:10.17294/2330-0698.1997 pmid:35935524 pmcid:PMC9302906 fatcat:355syw4e7zhzbcmoucurtufnj4

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  
Attention deficit hyperactivity disorder (ADHD) - Medical management. Methylphenidate (Ritalin) or Atomoxetine (Strattera)Andre Venter68.  ...  Clinical strategies in dealing with treatment resistant schizophreniaPiet Oosthuizen, Dana Niehaus, Liezl Koen45.  ...  There are many reasons for this worrying state of affairs.  ... 
doi:10.4102/sajpsychiatry.v10i3.150 fatcat:jjmvwv6z2ncczfhb7ohcplb6iu

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  
Mean score between the overall pre-and post-quiz scores were not significantly different ( Objective: One in five patients with diabetes mellitus reports nonadherence to medications due to cost, and  ...  Conclusions: Student competency associated with inhaled medication use increased after this integrated learning activity.  ...  The objective of this study was to re-evaluate the KCES based upon cognitive interviews with student pharmacists.  ... 
doi:10.5688/ajpe8220 pmid:32665732 pmcid:PMC7334344 fatcat:vnbdca3b5ngmjmf63igngcyhpq

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

Eric Macy
2021 The Permanente Journal  
Suspect hereditary or acquired angioedema if there is recurrent non-itchy swelling with abdominal pain triggered by mechanical trauma.  ...  Acute idiopathic urticaria is treated with high-dose nonsedating antihistamines acute avoidance of alcohol and nonsteroidal anti-inflammatory drugs, and time.  ...  Graduate Medical Education publication of competencies).  ... 
doi:10.7812/tpp/21.058 pmid:35348101 pmcid:PMC8784078 fatcat:etekcbu64vbxzdmsvclfhe5wpe

Nursing Research

Denise
2022 Zenodo  
Further research using the NTS should test the tool in hospitals with varying characteristics and explore the links to clinical and operational outcomes.  ...  We thank Catherine Craven for her help with the preparation of this article. ACKNOWLEDGMENTS We are grateful to the participants of this trial who generously gave their time and effort.  ...  adherers and nonadherers.  ... 
doi:10.5281/zenodo.5825849 fatcat:slej3g3kancozlzuvjjavxckyy

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:  ...  Further, she highlighted the importance of meeting the needs of end-users where they are, a sentiment echoed by other plenary speakers across the three plenary panel sessions.  ...  Multi-perspective data triangulation identified convergence and divergence within these data and enriched findings.  ... 
doi:10.1186/s13012-019-0878-2 pmid:31416469 pmcid:PMC6432743 fatcat:4tqzvh45k5bndl757vcgtw224i

E-Poster Viewing

2020 European psychiatry  
The reason of change to injection was: No response 38% to oral neuroleptic treatment and side effects 28%. Rest patients wish.  ...  Average age 42.48 years. 22% has metabolic disease, 32% with axis IV disease and 28% with toxic sustances Average dosis of palmate of paliperidone 105 mg/28 days.  ...  Demographic data and the course of the disease were extracted from patients' medical files. Results: The average age was 35.97AE11.55 years.  ... 
doi:10.1192/j.eurpsy.2020.6 fatcat:c2s2sepaknaujhnoa4kay5hgre

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

Jessica Lam
2021 The Permanente Journal  
This article is a comprehensive review of the oncological outcome comparing robotic vs laparoscopic rectal cancer resection, with a particular focus on total mesorectal excision.  ...  The authors would also like to acknowledge Mr Andrew Kim (Clinical Systems Support Department) for his work extracting the requested data.  ...  Funding Statement This research was funded solely by The Permanente Medical Group, Rapid Analytics Unit.  ... 
doi:10.7812/tpp/21.050 pmid:35348098 pmcid:PMC8782436 fatcat:omoynaudnbecrp7wtxmslgieou

CAHR 2009—Oral Presentations

2009 Canadian Journal of Infectious Diseases and Medical Microbiology  
Patient and regimen-specific reasons for change were extracted from the DTP and matched to abstracted chart data.  ...  Cultural adaptation of a program suggests that needs assessment should also include an in deep analysis of the students' learning styles and of the physical and socio-cultural environments characterizing  ...  that they have never visited a sexual health clinic for any reason.  ... 
doi:10.1155/2009/265434 fatcat:4idcbwd57bfqnbuhl3peezqvvu

A holistic ethical system of architecture in the time of globalization: between Dubai and the Medina of Tunis [article]

Majdi Faleh
2018
However, it is not known if medical students are reflecting appropriately at a sufficiently deep level, and what experiences or issues the students are faced with.  ...  have used a thematic analysis to extract themes.  ... 
doi:10.26182/5b6b87560a2e0 fatcat:laeaxn7awzgwpcegvpkyv2o7ce

Social identity, agency, and the politics of adherence to antiretroviral therapy in HIV/AIDS care [article]

Suze Gillian Berkhout
2010
in the medical literature concerning women in the community.  ...  normative frameworks of liberalism within medical practices.  ...  Although I have supported this characterization with content analysis of a number of studies, I will also attempt to give a brief defense my stylized version of social epidemiology in more general terms  ... 
doi:10.14288/1.0070972 fatcat:di7ghixjmza7litf6vhvq534oe

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

2021 Journal of the International AIDS Society  
Thereafter, RNA was extracted from VK2 cells for gene expression analysis on the microarray Affymetrix Clariom S HumanHT platform.  ...  An optimal vaginal microbiome dominated by Lactobacillus species is associated with reduced inflammation in the FGT and dampened immune responses to non-optimal bacteria in vitro.  ...  Methods: Retrospective patient data were extracted from 35 clinics, with individuals' records linked between clinics.  ... 
doi:10.1002/jia2.25659 pmid:33605533 fatcat:wwaxnfzblnf37cel4njzb77zdu

A qualitative study of urban people of color living with human immunodeficiency virus: challenges related to retention in care, antiretroviral therapy acceptance, and "conspiracy beliefs"

Jessica Lynn Jaiswal
2017
HIV medical care.  ...  Despite advances in HIV medication, many people living with HIV (PLWH) do not link to care upon diagnosis, do not remain engaged if linked, and do not achieve viral suppression through consistent ART adherence  ...  Medical mistrust among social network members may contribute to antiretroviral treatment nonadherence in African Americans living with HIV. Social Science & Medicine. 62. Kay, J. (2011).  ... 
doi:10.7916/d8gf106x fatcat:yjqnb73fezfq7lzenoxdtopj74
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