Abstract:
OBJECTIVE:Twitter has become one of the most popular social media platforms that offers real-world insights to healthy behaviors. The purpose of this study was to assess and compare perceptions about chemotherapy of patients and health-care providers through analysis of chemo-related tweets. MATERIALS AND METHODS:Cancer-related Twitter accounts and their tweets were obtained through using Tweepy (Python library). Multiple text classification algorithms were tested to identify the models with best performance in classifying the accounts into individual and organization. Chemotherapy-specific tweets were extracted from historical tweetset, and the content of these tweets was analyzed using topic model, sentiment analysis and word co-occurrence network. RESULTS:Using the description in Twitter users' profiles, the accounts related with cancer were collected and coded as individual or organization. We employed Long Short Term Memory (LSTM) network with GloVe word embeddings to identify the user into individuals and organizations with accuracy of 85.2%. 13, 273 and 14,051 publicly available chemotherapy-related tweets were retrieved from individuals and organizations, respectively. The content of the chemo-related tweets was analyzed by text mining approaches. The tweets from individual accounts pertained to personal chemotherapy experience and emotions. In contrast with the personal users, professional accounts had a higher proportion of neutral tweets about side effects. The information about the assessment of response to chemotherapy was deficient from organizations on Twitter. DISCUSSION:Examining chemotherapy discussions on Twitter provide new lens into content and behavioral patterns associated with treatments for cancer patients. The methodology described herein allowed us to collect relatively large number of health-related tweets over a greater time period and exploit the potential power of social media, which provide comprehensive view on patients' perceptions of chemotherapy. CONCLUSION:This study sheds light on using Twitter data as a valuable healthcare data source for helping oncologists (organizations) in understanding patients' experiences while undergoing chemotherapy, in developing personalize therapy plans, and a supplement to the clinical electronic medical records (EMRs).
journal_name
Int J Med Informjournal_title
International journal of medical informaticsauthors
Zhang L,Hall M,Bastola Ddoi
10.1016/j.ijmedinf.2018.10.002subject
Has Abstractpub_date
2018-12-01 00:00:00pages
92-100eissn
1386-5056issn
1872-8243pii
S1386-5056(18)30432-5journal_volume
120pub_type
杂志文章abstract:OBJECTIVE:To describe the kinds of unintended consequences related to the implementation of computerized provider order entry (CPOE) in the outpatient setting. DESIGN:Ethnographic and interview data were collected by an interdisciplinary team over a 7 month period at four clinics. MEASUREMENTS:Instances of unintended...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2006.05.017
更新日期:2007-06-01 00:00:00
abstract::Teleradiology is yet to take off in India. This is unfortunate since this technology is ideal for a country like India, where expertise in remote areas for advanced investigations such as CT and MR, is lacking. We were the first center in India to use teleradiology on a regular basis. Our initial methodology in 1996 w...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(01)00138-1
更新日期:2001-05-01 00:00:00
abstract:BACKGROUND:EMR system can provide three main types of benefits: it can solve the logistical organization problems associated with paper systems; it can improve the quality of professionals' clinical decisions; and it can improve physicians' return on their practices by reducing the cost of managing clinical information...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2014.06.003
更新日期:2014-08-01 00:00:00
abstract:INTRODUCTION:The provisions of the American Recovery & Reinvestment Act increased the likelihood of more widespread health information exchange (HIE), the electronic transfer of patient-level information between organizations, by essentially mandating the use of electronic health record systems. While important, the sp...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2010.09.003
更新日期:2010-12-01 00:00:00
abstract:OBJECTIVE:To build a machine-learning model that predicts laboratory test results and provides a promising lab test reduction strategy, using spatial-temporal correlations. MATERIALS AND METHODS:We developed a global prediction model to treat laboratory testing as a series of decisions by considering contextual inform...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2020.104282
更新日期:2020-12-01 00:00:00
abstract:INTRODUCTION:Unplanned 30-day hospital readmission account for roughly $17 billion in annual Medicare spending. Many factors contribute to unplanned hospital readmissions and multiple models have been developed over the years to predict them. Most researchers have used insurance claims or administrative data to train a...
journal_title:International journal of medical informatics
pub_type: 杂志文章,meta分析,多中心研究
doi:10.1016/j.ijmedinf.2015.09.003
更新日期:2015-12-01 00:00:00
abstract:BACKGROUND:Building on initial work carried out by the Faculty of Clinical Informatics (FCI) in the UK, the creation of a national competency framework for Clinical Informatics is required for the definition of clinical informaticians' professional attributes and skills. We aimed to systematically review the academic l...
journal_title:International journal of medical informatics
pub_type: 杂志文章,meta分析,评审
doi:10.1016/j.ijmedinf.2020.104237
更新日期:2020-09-01 00:00:00
abstract:BACKGROUND:Diagnosis coding percentages in the specialty training of general practitioners (GPs) are generally high, but not perfect, indicating barriers against coding still exist, possibly influencing the validity of data based on electronic patient records (EPRs). OBJECTIVE:To study the relationship between barrier...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2013.02.002
更新日期:2013-08-01 00:00:00
abstract:OBJECTIVE:To investigate factors influencing variations in clinicians' use of an online evidence retrieval system. SETTING:Public hospitals in New South Wales, Australia. METHOD:Web log analysis demonstrated considerable variation in rates of evidence use by clinicians at different hospitals. Focus groups and intervi...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(02)00046-1
更新日期:2003-01-01 00:00:00
abstract:OBJECTIVE:To apply cognitive task analyses of the Biomedical query mediation (BQM) processes for EHR data retrieval at multiple sites towards the development of a generic BQM process model. MATERIALS AND METHODS:We conducted semi-structured interviews with eleven data analysts from five academic institutions and one g...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2016.06.006
更新日期:2016-09-01 00:00:00
abstract:PURPOSE:Ethical and legal requirements for healthcare providers in the United States, stipulate that patients sign a consent form prior to undergoing medical treatment or participating in a research study. Currently, the majority of the hospitals obtain these consents using paper-based forms, which makes patient prefer...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2013.04.008
更新日期:2013-09-01 00:00:00
abstract:BACKGROUND:Despite strong policy interest in eHealth, actual adoption in many European hospitals is low. PURPOSE:This study develops and tests in a preliminary way an organisational eHealth adoption model rooted in several adoption frameworks to improve understanding of this phenomenon. METHODS:The model is explored ...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2017.01.009
更新日期:2017-04-01 00:00:00
abstract:BACKGROUND:Chatbots are systems that are able to converse and interact with human users using spoken, written, and visual languages. Chatbots have the potential to be useful tools for individuals with mental disorders, especially those who are reluctant to seek mental health advice due to stigmatization. While numerous...
journal_title:International journal of medical informatics
pub_type: 杂志文章,评审
doi:10.1016/j.ijmedinf.2019.103978
更新日期:2019-12-01 00:00:00
abstract::Traditionally, diagnosis and treatment have been seen as two distinct tasks. Consequently, most approaches to computer supported health care focus on one of the two-mostly on diagnosis or rather on the interpretation of measurements which is much better understood and formalised. However, in practice diagnosis and tre...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(02)00064-3
更新日期:2002-12-18 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2019.04.024
更新日期:2019-09-01 00:00:00
abstract::Frequency spectrum of surface electromyographic signals (SEMGs) exhibit a non-stationary nature even in the case of constant level isometric muscle contractions due to changes related to muscle fatigue processes. These changes can be evaluated by methods for estimation of time-varying (TV) spectrum. The most widely ad...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(00)00076-9
更新日期:2000-09-01 00:00:00
abstract::It is known that excessive levels of occupational stress affect professionals' technical and non-technical skills and surgeons are no exception. However, very few studies address this problem in neurosurgeons. A system for monitoring cardiovascular strain and autonomic imbalance during intracranial aneurysm procedures...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2019.05.028
更新日期:2019-09-01 00:00:00
abstract:OBJECTIVES:To describe the range of patients' beliefs, attitudes, expectations, and experiences of remote monitoring for chronic conditions across different healthcare contexts and populations. DESIGN:We searched MEDLINE, Embase, PsychINFO, and CINAHL, Google Scholar, and reference lists of related studies through to ...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2019.01.013
更新日期:2019-04-01 00:00:00
abstract:PURPOSE:The purpose of this qualitative study was to improve understanding of family caregivers' use of Web-based intervention support by integrating three theoretical models. The study applied the Anderson's model of health service utilization, Venkatesh's theory of technology acceptance, and Chatman's and Wilson's in...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2011.08.010
更新日期:2011-11-01 00:00:00
abstract::The goal of the German project "Standardization of Communication between Information Systems in Physician Offices and Hospitals using XML" (aka SCIPHOX) in its first phase is to provide information exchange based on the Extended Markup Language XML between Hospital Information Systems (HIS) and Physician Office System...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(03)00036-4
更新日期:2003-07-01 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2007.01.006
更新日期:2008-02-01 00:00:00
abstract:PURPOSE:Clear and adequate communication between physicians is essential in modern medicine. Nevertheless, the medical curricula in The Netherlands lack an identifiable part in their education concerning inter-physician communication training. To train medical students in inter-physician communication skills using the ...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2007.01.007
更新日期:2007-05-01 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2005.07.034
更新日期:2006-01-01 00:00:00
abstract::Many studies on the physiology of the cardiovascular system revealed that nonlinear chaotic dynamics govern the generation of the heart rate signal. This is also valid for the fetal heart rate (FHR) variability, where however the variability is affected by many more factors and is significantly more complicated than f...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(98)00102-6
更新日期:1999-01-01 00:00:00
abstract:PURPOSE:To develop, implement and test a novel audience response system (ARS) that allows image based interaction for radiology education. METHODS:The ARS developed in this project is based on standard Personal Digital Assistants (PDAs) (HP iPAQ 114 classic handheld) running Microsoft® Windows Mobile® 6 Classic with a...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2011.05.002
更新日期:2011-08-01 00:00:00
abstract::Telehealth refers to the integration of information, telecommunication, human-machine interface technologies and health technologies to deliver health care, to promote the heath status of the people and to create health. The Malaysian Telehealth Application will, on completion, provide every resident of the country an...
journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2003.11.023
更新日期:2004-03-31 00:00:00
abstract:PURPOSE:From the Hippocratic Oath to the World Medical Association's Declaration of Geneva, physicians have sworn to protect patients' privacy. However, as systems move to more integrated architectures, protecting this medical data becomes more of a challenge. The increase in complexity of IT environments, the aggregat...
journal_title:International journal of medical informatics
pub_type: 杂志文章,评审
doi:10.1016/j.ijmedinf.2006.09.004
更新日期:2007-05-01 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/s1386-5056(97)00084-1
更新日期:1997-11-01 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2009.03.006
更新日期:2009-08-01 00:00:00
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journal_title:International journal of medical informatics
pub_type: 杂志文章
doi:10.1016/j.ijmedinf.2019.07.011
更新日期:2019-11-01 00:00:00