Search engines, news wires and digital epidemiology: Presumptions and facts.

Abstract:

BACKGROUND:Digital epidemiology tries to identify diseases dynamics and spread behaviors using digital traces collected via search engines logs and social media posts. However, the impacts of news on information-seeking behaviors have been remained unknown. METHODS:Data employed in this research provided from two sources, (1) Parsijoo search engine query logs of 48 months, and (2) a set of documents of 28 months of Parsijoo's news service. Two classes of topics, i.e. macro-topics and micro-topics were selected to be tracked in query logs and news. Keywords of the macro-topics were automatically generated using web provided resources and exceeded 10k. Keyword set of micro-topics were limited to a numerable list including terms related to diseases and health-related activities. The tests are established in the form of three studies. Study A includes temporal analyses of 7 macro-topics in query logs. Study B considers analyzing seasonality of searching patterns of 9 micro-topics, and Study C assesses the impact of news media coverage on users' health-related information-seeking behaviors. RESULTS:Study A showed that the hourly distribution of various macro-topics followed the changes in social activity level. Conversely, the interestingness of macro-topics did not follow the regulation of topic distributions. Among macro-topics, "Pharmacotherapy" has highest interestingness level and wider time-window of popularity. In Study B, seasonality of a limited number of diseases and health-related activities were analyzed. Trends of infectious diseases, such as flu, mumps and chicken pox were seasonal. Due to seasonality of most of diseases covered in national vaccination plans, the trend belonging to "Immunization and Vaccination" was seasonal, as well. Cancer awareness events caused peaks in search trends of "Cancer" and "Screening" micro-topics in specific days of each year that mimic repeated patterns which may mistakenly be identified as seasonality. In study C, we assessed the co-integration and correlation between news and query trends. Our results demonstrated that micro-topics sparsely covered in news media had lowest level of impressiveness and, subsequently, the lowest impact on users' intents. CONCLUSION:Our results can reveal public reaction to social events, diseases and prevention procedures. Furthermore, we found that news trends are co-integrated with search queries and are able to reveal health-related events; however, they cannot be used interchangeably. It is recommended that the user-generated contents and news documents are analyzed mutually and interactively.

journal_name

Int J Med Inform

authors

Kaveh-Yazdy F,Zareh-Bidoki AM

doi

10.1016/j.ijmedinf.2018.03.017

subject

Has Abstract

pub_date

2018-07-01 00:00:00

pages

53-63

eissn

1386-5056

issn

1872-8243

pii

S1386-5056(18)30271-5

journal_volume

115

pub_type

杂志文章
  • Analysis of data about epileptic patients using the GUHA method.

    abstract::In this paper we search for hypotheses on association between the memory quotient and 13 clinical variables examined in a sample of 214 epilepsy patients. We introduce the General Unary Hypotheses Automaton (GUHA) method that automatically generates hypotheses from empirical data by means of computer procedures. Proce...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(97)00035-x

    authors: Zvárová J,Preiss J,Sochorová A

    更新日期:1997-06-01 00:00:00

  • Data mining of clinical oral health documents for analysis of the longevity of different restorative materials in Finland.

    abstract::Evidence-based dentistry has shown that different restorative materials have different survival times. Our primary hypothesis is that this should be revealed from normal dental records by the use of data mining technique and a practice-based dentistry approach analysed in a scientifically sound way. Dental records fro...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2009.04.004

    authors: Käkilehto T,Salo S,Larmas M

    更新日期:2009-12-01 00:00:00

  • Research on gender differences in online health communities.

    abstract::With the growing concern about health issues and the emergence of online communities based on user-generated content (UGC), more and more people are participating in online health communities (OHCs) to exchange opinions and health information. This paper aims to examine whether and how male and female users behave dif...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2017.12.019

    authors: Liu X,Sun M,Li J

    更新日期:2018-03-01 00:00:00

  • The anaesthesia critical incident reporting system: an experience based database.

    abstract::To date there have been fewer than a dozen studies on the nature of, and contributory factors in, critical incidents (CI) in anaesthesia. The first of these, by Cooper and colleagues, showed that the vast majority of their CI involved human error [1]. Most recently, the on-going Australian Incident Monitoring Study (A...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(97)00087-7

    authors: Staender S,Davies J,Helmreich B,Sexton B,Kaufmann M

    更新日期:1997-11-01 00:00:00

  • A dynamic model for predicting graft function in kidney recipients' upcoming follow up visits: A clinical application of artificial neural network.

    abstract:BACKGROUND:Predicting the function of transplanted kidneys would help clinicians in individualized medical interventions. We aimed to develop and validate a predictive tool for a future value of estimated glomerular filtration rate (eGFR) at upcoming visits. METHODS:We used static and time-dependent covariates as inpu...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2018.09.012

    authors: Rashidi Khazaee P,Bagherzadeh J,Niazkhani Z,Pirnejad H

    更新日期:2018-11-01 00:00:00

  • A deep learning solution to recommend laboratory reduction strategies in ICU.

    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

    authors: Yu L,Li L,Bernstam E,Jiang X

    更新日期:2020-12-01 00:00:00

  • Nonlinear analysis of the performance and reliability of wavelet singularity detection based denoising for Doppler ultrasound fetal heart rate signals.

    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

    authors: Papadimitriou S,Bezerianos A

    更新日期:1999-01-01 00:00:00

  • Context-based ontology building support in clinical domains using formal concept analysis.

    abstract:OBJECTIVE:Ontology in clinical domains is becoming a core research field in the realm of medical informatics. The objective of this study is to explore the potential role of formal concept analysis (FCA) in a context-based ontology building support in a clinical domain (e.g. cardiovascular medicine here). METHODOLOGY:...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(03)00092-3

    authors: Jiang G,Ogasawara K,Endoh A,Sakurai T

    更新日期:2003-08-01 00:00:00

  • Combining diagnosis and treatment using ASBRU.

    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

    authors: Seyfang A,Miksch S,Marcos M

    更新日期:2002-12-18 00:00:00

  • Present and future trends with NLP.

    abstract::This paper reflects some desiderata on the role of Natural Language Processing (NLP) in the coming years as foreseen in the medical domain. During the Medical Informatics Europe (MIE) conference in 1997, the NLP track was composed by numerous papers on natural language, knowledge representation, nomenclatures and clas...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(98)00132-4

    authors: Baud R

    更新日期:1998-10-01 00:00:00

  • Sensor technologies aiming at fall prevention in institutionalized old adults: a synthesis of current knowledge.

    abstract:BACKGROUND:Falls are a serious health problem in old adults especially in nursing home residents and hospitalized patients. To prevent elderly from falling, sensors have been increasingly used in intramural care settings. However, there is no clear overview of the current used technologies and their results in fall pre...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.ijmedinf.2013.06.001

    authors: Kosse NM,Brands K,Bauer JM,Hortobagyi T,Lamoth CJ

    更新日期:2013-09-01 00:00:00

  • Barriers to organizational adoption of EMR systems in family physician practices: a mixed-methods study in Canada.

    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

    authors: Paré G,Raymond L,de Guinea AO,Poba-Nzaou P,Trudel MC,Marsan J,Micheneau T

    更新日期:2014-08-01 00:00:00

  • SiTe iC: A telemonitoring system for heart failure patients.

    abstract::In the last years, multidisciplinary post-discharge treatment programs, such as telemonitoring, have been promoted as a strategy for Heart Failure (HF) management. However, the distinctive requirements that a telemonitoring system should have, have not been clearly identified. To this aim, the most relevant requiremen...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2020.104204

    authors: Yanicelli LM,Vegetti M,Goy CB,Martínez EC,Herrera MC

    更新日期:2020-09-01 00:00:00

  • Feasibility of 30-day hospital readmission prediction modeling based on health information exchange data.

    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

    authors: Swain MJ,Kharrazi H

    更新日期:2015-12-01 00:00:00

  • Current status and history of teleradiology in India.

    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

    authors: Jankharia B

    更新日期:2001-05-01 00:00:00

  • Standards for detailed clinical models as the basis for medical data exchange and decision support.

    abstract:INTRODUCTION:Detailed clinical models are necessary to exchange medical data between heterogeneous computer systems and to maintain consistency in a longitudinal electronic medical record system. At Intermountain Health Care (IHC), we have a history of designing detailed clinical models. The purpose of this paper is to...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(02)00103-x

    authors: Coyle JF,Mori AR,Huff SM

    更新日期:2003-03-01 00:00:00

  • Example of a Human Factors Engineering approach to a medication administration work system: potential impact on patient safety.

    abstract:OBJECTIVE:The objectives of this paper are: In this approach, the implementation of such a complex IT solution is considered a major redesign of the work system. The paper describes the Human Factor (HF) tasks embedded in the project lifecycle: (1) analysis and modelling of the current work system and usability assessm...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2009.07.002

    authors: Beuscart-Zéphir MC,Pelayo S,Bernonville S

    更新日期:2010-04-01 00:00:00

  • Patients as actors: the patient's role in detecting, preventing, and recovering from medical errors.

    abstract:PURPOSE:Patients have the most to gain from reducing medical errors; yet, little research has been done to investigate the role they could or already do play in detecting and preventing errors in their own health care. The purpose of this study is to examine patient's role in detecting, preventing, and recovering from ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2006.05.021

    authors: Unruh KT,Pratt W

    更新日期:2007-06-01 00:00:00

  • Designing web services in health information systems: from process to application level.

    abstract::Service-oriented architectures (SOAs) and web service technologies have been proposed to respond to some central interoperability challenges of heterogeneous health information systems (HIS). We propose a model which we are using to define services and solutions for healthcare applications from the requirements in the...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2006.10.001

    authors: Mykkänen J,Riekkinen A,Sormunen M,Karhunen H,Laitinen P

    更新日期:2007-02-01 00:00:00

  • Are we sure that Mobile Health is really mobile? An examination of mobile device use during two remotely-delivered weight loss interventions.

    abstract:BACKGROUND:The "m" in mHealth is often thought of as the ability to receive health information and monitor behaviors on the go. Little is known about how people actually use mobile vs. traditional access methods and if access method affects engagement and health outcomes. METHODS:This study examines the 3-month outcom...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章,随机对照试验

    doi:10.1016/j.ijmedinf.2014.01.002

    authors: Turner-McGrievy GM,Tate DF

    更新日期:2014-05-01 00:00:00

  • Learning ontological rules to extract multiple relations of genic interactions from text.

    abstract:INTRODUCTION:Information extraction (IE) systems have been proposed in recent years to extract genic interactions from bibliographical resources. They are limited to single interaction relations, and have to face a trade-off between recall and precision, by focusing either on specific interactions (for precision), or g...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2009.03.005

    authors: Manine AP,Alphonse E,Bessières P

    更新日期:2009-12-01 00:00:00

  • Utilizing Twitter data for analysis of chemotherapy.

    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:Canc...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2018.10.002

    authors: Zhang L,Hall M,Bastola D

    更新日期:2018-12-01 00:00:00

  • Teaching clinical reasoning and decision-making skills to nursing students: Design, development, and usability evaluation of a serious game.

    abstract:BACKGROUND:Serious games (SGs) are a type of simulation technology that may provide nursing students with the opportunity to practice their clinical reasoning and decision-making skills in a safe and authentic environment. Despite the growing number of SGs developed for healthcare professionals, few SGs are video based...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2016.06.014

    authors: Johnsen HM,Fossum M,Vivekananda-Schmidt P,Fruhling A,Slettebø Å

    更新日期:2016-10-01 00:00:00

  • Education and training in health informatics: the IT-EDUCTRA project.

    abstract::In this contribution both the EDUCTRA project of the European Advanced Informatics in Medicine Programme and the IT-EDUCTRA project of the Telematics Applications Programme (Health Sector) are described. EDUCTRA had as aim to investigate which gaps in knowledge health professionals have with respect to health informat...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(98)00066-5

    authors: Hasman A

    更新日期:1998-06-01 00:00:00

  • IMIA Working Group 15: technology assessment and quality development in health informatics.

    abstract::The working group on technology assessment and quality development in health informatics was established as a follow-up to the recommendations made at the IMIA-ISTAHC working conference in 1990. The working group was approved by the IMIA General Assembly at Kyoto, September, 1993. The working group aims to further dev...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(99)00030-1

    authors: van Gennip EM

    更新日期:1999-12-01 00:00:00

  • Design and implementation of I2Vote--an interactive image-based voting system using windows mobile devices.

    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

    authors: van Ooijen PM,Broekema A,Oudkerk M

    更新日期:2011-08-01 00:00:00

  • Empowering nurses--improving care nurses' response to the new Health Services Reform Programme in Ireland.

    abstract::The Health Service Reform Programme in Ireland will be the biggest change ever seen in the health service. This programme will be dependent on information structures that provide appropriate and timely information. The Nursing Informatics Project Team in the Mater Misericordiae University Hospital, Dublin is in the pr...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2005.07.041

    authors: Murnane R

    更新日期:2005-12-01 00:00:00

  • Inferred joint multigram models for medical term normalization according to ICD.

    abstract:BACKGROUND:Electronic Health Records (EHRs) are written using spontaneous natural language. Often, terms do not match standard terminology like the one available through the International Classification of Diseases (ICD). OBJECTIVE:Information retrieval and exchange can be improved using standard terminology. Our aim ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2017.12.007

    authors: Pérez A,Atutxa A,Casillas A,Gojenola K,Sellart Á

    更新日期:2018-02-01 00:00:00

  • Medical informatics at Heidelberg/Heilbronn: status-evaluation-new challenges in a specialised curriculum for medical informatics after thirty years of evolution.

    abstract::After reporting on characteristics, structure and contents of the specialised informatics-based curriculum for medical informatics (MI) at the University of Heidelberg/University of Applied Sciences Heilbronn, the paper describes the development during the last 5 years, and in particular a complementary health care or...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2003.11.011

    authors: Leven FJ,Knaup P,Schmidt D,Wetter T

    更新日期:2004-03-18 00:00:00

  • A novel concept for integrating and delivering health information using a comprehensive digital dashboard: An analysis of healthcare professionals' intention to adopt a new system and the trend of its real usage.

    abstract:OBJECTIVE:To introduce a new concept of medical dashboard system called BESTBoard. Such a system was implemented in all wards in a tertiary academic hospital to explore the development process, core designs, functions, usability and feasibility. METHODS:The task-force team made user interface designs for 6 months base...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2016.10.001

    authors: Lee K,Jung SY,Hwang H,Yoo S,Baek HY,Baek RM,Kim S

    更新日期:2017-01-01 00:00:00