Using electronic medical records to determine the diagnosis of clinical depression.

Abstract:

OBJECTIVE:To investigate the validity of using electronic medical records (EMR) database in a large health organization for identifying patients with clinical depression. METHOD:The Massachusetts General Hospital EMR system was used to generate a sample of primary care patients seen in the primary care clinic in 2007. Using this sample, the validity of using certain fields in the EMR database (i.e., billing diagnosis, problem list, and medication list) to identify patients with clinical depression was compared to primary care physician (PCP) assessment by a written questionnaire. Based on this standard, the sensitivity, specificity, positive predictive value, negative predictive value, and the areas under receiver operating characteristic curve (AUC) of three specific EMR fields - individually and in combination - were calculated to identify which EMR field best predicted PCP classification. RESULTS:The EMR fields "billing diagnosis", "problem list" and antidepressant in "medication list", were all able to identify patients' diagnosis of depression by their PCPs reasonably well. Having one or more "billing diagnosis" of depression had the highest sensitivity and highest AUC (77% sensitivity, 76% specificity, AUC 0.77) among any of the fields used alone. CONCLUSION:The AUC for "billing diagnosis" of depression performed the best of the three single fields tested, with an AUC of 0.77, corresponding to a test with moderate accuracy. This analysis demonstrates that specific EMR fields can be used as a proxy for PCP assessment of depression for this EMR system. Limitations to our analysis include the physician response rate to our survey as well as the quality of the data, which is collected primarily for administrative and clinical purposes. When using administrative and clinical data in mental health studies, researchers must first assess the accuracy of choosing specific fields within their EMR system in order to determine the level of accuracy for them to be used as proxies for clinical diagnoses.

journal_name

Int J Med Inform

authors

Trinh NH,Youn SJ,Sousa J,Regan S,Bedoya CA,Chang TE,Fava M,Yeung A

doi

10.1016/j.ijmedinf.2011.03.014

subject

Has Abstract

pub_date

2011-07-01 00:00:00

pages

533-40

issue

7

eissn

1386-5056

issn

1872-8243

pii

S1386-5056(11)00080-3

journal_volume

80

pub_type

杂志文章
  • A computerised information system for the analysis of hospital admission flow and characteristics.

    abstract::This paper presents a computerised information system for the characterisation and analysis of the hospital admission flow of patients. Based on administrative data made available by the Ministry of Health of Brazil (DATASUS-MS), the system allows the representation of patients' flow from residence to hospital, as wel...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(00)00129-5

    authors: de Mello PS,Almeida RM,Pereira WC

    更新日期:2001-04-01 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

  • Semantic similarity-based alignment between clinical archetypes and SNOMED CT: an application to observations.

    abstract:PURPOSE:One of the main challenges of eHealth is semantic interoperability of health systems. But, this will only be possible if the capture, representation and access of patient data is standardized. Clinical data models, such as OpenEHR Archetypes, define data structures that are agreed by experts to ensure the accur...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2012.02.007

    authors: Meizoso García M,Iglesias Allones JL,Martínez Hernández D,Taboada Iglesias MJ

    更新日期:2012-08-01 00:00:00

  • Identifying and eliminating inefficiencies in information system usage: A lean perspective.

    abstract:OBJECTIVES:Mismatches frequently occur between information system (IS) dictated workflows and actual workflows of IS users. The resulting impeded workflows negatively influence the efficiency with which goods or services are produced and delivered to customers. Within a healthcare context, impeded workflows can additio...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2017.08.005

    authors: Blijleven V,Koelemeijer K,Jaspers M

    更新日期:2017-11-01 00:00:00

  • Assessment of hospital processes using a process mining technique: Outpatient process analysis at a tertiary hospital.

    abstract:INTRODUCTION:Many hospitals are increasing their efforts to improve processes because processes play an important role in enhancing work efficiency and reducing costs. However, to date, a quantitative tool has not been available to examine the before and after effects of processes and environmental changes, other than ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2015.12.018

    authors: Yoo S,Cho M,Kim E,Kim S,Sim Y,Yoo D,Hwang H,Song M

    更新日期:2016-04-01 00:00:00

  • Towards reinforcing telemedicine adoption amongst clinicians in Nigeria.

    abstract::Telemedicine systems have been considered as a necessary measure to alleviate the shortfall in skilled medical specialists in developing countries. However, the obvious challenge is whether clinicians are willing to use this technological innovation, which has aided medical practice globally. One factor which has rece...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2017.05.008

    authors: Adenuga KI,Iahad NA,Miskon S

    更新日期:2017-08-01 00:00:00

  • Separate may not be equal: a preliminary investigation of clinical correlates of electronic psychiatric record accessibility in academic medical centers.

    abstract:OBJECTIVES:Electronic Medical Records (EMR) have the potential to improve the coordination of healthcare in this country, yet the field of psychiatry has lagged behind other medical disciplines in its adoption of EMR. METHODS:Psychiatrists at 18 of the top US hospitals completed an electronic survey detailing whether ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2012.11.007

    authors: Kozubal DE,Samus QM,Bakare AA,Trecker CC,Wong HW,Guo H,Cheng J,Allen PX,Mayer LS,Jamison KR,Kaplin AI

    更新日期:2013-04-01 00:00:00

  • An 'Honest Broker' mechanism to maintain privacy for patient care and academic medical research.

    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

    authors: Boyd AD,Hosner C,Hunscher DA,Athey BD,Clauw DJ,Green LA

    更新日期:2007-05-01 00:00:00

  • PropeR revisited.

    abstract:INTRODUCTION:The PropeR EHR system (PropeRWeb) is a multidisciplinary electronic health record (EHR) system for multidisciplinary use in extramural patient care for stroke patients. DESIGN:The system is built using existing open source components and is based on open standards. It is implemented as a web application u...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2004.07.004

    authors: van der Linden H,Talmon J,Tange H,Grimson J,Hasman A

    更新日期:2005-03-01 00:00:00

  • GEMS: a system for automated cancer diagnosis and biomarker discovery from microarray gene expression data.

    abstract::The success of treatment of patients with cancer depends on establishing an accurate diagnosis. To this end, we have built a system called GEMS (gene expression model selector) for the automated development and evaluation of high-quality cancer diagnostic models and biomarker discovery from microarray gene expression ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2005.05.002

    authors: Statnikov A,Tsamardinos I,Dosbayev Y,Aliferis CF

    更新日期:2005-08-01 00:00:00

  • Introducing electronic messaging in Norwegian healthcare: unintended consequences for interprofessional collaboration.

    abstract:OBJECTIVE:The introduction of health information technologies (HIT) can lead to unintended consequences. We studied a newly introduced electronic messaging (e-messaging) system for communication between homecare providers and general practitioners (GPs) in Norway. The objective of this paper is to identify and discuss ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2014.02.001

    authors: Melby L,Hellesø R

    更新日期:2014-05-01 00:00:00

  • The effect of registry-based performance feedback via short text messages and traditional postal letters on prescribing parenteral steroids by general practitioners--A randomized controlled trial.

    abstract:BACKGROUND:It is conjectured that providing feedback on physicians' prescribing behavior improves quality of drug prescriptions. However, the effectiveness of feedback provision and mode of feedback delivery is not well understood. The objective of this study was to assess and compare the effect of traditional paper le...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章,随机对照试验

    doi:10.1016/j.ijmedinf.2015.12.008

    authors: Nejad AS,Noori MR,Haghdoost AA,Bahaadinbeigy K,Abu-Hanna A,Eslami S

    更新日期:2016-03-01 00:00:00

  • Morphosemantic parsing of medical compound words: transferring a French analyzer to English.

    abstract:PURPOSE:Medical language, as many technical languages, is rich with morphologically complex words, many of which take their roots in Greek and Latin--in which case they are called neoclassical compounds. Morphosemantic analysis can help generate definitions of such words. The similarity of structure of those compounds ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2008.07.016

    authors: Deléger L,Namer F,Zweigenbaum P

    更新日期:2009-04-01 00:00:00

  • Discharge and referral data exchange using global standards--the SCIPHOX project in Germany.

    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

    authors: Heitmann KU,Schweiger R,Dudeck J

    更新日期:2003-07-01 00:00:00

  • Enhancing patient understanding of medical procedures: evaluation of an interactive multimedia program with in-line exercises.

    abstract:INTRODUCTION:Standard print and verbal information provided to patients undergoing treatments are often difficult to understand and may impair their ability to be truly informed. This study examined the effect of an interactive multimedia informational program with in-line exercises and corrected feedback on patients' ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章,随机对照试验

    doi:10.1016/j.ijmedinf.2014.01.011

    authors: Tait AR,Voepel-Lewis T,Chetcuti SJ,Brennan-Martinez C,Levine R

    更新日期:2014-05-01 00:00:00

  • Information quality of a Nursing Information System depends on the nurses: a combined quantitative and qualitative evaluation.

    abstract:PURPOSE:Providing access to patient information is the key factor in nurses' adoption of a Nursing Information System (NIS). In this study the requirements for information quality and the perceived quality of information are investigated. A teaching hospital in the Netherlands has developed a NIS as a module of the Hos...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2012.07.006

    authors: Michel-Verkerke MB

    更新日期:2012-10-01 00:00:00

  • Prediction models to identify individuals at risk of metabolic syndrome who are unlikely to participate in a health intervention program.

    abstract:OBJECTIVES:Since the launch of a nationwide general health check-up and instruction program in Japan in 2008, interest in strategies to improve implementation of the program based on predictive analytics has grown. We investigated the performance of prediction models developed to identify individuals classified as "req...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2017.12.009

    authors: Shimoda A,Ichikawa D,Oyama H

    更新日期:2018-03-01 00:00:00

  • Trustworthy reuse of health data: a transnational perspective.

    abstract:BACKGROUND:The widespread adoption of electronic health records (EHRs) is accelerating the collection of sensitive clinical data. The availability of these data raises privacy concerns, yet sharing the data is essential for public health, longitudinal patient care, and clinical research. METHOD:Following previous work...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2012.11.003

    authors: Geissbuhler A,Safran C,Buchan I,Bellazzi R,Labkoff S,Eilenberg K,Leese A,Richardson C,Mantas J,Murray P,De Moor G

    更新日期:2013-01-01 00:00:00

  • Text preprocessing for improving hypoglycemia detection from clinical notes - A case study of patients with diabetes.

    abstract:BACKGROUND AND OBJECTIVE:Hypoglycemia is a common safety event when attempting to optimize glycemic control in diabetes (DM). While electronic medical records provide a natural ground for detecting and analyzing hypoglycemia, ICD codes used in the databases may be invalid, insensitive or non-specific in detecting new h...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2019.06.020

    authors: Zhou L,Siddiqui T,Seliger SL,Blumenthal JB,Kang Y,Doerfler R,Fink JC

    更新日期:2019-09-01 00:00:00

  • Information content in Medline record fields.

    abstract:BACKGROUND:The authors have been conducting text mining analyses (extraction of useful information from text) of Medline records, using Abstracts as the main data source. For literature-based discovery, and other text mining applications as well, all records in a discipline need to be evaluated for determining prior ar...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2004.02.008

    authors: Kostoff RN,Block JA,Stump JA,Pfeil KM

    更新日期:2004-06-30 00:00:00

  • Patients' perceptions of a home telecare system.

    abstract:GOAL:To identify any major factors that could affect patients' perceptions of a Home Telecare Management System (HTMS) and use the findings to contribute to development of a theoretical framework for patient acceptance of HTMS. MATERIALS AND METHODS:Ten Focus Group Interviews (FGIs) were conducted with patients suffer...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2007.10.006

    authors: Rahimpour M,Lovell NH,Celler BG,McCormick J

    更新日期:2008-07-01 00:00:00

  • Developing a mobile epilepsy management application integrated with an electronic health record for effective seizure management.

    abstract:INTRODUCTION:Epilepsy is a chronic neurological disorder characterized by recurrent spontaneous seizures. Over 70% epilepsy patients can live normally if their seizures can be controlled. For this, many factors should be tracked and managed, but doing so is hard because of individual differences. There are mobile appli...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2019.104051

    authors: Yoo S,Lim K,Baek H,Jang SK,Hwang GY,Kim H,Hwang H

    更新日期:2020-02-01 00:00:00

  • Increasing the use of e-consultation in primary care: results of an online survey among non-users of e-consultation.

    abstract:OBJECTIVE:To identify factors that can enhance the use of e-consultation in primary care. We investigated the barriers, demands and motivations regarding e-consultation among patients with no e-consultation experience (non-users). METHODS:We used an online survey to gather data. Via online banners on 26 different webs...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2009.06.002

    authors: Nijland N,van Gemert-Pijnen JE,Boer H,Steehouder MF,Seydel ER

    更新日期:2009-10-01 00:00:00

  • Evaluation of an educational website for parents of children with ADHD.

    abstract:INTRODUCTION:ADHD is a relatively common neuro-developmental condition characterized by hyperactivity, impulsivity and inattention. The provision of timely and accurate information about the condition and about strategies to manage it is vital especially because of widespread misconceptions about it. AIM:To see the ef...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2015.07.008

    authors: Ryan GS,Haroon M,Melvin G

    更新日期:2015-11-01 00:00:00

  • Tailored DVDs: a novel strategy for educating racially and ethnically diverse older adults about their medicines.

    abstract:INTRODUCTION:The availability of comprehensive and accurate medication history information in electronic medical records and through electronic prescribing provides the opportunity to create tailored interventions based on individuals' particular medication information needs. To meet the challenges of providing medicat...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2012.09.007

    authors: Lapane KL,Goldman RE,Quilliam BJ,Hume AL,Eaton CB

    更新日期:2012-12-01 00:00:00

  • Assessing graduate programs for healthcare information management/technology (HIM/T) executives.

    abstract::This paper describes a methodology to assess health/medical informatics graduate-level education curricula. The authors used the Certified Professional in Healthcare Information Management Systems (CPHIMS) exam objectives published by the Healthcare Information and Management Systems Society (HIMSS) as the basis for t...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2003.12.002

    authors: Moore RA,Berner ES

    更新日期:2004-03-18 00:00:00

  • An investigation of the efficacy of electronic consenting interfaces of research permissions management system in a hospital setting.

    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

    authors: Chalil Madathil K,Koikkara R,Obeid J,Greenstein JS,Sanderson IC,Fryar K,Moskowitz J,Gramopadhye AK

    更新日期:2013-09-01 00:00:00

  • Evaluation of an intravenous preparation information system for improving the reconstitution and dilution process.

    abstract:BACKGROUND:There are very few studies reporting the impact of providing intravenous (IV) preparation information on quality use of antimicrobials, particularly regarding their reconstitution and dilution. Therefore, to improve these processes in IV antimicrobial administration, an IV preparation information system (IPI...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2016.07.005

    authors: Jo YH,Shin WG,Lee JY,Yang BR,Yu YM,Jung SH,Kim HS

    更新日期:2016-10-01 00:00:00

  • Mobilizing a health professional's workstation--results of an evaluation study.

    abstract::To evaluate the idea of a multifunctional mobile pen computer to support information processing tasks of health care professionals we carried out a field study. On a tablet-sized mobile pen computer we set up a health professional workstation, MEDIAS/WIN, with most of the application systems that are presently used by...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/s1386-5056(98)00170-1

    authors: Buchauer A,Pohl U,Kurzel N,Haux R

    更新日期:1999-05-01 00:00:00

  • Perspectives and expectations for telemedicine opportunities from families of nursing home residents and caregivers in nursing homes.

    abstract:BACKGROUND:This study assessed current perspectives and expectations for telemedicine by nursing home caregivers and families of nursing home patients in Taipei, Taiwan. METHODS:A total of 116 interviews were conducted with family members (n=37) and caregivers (n=79) using an original, four-part questionnaire devised ...

    journal_title:International journal of medical informatics

    pub_type: 杂志文章

    doi:10.1016/j.ijmedinf.2009.02.009

    authors: Chang JY,Chen LK,Chang CC

    更新日期:2009-07-01 00:00:00