iNICU - Integrated Neonatal Care Unit: Capturing Neonatal Journey in an Intelligent Data Way.

Abstract:

:Neonatal period represents first 28 days of life, which is the most vulnerable time for a child's survival especially for the preterm babies. High neonatal mortality is a prominent and persistent problem across the globe. Non-availability of trained staff and infrastructure are the major recognized hurdles in the quality care of these neonates. Hourly progress growth charts and reports are still maintained manually by nurses along with continuous calculation of drug dosage and nutrition as per the changing weight of the baby. iNICU (integrated Neonatology Intensive Care Unit) leverages Beaglebone and Intel Edison based IoT integration with biomedical devices in NICU i.e. monitor, ventilator and blood gas machine. iNICU is hosted on IBM Softlayer based cloud computing infrastructure and map NICU workflow in Java based responsive web application to provide translational research informatics support to the clinicians. iNICU captures real time vital parameters i.e. respiration rate, heart rate, lab data and PACS amounting for millions of data points per day per child. Stream of data is sent to Apache Kafka layer which stores the same in Apache Cassandra NoSQL. iNICU also captures clinical data like feed intake, urine output, and daily assessment of child in PostgreSQL database. It acts as first Big Data hub (of both structured and unstructured data) of neonates across India offering temporal (longitudinal) data of their stay in NICU and allow clinicians in evaluating efficacy of their interventions. iNICU leverages drools based clinical rule based engine and deep learning based big data analytical model coded in R and PMML. iNICU solution aims to improve care time, fills skill gap, enable remote monitoring of neonates in rural regions, assists in identifying the early onset of disease, and reduction in neonatal mortality.

journal_name

J Med Syst

authors

Singh H,Yadav G,Mallaiah R,Joshi P,Joshi V,Kaur R,Bansal S,Brahmachari SK

doi

10.1007/s10916-017-0774-8

subject

Has Abstract

pub_date

2017-08-01 00:00:00

pages

132

issue

8

eissn

0148-5598

issn

1573-689X

pii

10.1007/s10916-017-0774-8

journal_volume

41

pub_type

杂志文章
  • Meeting the ONCHIT population health mandate: a proposed model for security in selective transportable distributed environments.

    abstract::Goal Two of the US ONCHIT Plan focuses on enabling the use of electronic health information for critical health improvement activities that promote the health of targeted communities, and the US population as a whole. Because of the focus on communities and populations, the activities under this second goal differ fun...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-009-9269-6

    authors: Lorence D,Chin J,Richards M

    更新日期:2010-08-01 00:00:00

  • Improving doctor-patient communication: examining innovative modalities vis-a-vis effective patient-centric care management technology.

    abstract::This analysis investigates what patients and practitioners can do to improve their interactive communications to achieve optimal patient-centric (PC) care. One goal of this clinical practice approach is to improve patient satisfaction, compliance, and outcomes. The mutual responsibilities required of both the patients...

    journal_title:Journal of medical systems

    pub_type: 杂志文章,评审

    doi:10.1007/s10916-008-9175-3

    authors: Breen GM,Wan TT,Zhang NJ,Marathe SS,Seblega BK,Paek SC

    更新日期:2009-04-01 00:00:00

  • Use of electronic medical records in Oman and physician satisfaction.

    abstract::The Electronic Medical Record (EMR) is a computerized record of clinical, demographic and management information. EMR is an enabling technology that allows physicians to utilize quality improvement processes in the practice of medicine. Oman is one of the Middle Eastern Countries that has implemented an integrated ele...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-006-7399-7

    authors: Al Farsi M,West DJ Jr

    更新日期:2006-02-01 00:00:00

  • Earlier detection of Alzheimer disease using N-fold cross validation approach.

    abstract::According to the recent study, world-wide 40 million patients are affected by Alzheimer disease (AD) because it is one of the dangerous neurodegenerative disorders. This AD disease has less symptoms such as short term memory loss, mood swings, problem with language understanding and behavioral issues. Due to these low...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-018-1068-5

    authors: Sampath R,Indumathi J

    更新日期:2018-10-02 00:00:00

  • The effects of preparatory sensory information on ICU patients.

    abstract::Preparatory sensory information (PSI) has been found to have significant effects in reducing distress, tension, restlessness, negative moods, and anxiety, and also in reducing length of postoperative hospitalization during various threatening medical events, but no evidence has demonstrated the effect of PSI on a pati...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1023/a:1021869112673

    authors: Shi SF,Munjas BA,Wan TT,Cowling WR 3rd,Grap MJ,Wang BB

    更新日期:2003-04-01 00:00:00

  • Gaussian Noise Removal in an Image using Fast Guided Filter and its Method Noise Thresholding in Medical Healthcare Application.

    abstract::A new denoising algorithm using Fast Guided Filter and Discrete Wavelet Transform is proposed to remove Gaussian noise in an image. The Fast Guided Filter removes some part of the details in addition to noise. These details are estimated accurately and combined with the filtered image to get back the final denoised im...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-019-1376-4

    authors: Majeeth SS,Babu CNK

    更新日期:2019-07-12 00:00:00

  • VLC, OCC, IR and LiFi Reliable Optical Wireless Technologies to be Embedded in Medical Facilities and Medical Devices.

    abstract::New, emerging technologies, transform every day our life and have direct consequence on our health and well-being. More and more wearable medical devices (MD) with wireless communication technologies embedded are being developed by innovative academic community and companies. Optical wireless communication (OWC) consi...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-019-1434-y

    authors: Riurean S,Antipova T,Rocha Á,Leba M,Ionica A

    更新日期:2019-08-20 00:00:00

  • Generation of Standardized E-Learning Content from Digital Medical Collections.

    abstract::In this paper, we describe a new approach to generating standardized e-Learning content from existing medical collections. The core of this approach is a tool called Clavy, which makes it possible to retrieve information items from medical collections, to transform these items into meaningful learning units, and to ex...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-019-1330-5

    authors: Buendía F,Gayoso-Cabada J,Sierra JL

    更新日期:2019-05-18 00:00:00

  • Estimating hospital inefficiency: does case mix matter?

    abstract::A two-stage approach is used in a stochastic frontier analysis of the factors affecting hospital efficiency. In the first stage, a translog cost-function is used to estimate inefficiency scores. In the second stage, inefficiency scores are regressed against independent variables to test hypotheses that come from X-ine...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1023/a:1020823612156

    authors: Rosko MD,Chilingerian JA

    更新日期:1999-02-01 00:00:00

  • An experimental transformation of a large expert knowledge base.

    abstract::An experiment is described in which a significant part of the INTERNIST knowledge base for diagnosis in internal medicine is translated into an EXPERT model. INTERNIST employs the largest and broadest knowledge base of all the medical consultation systems that have been developed in recent years. EXPERT is a general s...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/BF00994119

    authors: Goldberg RN,Weiss SM

    更新日期:1982-02-01 00:00:00

  • Achieving Surgical Supply Savings through Preference Card Standardization.

    abstract::Among high volume procedures considerable variation exists in the average cost per case (ACPC) of surgical supplies used between surgeons. A contributing factor to these cost differences are divergences in surgeons' preference cards, which act as a guide to hospital staff for the supplies a surgeon requires to success...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-020-01576-9

    authors: Geppert P,Daily B,Casanova S

    更新日期:2020-05-16 00:00:00

  • The advantages of wearable green reflected photoplethysmography.

    abstract::This report evaluates the efficacy of reflected-type green light photoplethysmography (green light PPG). Transmitted infrared light was used for PPG and the arterial pulse was monitored transcutaneously. The reflected PPG signal contains AC components based on the heartbeat-related signal from the arterial blood flow ...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-010-9506-z

    authors: Maeda Y,Sekine M,Tamura T

    更新日期:2011-10-01 00:00:00

  • Development of a diagnostic and therapeutic simulation system based on patient data and specialist's knowledge. I. Simulation of diagnostic process.

    abstract::A new simulation system of diagnostic and therapeutic processes is developed. The aim is to train medical students for the practical use of their knowledge, utilizing patient data in a total hospital information system. The knowledge in the system is presented by the specialists for every case. In medical school there...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/BF01000275

    authors: Kurihara Y,Kitazoe Y,Okuhara Y,Narita Y,Ozawa T

    更新日期:1992-10-01 00:00:00

  • A Fuzzy Inference System for Closed-Loop Deep Brain Stimulation in Parkinson's Disease.

    abstract::Parkinsons disease is a complex neurodegenerative disorder for which patients present many symptoms, tremor being the main one. In advanced stages of the disease, Deep Brain Stimulation is a generalized therapy which can significantly improve the motor symptoms. However despite its beneficial effects on treating the s...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-015-0328-x

    authors: Camara C,Warwick K,Bruña R,Aziz T,del Pozo F,Maestú F

    更新日期:2015-11-01 00:00:00

  • A review of e-learning practices for undergraduate medical education.

    abstract::This paper describes the findings of a literature review conducted on the current usage, lessons, and limitations of e-learning for undergraduate medical education with an emphasis on synchronous delivery in the first 2 years. The review was conducted as part of an initiative to expand the UBC undergraduate medical pr...

    journal_title:Journal of medical systems

    pub_type: 杂志文章,评审

    doi:10.1023/b:joms.0000021522.30587.ff

    authors: Lau F,Bates J

    更新日期:2004-02-01 00:00:00

  • Kyasanur Forest Disease Classification Framework Using Novel Extremal Optimization Tuned Neural Network in Fog Computing Environment.

    abstract::Kyasanur Forest Disease (KFD) is a life-threatening tick-borne viral infectious disease endemic to South Asia and has been taking so many lives every year in the past decade. But recently, this disease has been witnessed in other regions to a large extent and can become an epidemic very soon. In this paper, a new fog ...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-018-1041-3

    authors: Majumdar A,Debnath T,Sood SK,Baishnab KL

    更新日期:2018-09-01 00:00:00

  • Medical students' expectations towards an implementation of a family medicine textbook as a comprehensive app in Germany.

    abstract::Undergraduate and postgraduate medical education in general practice is complex as a wide medical spectrum needs to be covered. Modern guidelines demand students to be able to recall immense amounts of information relating to the diagnosis and management of clinical problems. With the intent of making a medical textbo...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-014-0125-y

    authors: Sandholzer M,Rurik I,Deutsch T,Frese T

    更新日期:2014-10-01 00:00:00

  • Conventional Filtering Versus U-Net Based Models for Pulmonary Nodule Segmentation in CT Images.

    abstract::Lung cancer is considered one of the deadliest diseases in the world. An early and accurate diagnosis aims to promote the detection and characterization of pulmonary nodules, which is of vital importance to increase the patients' survival rates. The mentioned characterization is done through a segmentation process, fa...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-020-1541-9

    authors: Rocha J,Cunha A,Mendonça AM

    更新日期:2020-03-06 00:00:00

  • Extracting Information from Electronic Medical Records to Identify the Obesity Status of a Patient Based on Comorbidities and Bodyweight Measures.

    abstract::Obesity is a chronic disease with an increasing impact on the world's population. In this work, we present a method of identifying obesity automatically using text mining techniques and information related to body weight measures and obesity comorbidities. We used a dataset of 3015 de-identified medical records that c...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-016-0548-8

    authors: Figueroa RL,Flores CA

    更新日期:2016-08-01 00:00:00

  • Implementation of an Anesthesia Information Management System in an Ambulatory Surgery Center.

    abstract::Anesthesia information management systems (AIMS) are increasingly being implemented throughout the United States. However, little information exists on the implementation process for AIMS within ambulatory surgery centers (ASC). The objectives of this descriptive study are to document: 1) the phases of implementation ...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-015-0390-4

    authors: Mudumbai SC

    更新日期:2016-01-01 00:00:00

  • Development of an Automated Healthcare Kiosk for the Management of Chronic Disease Patients in the Primary Care Setting.

    abstract::An increase in the prevalence of chronic disease has led to a rise in the demand for primary healthcare services in many developed countries. Healthcare technology tools may provide the leverage to alleviate the shortage of primary care providers. Here we describe the development and usage of an automated healthcare k...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-016-0529-y

    authors: Ng G,Tan N,Bahadin J,Shum E,Tan SW

    更新日期:2016-07-01 00:00:00

  • Results of the Use of a Simulator for Training in Anesthesia and Regional Analgesia Guided by Ultrasound.

    abstract::Show the learning results obtained by a simulation tool used by students of an online course on anesthesia techniques and regional analgesia guided by ultrasound. A satisfaction survey generated with a form of Google Forms was carried out in September 2018 with 14 questions related to the quality, ease and capacity of...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-019-1196-6

    authors: Muriel-Fernández J,Alonso CP,López-Valverde N,López-Millán JM,Juánes Méndez JA,Sánchez-Ledesma MJ

    更新日期:2019-02-16 00:00:00

  • Correction to: Urine Sediment Recognition Method Based on Multi-View Deep Residual Learning in Microscopic Image.

    abstract::In the original version of this article, the authors' units in the affiliation section are, unfortunately, incorrect. Jining No.1 people's hospital and Affiliated Hospital of Jining Medical University are two independent units and should not have been combined into one affiliation. ...

    journal_title:Journal of medical systems

    pub_type: 杂志文章,已发布勘误

    doi:10.1007/s10916-020-01558-x

    authors: Zhang X,Jiang L,Yang D,Yan J,Lu X

    更新日期:2020-03-12 00:00:00

  • Implement the RFID position based system of automatic tablets packaging machine for patient safety.

    abstract::Patient safety has been regarded as the most important quality policy of hospital management. The medicine dispensing definitely plays an influential role in the Joint Commission International Accreditation Standards. The problem we are going to discuss in this paper is that the function of detecting mistakes does not...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-011-9799-6

    authors: Chang CH,Lai YL,Chen CC

    更新日期:2012-12-01 00:00:00

  • Automated segmentation of the injured kidney due to abdominal trauma.

    abstract::The objective of this study is to propose and validate a computer-aided segmentation system which performs the automated segmentation of injured kidney in the presence of contusion, peri-, intra-, sub-capsular hematoma, laceration, active extravasation and urine leak due to abdominal trauma. In the present study, tota...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-019-1476-1

    authors: Tulum G,Teomete U,Cuce F,Ergin T,Koksal M,Dandin O,Osman O

    更新日期:2019-11-24 00:00:00

  • Enhancement of MML medical data exchange standard for a localized Chinese version.

    abstract::Medical Markup Language (MML) is a standard for the exchange of medical data among different medical institutions. It was developed in Japan in 1995. Since version 2.21, MML has used eXtensible Markup Language (XML) as a meta-language. The latest version, 3.0, conforms to HL7 Clinical Document Architecture (CDA) and c...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-005-6111-7

    authors: Guo J,Takada A,Niu T,He M,Tanaka K,Sato J,Suzuki M,Suzuki T,Nakashima Y,Araki K,Yoshihara H

    更新日期:2005-10-01 00:00:00

  • Heart monitoring garments using textile electrodes for healthcare applications.

    abstract::We measured the electrical activity signals of the heart through vital signs monitoring garments that have textile electrodes in conductive yarns while the subject is in stable and dynamic motion conditions. To measure the electrical activity signals of the heart during daily activities, four types of monitoring garme...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-009-9356-8

    authors: Cho HS,Koo SM,Lee J,Cho H,Kang DH,Song HY,Lee JW,Lee KH,Lee YJ

    更新日期:2011-04-01 00:00:00

  • Clinical research databases--a historical review.

    abstract::The increasing importance of computer-stored databases for clinical research prompted a historical review of their evolution over the past three decades. The special problems associated with the computer processing of clinical research data were reviewed, and the various types of clinical research registers and databa...

    journal_title:Journal of medical systems

    pub_type: 历史文章,杂志文章,评审

    doi:10.1007/BF00996713

    authors: Collen MF

    更新日期:1990-12-01 00:00:00

  • Information subsystem of the SO4/Cl ratio as database for studying its influence on human health.

    abstract::General lack of surface waters in the Dalmatian region on one hand (Croatia) and a large profusion and complexity of underground waters circulation, on the other hand, are typical phenomena of Dalmatian Karst region. Underground waters in Dalmatia belong to rift water similar to surface waters considering its hydroche...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-005-5185-6

    authors: Stambuk-Giljanović N,Stambuk D

    更新日期:2005-06-01 00:00:00

  • A statistical segmentation method for measuring age-related macular degeneration in retinal fundus images.

    abstract::Day by day, huge amount of information is collected in medical databases. These databases include quite interesting information that could be exploited in diagnosis of illnesses and medical treatment of patients. Classification of these data is getting harder as the databases are expanded. On the other hand, automated...

    journal_title:Journal of medical systems

    pub_type: 杂志文章

    doi:10.1007/s10916-008-9210-4

    authors: Köse C,Sevik U,Gençalioğlu O,Ikibaş C,Kayikiçioğlu T

    更新日期:2010-02-01 00:00:00