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List of works by Niels Peek

A Markov model to describe daily changes in organ failure for patients at the ICU.

scientific article published in January 2006

A Two-stage Dynamic Model to Enable Updating of Clinical Risk Prediction from Longitudinal Health Record Data: Illustrated with Kidney Function.

scientific article

A comparison of internal versus external risk-adjustment for monitoring clinical outcomes

scientific article published on January 1, 2011

A modified real AdaBoost algorithm to discover intensive care unit subgroups with a poor outcome

scientific article

A multifaceted feedback strategy alone does not improve the adherence to organizational guideline-based standards: a cluster randomized trial in intensive care

scientific article published on 8 July 2015

A multiple-model generalisation of updating clinical prediction models.

scientific article

A parallel guideline development and formalization strategy to improve the quality of clinical practice guidelines

scientific article published on 17 April 2009

A qualitative participatory study to identify experiences of coronary heart disease patients to support the development of online self-management services.

scientific article

A scoping review of causal methods enabling predictions under hypothetical interventions

scientific article published in 2021

A systematic review of electronic audit and feedback: intervention effectiveness and use of behaviour change theory.

scientific article

A web-based system to facilitate local, systematic quality improvement by multidisciplinary care teams: development and first experiences of CARDSS Online

Acute kidney injury in the UK: a replication cohort study of the variation across three regional populations

scientific article published on 30 June 2018

Addendum to Informatics for Health 2017: Advancing both science and practice

scientific article published on 31 October 2017

An eHealth Application in Head and Neck Cancer Survivorship Care: Health Care Professionals' Perspectives

scientific article

An eHealth Approach to Reporting Allergic Reactions to Food and Closing the Knowledge Gap.

scientific article published on January 2015

An exploration of mortality risk factors in non-severe pneumonia in children using clinical data from Kenya.

scientific article published on 13 November 2017

An external validation of models to predict the onset of chronic kidney disease using population-based electronic health records from Salford, UK.

scientific article

An online survey to study the relationship between patients' health literacy and coping style and their preferences for self-management-related information

scientific article

Application of statistical process control methods to monitor guideline adherence: a case study.

scientific article

Behavioural Phenotyping of Daily Activities Relevant to Social Functioning Based on Smartphone-Collected Geolocation Data

scientific article published on 01 August 2019

Body mass index is associated with hospital mortality in critically ill patients: an observational cohort study

scientific article published on August 2013

Cardiac rehabilitation and survival in a large representative community cohort of Dutch patients

scientific article published on 17 April 2015

Cardiac rehabilitation uptake and its determinants in the Netherlands

scientific article published on 8 February 2012

Changes in the cardiac rehabilitation workflow process needed for the implementation of a self-management system

scientific article published on January 1, 2013

Clinical Performance Feedback Intervention Theory (CP-FIT): a new theory for designing, implementing, and evaluating feedback in health care based on a systematic review and meta-synthesis of qualitative research

article

Clinical and cost-effectiveness of home-based cardiac rehabilitation compared to conventional, centre-based cardiac rehabilitation: Results of the FIT@Home study.

scientific article

Clinical code set engineering for reusing EHR data for research: A review

scientific article (publication date: 22 April 2017)

Clinical performance comparators in audit and feedback: a review of theory and evidence

scientific article published on 24 April 2019

Clinical prediction in defined populations: a simulation study investigating when and how to aggregate existing models

scientific article

Clinical prognostic methods: trends and developments

scientific article published on 12 March 2014

Clinical trial data reuse - overcoming complexities in trial design and data sharing

scientific article published on 19 August 2019

Comment on: "The influence of training characteristics on the effect of exercise training in patients with coronary artery disease: Systematic review and meta-regression analysis".

scientific article published in December 2017

Comparison of regression methods for modeling intensive care length of stay

scientific article

Control Theory to Design and Evaluate Audit and Feedback Interventions

scientific article published on 01 July 2019

Correction to: An exploration of mortality risk factors in non-severe pneumonia in children using clinical data from Kenya

scientific article published on 5 December 2017

Correction to: The comorbidity burden of type 2 diabetes mellitus: patterns, clusters and predictions from a large English primary care cohort

scientific article published on 25 January 2020

Design of a continuous multifaceted guideline-implementation strategy based on computerized decision support

scientific article published on January 1, 2010

Determinants of eligibility and use of ehealth for cardiac rehabilitation patients: preliminary results

scientific article published on January 2014

Developing a learning health system: Insights from a qualitative process evaluation of a pharmacist-led electronic audit and feedback intervention to improve medication safety in primary care

scientific article published in PLoS ONE

Development and preliminary validation of a dynamic, patient-tailored method to detect abnormal laboratory test results.

scientific article published in January 2015

Development and validation of the DIabetes Severity SCOre (DISSCO) in 139 626 individuals with type 2 diabetes: a retrospective cohort study

scientific article published on 01 May 2020

Development of a guideline-based decision support system with explanation facilities for outpatient therapy

scientific article published on 19 May 2008

Diabetes patients' experiences with the implementation of insulin therapy and their perceptions of computer-assisted self-management systems for insulin therapy

scientific article

Diagnosis of physical and mental health conditions in primary care during the COVID-19 pandemic: a retrospective cohort study

scientific article published on 17 September 2020

Digital biomarkers from geolocation data in bipolar disorder and schizophrenia: a systematic review

scientific article published on 01 November 2019

Digital health and care in pandemic times: impact of COVID-19

scientific article published on 01 June 2020

Do intensive care data on respiratory infections reflect influenza epidemics?

scientific article

Dynamic models to predict health outcomes: current status and methodological challenges

scientific article published on 18 December 2018

Effect of a multifaceted performance feedback strategy on length of stay compared with benchmark reports alone: a cluster randomized trial in intensive care*.

scientific article published in August 2013

Effect of a web-based audit and feedback intervention with outreach visits on the clinical performance of multidisciplinary teams: a cluster-randomized trial in cardiac rehabilitation.

scientific article published on 09 December 2016

Effects and costs of home-based training with telemonitoring guidance in low to moderate risk patients entering cardiac rehabilitation: The FIT@Home study

scientific article

Effects of home-based training with telemonitoring guidance in low to moderate risk patients entering cardiac rehabilitation: short-term results of the FIT@Home study.

scientific article published in November 2014

Electronic audit and feedback intervention with action implementation toolbox to improve pain management in intensive care: protocol for a laboratory experiment and cluster randomised trial

scientific article

Energy expenditure estimation in beta-blocker-medicated cardiac patients by combining heart rate and body movement data.

scientific article

Evaluating a web-based health risk assessment with tailored feedback: what does an expert focus group yield compared to a web-based end-user survey?

scientific article published on 02 January 2014

Evaluating the effect of a web-based quality improvement system with feedback and outreach visits on guideline concordance in the field of cardiac rehabilitation: rationale and study protocol

scientific article

Evaluating the effectiveness of a tailored multifaceted performance feedback intervention to improve the quality of care: protocol for a cluster randomized trial in intensive care.

scientific article published on 24 October 2011

Evaluation of a pharmacist-led actionable audit and feedback intervention for improving medication safety in UK primary care: An interrupted time series analysis

scientific article published on 13 October 2020

Evidencing How Experience and Problem Format Affect Probabilistic Reasoning Through Interaction Analysis

scientific article published on 04 July 2019

Explicit causal reasoning is needed to prevent prognostic models being victims of their own success

scientific article published on 01 December 2019

Extracting Drug Names and Associated Attributes From Discharge Summaries: Text Mining Study

scientific article published in 2021

Facilitating action planning within audit and feedback interventions: a mixed-methods process evaluation of an action implementation toolbox in intensive care

scientific article published on 18 September 2019

Findability of UK health datasets available for research: a mixed methods study

scientific article published on 22 February 2022

Formative usability evaluation of a web-based insulin self-titration system: preliminary results

scientific article published on 01 January 2012

Guidelines on constructing funnel plots for quality indicators: A case study on mortality in intensive care unit patients.

scientific article

Handling intra-cluster correlation when analyzing the effects of decision support on health care process measures

scientific article published on January 1, 2013

Health professionals' perceptions about their clinical performance and the influence of audit and feedback on their intentions to improve practice: a theory-based study in Dutch intensive care units

scientific article published on 17 February 2018

How different visualizations affect human reasoning about uncertainty: An analysis of visual behaviour

scholarly article by Manuele Reani et al published March 2019 in Computers in Human Behavior

How do people use information presentation to make decisions in Bayesian reasoning tasks?

How does audit and feedback influence intentions of health professionals to improve practice? A laboratory experiment and field study in cardiac rehabilitation.

scientific article published on 11 April 2016

How to use concept mapping to identify barriers and facilitators of an electronic quality improvement intervention

scientific article published on January 2015

How unmeasured confounding in a competing risks setting can affect treatment effect estimates in observational studies

scientific article published on 31 July 2019

Human activity recognition from inertial sensor time-series using batch normalized deep LSTM recurrent networks

scientific article published on 01 July 2018

Identifying types and causes of errors in mortality data in a clinical registry using multiple information systems.

scientific article

Impact of audit and feedback with action implementation toolbox on improving ICU pain management: cluster-randomised controlled trial

scientific article published on 01 July 2019

Improving guideline concordance in multidisciplinary teams: preliminary results of a cluster-randomized trial evaluating the effect of a web-based audit and feedback intervention with outreach visits

scientific article published on 5 November 2015

Individual and Clustered Rankability of ICUs According to Case-Mix-Adjusted Mortality

scientific article published on 15 December 2015

Individual and joint expert judgments as reference standards in artifact detection

scientific article published on 20 December 2007

Influence of entry criteria on mortality risk and number of eligible patients in recent studies on severe sepsis

scientific article published on 01 October 2005

Informatics for Health 2017: Advancing both science and practice

scientific article

Informative presence and observation in routine health data: A review of methodology for clinical risk prediction

scientific article published on 09 November 2020

Inside the Black Box of Audit and Feedback: a Laboratory Study to Explore Determinants of Improvement Target Selection by Healthcare Professionals in Cardiac Rehabilitation.

scientific article published in January 2015

Investigating the Extent to Which Patients Should Control Access to Patient Records for Research: A Deliberative Process Using Citizens' Juries.

scientific article published on 28 March 2018

Investigating the effect of differences in entry criteria on trial populations: a method with an application in severe sepsis

scientific article published on 01 January 2005

Is the MacNew quality of life questionnaire a useful diagnostic and evaluation instrument for cardiac rehabilitation?

scientific article published in October 2008

Learning predictive models that use pattern discovery--a bootstrap evaluative approach applied in organ functioning sequences

scientific article published on 21 March 2010

Making Medication Data Meaningful: Illustrated with Hypertension

scientific article

Missing data should be handled differently for prediction than for description or causal explanation

scientific article published on 12 June 2020

Mixed methods evaluation of a computerised audit and feedback dashboard to improve patient safety through targeting acute kidney injury (AKI) in primary care

scientific article published on 13 October 2020

Modelling the interactive behaviour of users with a medication safety dashboard in a primary care setting

scientific article published on 23 July 2019

Modified Rand method to derive quality indicators: a case study in cardiac rehabilitation

scientific article published on January 2011

Optimizing Digital Health Informatics Interventions Through Unobtrusive Quantitative Process Evaluations

scientific article

Optimizing the user interface of a data entry module for an electronic patient record for cardiac rehabilitation: A mixed method usability approach.

scientific article

Out-of-Home Activity Recognition from GPS Data in Schizophrenic Patients

Patient Portal Adoption Rates: A Systematic Literature Review and Meta-Analysis

scientific article published in January 2017

Patient Stratification Using Longitudinal Data - Application of Latent Class Mixed Models

Performance of risk-adjusted control charts to monitor in-hospital mortality of intensive care unit patients ⬇️

scientific article published on June 1, 2012

Physical activity based classification of serious mental illness group participants in the UK Biobank using ensemble dense neural networks

scientific article published on 01 July 2019

Potential prognostic factors for delayed healing of common, non-traumatic skin ulcers: A scoping review

scientific article published on 28 February 2019

Practice Variations in Exercise Training Programs in Dutch Cardiac Rehabilitation Centers: Prospective, Observational Study

scientific article published on 01 March 2019

Predicting mortality from change-over-time in the Charlson Comorbidity Index: A retrospective cohort study in a data-intensive UK health system

scientific article

Prediction models for diagnosis and prognosis in Covid-19

scientific article published on 14 April 2020

Presentation of laboratory test results in patient portals: influence of interface design on risk interpretation and visual search behaviour

scientific article published on 12 February 2018

Prevalence and Impact of Co-morbidity Burden as Defined by the Charlson Co-morbidity Index on 30-Day and 1- and 5-Year Outcomes After Coronary Stent Implantation (from the Nobori-2 Study).

scientific article published on 8 May 2015

Probabilistic Approaches to Overcome Content Heterogeneity in Data Integration: A Study Case in Systematic Lupus Erythematosus

scientific article published on 01 June 2020

Process Mining in Primary Care: A Literature Review ⬇️

scientific article published in January 2018

Process Mining in Primary Care: Avoiding Adverse Events Due to Hazardous Prescribing

scientific article published on 01 August 2019

Prognostic Bayesian networks I: rationale, learning procedure, and clinical use.

scientific article published on 25 July 2007

Prognostic Bayesian networks II: an application in the domain of cardiac surgery

scientific article published on 26 July 2007

Protocol for the development of the Wales Multimorbidity e-Cohort (WMC): data sources and methods to construct a population-based research platform to investigate multimorbidity

scientific article

Revision of the Dutch clinical algorithm for assessing patient needs in cardiac rehabilitation based on identified implementation problems

scientific article published on 19 April 2011

SMASH! The Salford medication safety dashboard

Safety and usability evaluation of a web-based insulin self-titration system for patients with type 2 diabetes mellitus

scientific article published on 2 June 2013

Sample sizes of prediction model studies in prostate cancer were rarely justified and often insufficient

scientific article published on 28 December 2020

Setting Priorities for Optimizing Vascular Access Decision Making--An International Survey of Patients and Clinicians

scientific article published on 7 July 2015

Subjective usability of the CARDSS guideline-based decision support system

scientific article published on 01 January 2008

Term sets: A transparent and reproducible representation of clinical code sets

scientific article published in PLoS ONE

The Case for Conceptual and Computable Cross-Fertilization Between Audit and Feedback and Clinical Decision Support

scientific article published in January 2015

The association between outcome-based quality indicators for intensive care units.

scientific article

The authors reply

scientific article published on 01 January 2014

The authors reply

The comorbidity burden of type 2 diabetes mellitus: patterns, clusters and predictions from a large English primary care cohort

scientific article published on 25 July 2019

The effect of computerized decision support on barriers to guideline implementation: a qualitative study in outpatient cardiac rehabilitation

scientific article published on 7 April 2010

The impact of different prognostic models and their customization on institutional comparison of intensive care units

scientific article published on 01 November 2007

The influence of patient portals on users' decision making is insufficiently investigated: A systematic methodological review

scientific article published on 2 January 2018

The influence of training characteristics on the effect of exercise training in patients with coronary artery disease: Systematic review and meta-regression analysis

scientific article

The influence of volume and intensive care unit organization on hospital mortality in patients admitted with severe sepsis: a retrospective multicentre cohort study

scientific article

The role of standardized data and terminological systems in computerized clinical decision support systems: literature review and survey

scientific article

The use of a registry database in clinical trial design: assessing the influence of entry criteria on statistical power and number of eligible patients

scientific article published on 07 July 2006

Three controversies in health data science

article

Towards a Framework for the Design, Implementation and Reporting of Methodology Scoping Reviews

scientific article published on 26 July 2020

Trends in admission prevalence, illness severity and survival of haematological patients treated in Dutch intensive care units.

scientific article

Understanding the utilisation of a novel interactive electronic medication safety dashboard in general practice: a mixed methods study

scientific article published on 17 April 2020

Usability evaluation of a guideline implementation system for cardiac rehabilitation: think aloud study

scientific article published on January 1, 2012

Using electronic health records to quantify and stratify the severity of type 2 diabetes in primary care in England: rationale and cohort study design

article

Using hierarchical dynamic Bayesian networks to investigate dynamics of organ failure in patients in the Intensive Care Unit

scientific article published on 27 October 2009

Using marginal structural models to adjust for treatment drop-in when developing clinical prediction models

scientific article published on 02 August 2018

Using personas as an intermediate construct in the development of tailored messages: a case study.

scientific article published in January 2013

What is needed to implement a web-based audit and feedback intervention with outreach visits to improve care quality: A concept mapping study among cardiac rehabilitation teams

scientific article published on 04 October 2016

Which Models Can I Use to Predict Adult ICU Length of Stay? A Systematic Review

scientific article

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