Untapped potential of multicenter studies: a review of cardiovascular risk prediction models revealed inappropriate analyses and wide variation in reporting (Q64108974)

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scientific article published on 22 February 2019

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English	Untapped potential of multicenter studies: a review of cardiovascular risk prediction models revealed inappropriate analyses and wide variation in reporting	scientific article published on 22 February 2019

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26 April 2020

Untapped potential of multicenter studies: a review of cardiovascular risk prediction models revealed inappropriate analyses and wide variation in reporting (English)

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26 April 2020

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D M Kent

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26 April 2020

C M Lundquist

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26 April 2020

B Van Calster

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26 April 2020

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22 February 2019

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26 April 2020

Diagnostic and Prognostic Research

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26 April 2020

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26 April 2020

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26 April 2020

Statistical methods for longitudinal and clustered designs with binary responses

1 reference

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Models for longitudinal data: a generalized estimating equation approach

1 reference

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Stepwise selection in small data sets: a simulation study of bias in logistic regression analysis

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Construction and validation of a prognostic model across several studies, with an application in superficial bladder cancer

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Risk stratification after hospitalization for decompensated heart failure

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Practical experiences on the necessity of external validation.

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Strengthening the Reporting of Observational Studies in Epidemiology (STROBE)

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The Essen stroke risk score predicts recurrent cardiovascular events: a validation within the REduction of Atherothrombosis for Continued Health (REACH) registry

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Multicenter collaboration in observational research: improving generalizability and efficiency

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Prognosis and prognostic research: validating a prognostic model

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Prognosis and prognostic research: application and impact of prognostic models in clinical practice

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Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement

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Reporting performance of prognostic models in cancer: a review

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External validity of risk models: Use of benchmark values to disentangle a case-mix effect from incorrect coefficients

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Predictive model for late atrial arrhythmia after closure of an atrial septal defect

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Development and validation of a risk score to predict early mortality in recipients of implantable cardioverter-defibrillators.

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Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting

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Risk assessment in pulmonary hypertension associated with heart failure and preserved ejection fraction.

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Multiple biomarkers for risk prediction in chronic heart failure.

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Risk-prediction model for ischemic stroke in patients hospitalized with an acute coronary syndrome (from the global registry of acute coronary events [GRACE]).

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Reporting and methods in clinical prediction research: a systematic review

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Development and validation of a risk calculator for prediction of mortality after infrainguinal bypass surgery

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Anatomical predictors of major adverse limb events after infrapopliteal angioplasty for patients with critical limb ischaemia due to pure isolated infrapopliteal lesions

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An international model to predict recurrent cardiovascular disease

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A clinical prognostic model for the identification of low-risk patients with acute symptomatic pulmonary embolism and active cancer.

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Long-term risk of vascular events after peripheral bypass surgery. A cohort study

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Combined anatomical and clinical factors for the long-term risk stratification of patients undergoing percutaneous coronary intervention: the Logistic Clinical SYNTAX score

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A systematic review finds prediction models for chronic kidney disease were poorly reported and often developed using inappropriate methods

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Risk prediction for adverse events after carotid artery stenting in higher surgical risk patients

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Clinical prediction models for aneurysmal subarachnoid hemorrhage: a systematic review

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A new score for risk stratification of patients with acute coronary syndromes undergoing percutaneous coronary intervention: the ACUITY-PCI (Acute Catheterization and Urgent Intervention Triage Strategy-Percutaneous Coronary Intervention) risk score

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Renal dysfunction as a predictor of stroke and systemic embolism in patients with nonvalvular atrial fibrillation: validation of the R(2)CHADS(2) index in the ROCKET AF (Rivaroxaban Once-daily, oral, direct factor Xa inhibition Compared with vitamin

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Role of biological and non biological factors in congestive heart failure mortality: PREDICE-SCORE: a clinical prediction rule

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National risk prediction model for elective abdominal aortic aneurysm repair

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Prediction models for clustered data: comparison of a random intercept and standard regression model

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A hospital discharge risk score for 1-year all-cause mortality or non-fatal cardiovascular events in patients with lower-extremity peripheral artery disease, with and without revascularisation

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Development and validation of a clinical risk score predicting the no-reflow phenomenon in patients treated with primary percutaneous coronary intervention for ST-segment elevation myocardial infarction

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The ‘Echo Heart Failure Score’: an echocardiographic risk prediction score of mortality in systolic heart failure

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Dynamic TIMI risk score for STEMI.

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Simple risk model predicts incidence of atrial fibrillation in a racially and geographically diverse population: the CHARGE-AF consortium

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Favorable vascular profile is an independent predictor of outcome: a post hoc analysis of the safety and efficacy of NeuroFlo Technology in Ischemic Stroke trial

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A risk scoring system to identify emergency department patients with heart failure at high risk for serious adverse events

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Prediction of postdischarge venous thromboembolism using a risk assessment model

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The New York State risk score for predicting in-hospital/30-day mortality following percutaneous coronary intervention

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Variation of a test's sensitivity and specificity with disease prevalence

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A predictive model of outcomes during cerebral aneurysm coiling

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Influence of sex on risk stratification with stress myocardial perfusion Rb-82 positron emission tomography: Results from the PET (Positron Emission Tomography) Prognosis Multicenter Registry

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In-hospital risk prediction for post-stroke depression: development and validation of the Post-stroke Depression Prediction Scale

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12 December 2020

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Prediction of symptomatic embolism in infective endocarditis: construction and validation of a risk calculator in a multicenter cohort

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Prognostic stratification of patients with vasospastic angina: a comprehensive clinical risk score developed by the Japanese Coronary Spasm Association

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12 December 2020

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SinoSCORE: a logistically derived additive prediction model for post-coronary artery bypass grafting in-hospital mortality in a Chinese population

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An updated bleeding model to predict the risk of post-procedure bleeding among patients undergoing percutaneous coronary intervention: a report using an expanded bleeding definition from the National Cardiovascular Data Registry CathPCI Registry

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1 reference

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12 December 2020

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1 reference

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Risk factors for acute gastrointestinal bleeding following myocardial infarction in veteran patients who are prescribed clopidogrel

1 reference

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12 December 2020

based on heuristic

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D-dimer levels over time and the risk of recurrent venous thromboembolism: an update of the Vienna prediction model.

1 reference

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Development and validation of the Emergency Department Assessment of Chest pain Score and 2 h accelerated diagnostic protocol

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Estimating a test's accuracy using tailored meta-analysis-How setting-specific data may aid study selection

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

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Validation of a prediction rule for endocarditis in febrile injection drug users.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Risk assessment of deep-vein thrombosis after acute stroke: a prospective study using clinical factors.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Predictive factors of early mortality after transcatheter aortic valve implantation: individual risk assessment using a simple score.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Predicting the occurrence of embolic events: an analysis of 1456 episodes of infective endocarditis from the Italian Study on Endocarditis (SEI).

1 reference

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A new framework to enhance the interpretation of external validation studies of clinical prediction models

1 reference

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12 December 2020

based on heuristic

inferred from PubMed ID database lookup

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1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

A prognostic score to identify low-risk outpatients with acute deep vein thrombosis in the lower limbs

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

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1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

What is the test's accuracy in my practice population? Tailored meta-analysis provides a plausible estimate

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Summarising and validating test accuracy results across multiple studies for use in clinical practice

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Many multicenter trials had few events per center, requiring analysis via random-effects models or GEEs

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Prognostic models in obstetrics: available, but far from applicable

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Clinical Prediction Models for Cardiovascular Disease: Tufts Predictive Analytics and Comparative Effectiveness Clinical Prediction Model Database

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

A note on obtaining correct marginal predictions from a random intercepts model for binary outcomes.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Predicting the risk of malignancy in adnexal masses based on the Simple Rules from the International Ovarian Tumor Analysis group

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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A new concordance measure for risk prediction models in external validation settings

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Does ignoring clustering in multicenter data influence the performance of prediction models? A simulation study.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Clinical Utility of Risk Models to Refer Patients with Adnexal Masses to Specialized Oncology Care: Multicenter External Validation Using Decision Curve Analysis.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Intermediate and advanced topics in multilevel logistic regression analysis.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Systematic review of prognostic prediction models for acute kidney injury (AKI) in general hospital populations

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Biomarker combinations for diagnosis and prognosis in multicenter studies: Principles and methods.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Validation of prediction models: examining temporal and geographic stability of baseline risk and estimated covariate effects

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Designing risk prediction models for ambulatory no-shows across different specialties and clinics

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Random-effects meta-analysis of the clinical utility of tests and prediction models.

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

inferred from PubMed ID database lookup

Validation in prediction research: the waste by data splitting

1 reference

https://pubmed.ncbi.nlm.nih.gov/31093576

12 December 2020

based on heuristic

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Identifiers

10.1186/S41512-019-0046-9

1 reference

Europe PubMed Central

PMC publication ID

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:31093576%20AND%20SRC:MED&resulttype=core&format=json

26 April 2020

PMC publication ID

1 reference

Europe PubMed Central

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26 April 2020

PubMed publication ID

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Europe PubMed Central

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https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:31093576%20AND%20SRC:MED&resulttype=core&format=json

26 April 2020

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