标题
Key steps and common pitfalls in developing and validating risk models
作者
关键词
-
出版物
BJOG-AN INTERNATIONAL JOURNAL OF OBSTETRICS AND GYNAECOLOGY
Volume 124, Issue 3, Pages 423-432
出版商
Wiley
发表日期
2016-06-30
DOI
10.1111/1471-0528.14170
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Prognostic models in obstetrics: available, but far from applicable
- (2016) C. Emily Kleinrouweler et al. AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY
- Explicit inclusion of treatment in prognostic modeling was recommended in observational and randomized settings
- (2016) Rolf H.H. Groenwold et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Adequate sample size for developing prediction models is not simply related to events per variable
- (2016) Emmanuel O. Ogundimu et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- A calibration hierarchy for risk models was defined: from utopia to empirical data
- (2016) Ben Van Calster et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests
- (2016) Andrew J Vickers et al. BMJ-British Medical Journal
- Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests
- (2016) Andrew J Vickers et al. BMJ-British Medical Journal
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration
- (2015) Karel G.M. Moons et al. ANNALS OF INTERNAL MEDICINE
- How can I validate a nomogram? Show me the model
- (2015) G. S. Collins ANNALS OF ONCOLOGY
- Improving patient prostate cancer risk assessment: Moving from static, globally-applied to dynamic, practice-specific risk calculators
- (2015) Andreas N. Strobl et al. JOURNAL OF BIOMEDICAL INFORMATICS
- A spline-based tool to assess and visualize the calibration of multiclass risk predictions
- (2015) K. Van Hoorde et al. JOURNAL OF BIOMEDICAL INFORMATICS
- External validation of new risk prediction models is infrequent and reveals worse prognostic discrimination
- (2015) George C.M. Siontis et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- A simulation study of sample size demonstrated the importance of the number of events per variable to develop prediction models in clustered data
- (2015) L. Wynants et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- A new framework to enhance the interpretation of external validation studies of clinical prediction models
- (2015) Thomas P.A. Debray et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Nomograms in oncology: more than meets the eye
- (2015) Vinod P Balachandran et al. LANCET ONCOLOGY
- Visualizing Risk Prediction Models
- (2015) Vanya Van Belle et al. PLoS One
- Sample size considerations for the external validation of a multivariable prognostic model: a resampling study
- (2015) Gary S. Collins et al. STATISTICS IN MEDICINE
- The impact of covariate measurement error on risk prediction
- (2015) Polyna Khudyakov et al. STATISTICS IN MEDICINE
- Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement
- (2015) G. S. Collins et al. BMJ-British Medical Journal
- Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement
- (2015) G. S. Collins et al. BMJ-British Medical Journal
- Net Reclassification Improvement: Computation, Interpretation, and Controversies
- (2014) Maarten J.G. Leening et al. ANNALS OF INTERNAL MEDICINE
- Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory
- (2014) Jochen Kruppa et al. BIOMETRICAL JOURNAL
- Risk prediction with machine learning and regression methods
- (2014) Ewout W. Steyerberg et al. BIOMETRICAL JOURNAL
- Predicting successful intended vaginal delivery after previous caesarean section: external validation of two predictive models in a Dutch nationwide registration-based cohort with a high intended vaginal delivery rate
- (2014) ENC Schoorel et al. BJOG-AN INTERNATIONAL JOURNAL OF OBSTETRICS AND GYNAECOLOGY
- External validation of multivariable prediction models: a systematic review of methodological conduct and reporting
- (2014) Gary S Collins et al. BMC Medical Research Methodology
- The Time Has Come to Register Diagnostic and Prognostic Research
- (2014) D. G. Altman CLINICAL CHEMISTRY
- Diagnostic tests often fail to lead to changes in patient outcomes
- (2014) Konstantinos C. Siontis et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Biomedical research: increasing value, reducing waste
- (2014) Malcolm R Macleod et al. LANCET
- Calibration of Risk Prediction Models
- (2014) Ben Van Calster et al. MEDICAL DECISION MAKING
- Net reclassification improvement and integrated discrimination improvement require calibrated models: relevance from a marker and model perspective
- (2014) Maarten J.G. Leening et al. STATISTICS IN MEDICINE
- Evaluating the risk of ovarian cancer before surgery using the ADNEX model to differentiate between benign, borderline, early and advanced stage invasive, and secondary metastatic tumours: prospective multicentre diagnostic study
- (2014) B. Van Calster et al. BMJ-British Medical Journal
- Improving the Transparency of Prognosis Research: The Role of Reporting, Data Sharing, Registration, and Protocols
- (2014) George Peat et al. PLOS MEDICINE
- Beyond the Usual Prediction Accuracy Metrics: Reporting Results for Clinical Decision Making
- (2013) A. Russell Localio et al. ANNALS OF INTERNAL MEDICINE
- Involving women in personalised decision-making on mode of delivery after caesarean section: the development and pilot testing of a patient decision aid
- (2013) ENC Schoorel et al. BJOG-AN INTERNATIONAL JOURNAL OF OBSTETRICS AND GYNAECOLOGY
- Screening for data clustering in multicenter studies: the residual intraclass correlation
- (2013) Laure Wynants et al. BMC Medical Research Methodology
- Variation of a test's sensitivity and specificity with disease prevalence
- (2013) M. M. G. Leeflang et al. CANADIAN MEDICAL ASSOCIATION JOURNAL
- Presurgical diagnosis of adnexal tumours using mathematical models and scoring systems: a systematic review and meta-analysis
- (2013) J. Kaijser et al. HUMAN REPRODUCTION UPDATE
- Using methods from the data-mining and machine-learning literature for disease classification and prediction: a case study examining classification of heart failure subtypes
- (2013) Peter C. Austin et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers
- (2013) Peter C. Austin et al. STATISTICS IN MEDICINE
- A note on the evaluation of novel biomarkers: do not rely on integrated discrimination improvement and net reclassification index
- (2013) Jørgen Hilden et al. STATISTICS IN MEDICINE
- Testing for improvement in prediction model performance
- (2013) Margaret Sullivan Pepe et al. STATISTICS IN MEDICINE
- Predicting successful vaginal birth after Cesarean section using a model based on Cesarean scar features examined by transvaginal sonography
- (2013) O. Naji et al. ULTRASOUND IN OBSTETRICS & GYNECOLOGY
- Prognosis Research Strategy (PROGRESS) 3: Prognostic Model Research
- (2013) Ewout W. Steyerberg et al. PLOS MEDICINE
- Risk Prediction Measures for Case-Cohort and Nested Case-Control Designs: An Application to Cardiovascular Disease
- (2012) Andrea Ganna et al. AMERICAN JOURNAL OF EPIDEMIOLOGY
- Accurate prediction of pregnancy viability by means of a simple scoring system
- (2012) Cecilia Bottomley et al. HUMAN REPRODUCTION
- Which method predicts recidivism best?: a comparison of statistical, machine learning and data mining predictive models
- (2012) N. Tollenaar et al. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
- Search Filters for Finding Prognostic and Diagnostic Prediction Studies in Medline to Enhance Systematic Reviews
- (2012) Geert-Jan Geersing et al. PLoS One
- Comparing risk prediction models
- (2012) G. S. Collins et al. BMJ-British Medical Journal
- Interpreting diagnostic accuracy studies for patient care
- (2012) S. Mallett et al. BMJ-British Medical Journal
- Reporting and Methods in Clinical Prediction Research: A Systematic Review
- (2012) Walter Bouwmeester et al. PLOS MEDICINE
- Performance of reclassification statistics in comparing risk prediction models
- (2011) Nancy R. Cook et al. BIOMETRICAL JOURNAL
- Updating risk prediction tools: A case study in prostate cancer
- (2011) Donna P. Ankerst et al. BIOMETRICAL JOURNAL
- Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting
- (2011) Gary S Collins et al. BMC Medicine
- External Validation of Diagnostic Models to Estimate the Risk of Malignancy in Adnexal Masses
- (2011) C. Van Holsbeke et al. CLINICAL CANCER RESEARCH
- Assessing the incremental value of diagnostic and prognostic markers: a review and illustration
- (2011) Ewout W. Steyerberg et al. EUROPEAN JOURNAL OF CLINICAL INVESTIGATION
- Cardiovascular risk scores do not account for the effect of treatment: a review
- (2011) S. M. Liew et al. HEART
- Prediction Models: Revolutionary in Principle, But Do They Do More Good Than Harm?
- (2011) Andrew J. Vickers JOURNAL OF CLINICAL ONCOLOGY
- Medidas del rendimiento de modelos de predicción y marcadores pronósticos: evaluación de las predicciones y clasificaciones
- (2011) Ewout W. Steyerberg et al. REVISTA ESPANOLA DE CARDIOLOGIA
- An evaluation of penalised survival methods for developing prognostic models with rare events
- (2011) G. Ambler et al. STATISTICS IN MEDICINE
- External Validity of Risk Models: Use of Benchmark Values to Disentangle a Case-Mix Effect From Incorrect Coefficients
- (2010) Y. Vergouwe et al. AMERICAN JOURNAL OF EPIDEMIOLOGY
- Reporting methods in studies developing prognostic models in cancer: a review
- (2010) Susan Mallett et al. BMC Medicine
- Determining Decision Limits for New Biomarkers: Clinical and Statistical Considerations
- (2010) D. A. Morrow et al. CLINICAL CHEMISTRY
- Traditional Statistical Methods for Evaluating Prediction Models Are Uninformative as to Clinical Value: Towards a Decision Analytic Framework
- (2010) Andrew J. Vickers et al. SEMINARS IN ONCOLOGY
- Multiple imputation using chained equations: Issues and guidance for practice
- (2010) Ian R. White et al. STATISTICS IN MEDICINE
- Everything You Always Wanted to Know About Evaluating Prediction Models (But Were Too Afraid to Ask)
- (2010) Andrew J. Vickers et al. UROLOGY
- An application of methods for the probabilistic three-class classification of pregnancies of unknown location
- (2009) Ben Van Calster et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- Bias in odds ratios by logistic regression modelling and sample size
- (2009) Szilard Nemes et al. BMC Medical Research Methodology
- Dealing with Missing Predictor Values When Applying Clinical Prediction Models
- (2009) K. J.M. Janssen et al. CLINICAL CHEMISTRY
- Development and validation of a prediction model with missing predictor data: a practical approach
- (2009) Yvonne Vergouwe et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Nonparametric Prediction in Measurement Error Models
- (2009) Raymond J. Carroll et al. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
- Putting Risk Prediction in Perspective: Relative Utility Curves
- (2009) Stuart G. Baker JNCI-Journal of the National Cancer Institute
- Gauging the Performance of SNPs, Biomarkers, and Clinical Factors for Predicting Risk of Breast Cancer
- (2008) M. S. Pepe et al. JNCI-Journal of the National Cancer Institute
- Updating methods improved the performance of a clinical prediction model in new patients
- (2007) K.J.M. Janssen et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
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