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1
A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
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A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

Journal of clinical epidemiology, 2019-06, Vol.110, p.12-22 [Peer Reviewed Journal]

2019 Elsevier Inc. ;Copyright © 2019 Elsevier Inc. All rights reserved. ;2019. Elsevier Inc. ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2019.02.004 ;PMID: 30763612

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2
Calibration: the Achilles heel of predictive analytics
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Calibration: the Achilles heel of predictive analytics

BMC medicine, 2019-12, Vol.17 (1), p.230-230, Article 230 [Peer Reviewed Journal]

COPYRIGHT 2019 BioMed Central Ltd. ;COPYRIGHT 2019 BioMed Central Ltd. ;2019. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;The Author(s). 2019 ;ISSN: 1741-7015 ;EISSN: 1741-7015 ;DOI: 10.1186/s12916-019-1466-7 ;PMID: 31842878

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3
Penalization and shrinkage methods produced unreliable clinical prediction models especially when sample size was small
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Penalization and shrinkage methods produced unreliable clinical prediction models especially when sample size was small

Journal of clinical epidemiology, 2021-04, Vol.132, p.88-96 [Peer Reviewed Journal]

2021 The Authors ;Copyright © 2021 The Authors. Published by Elsevier Inc. All rights reserved. ;2021. The Authors ;2021 The Authors 2021 ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2020.12.005 ;PMID: 33307188

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4
A guide to machine learning for biologists
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A guide to machine learning for biologists

Nature reviews. Molecular cell biology, 2022-01, Vol.23 (1), p.40-55 [Peer Reviewed Journal]

2021. Springer Nature Limited. ;Springer Nature Limited 2021. ;ISSN: 1471-0072 ;EISSN: 1471-0080 ;DOI: 10.1038/s41580-021-00407-0 ;PMID: 34518686

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5
Calculating the sample size required for developing a clinical prediction model
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Calculating the sample size required for developing a clinical prediction model

BMJ (Online), 2020-03, Vol.368, p.m441-m441 [Peer Reviewed Journal]

Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to ;Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go tohttp://group.bmj.com/group/rights-licensing/permissions2020BMJ ;ISSN: 1756-1833 ;EISSN: 1756-1833 ;DOI: 10.1136/bmj.m441 ;PMID: 32188600

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6
Prognostic Assessment of COVID-19 in the Intensive Care Unit by Machine Learning Methods: Model Development and Validation
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Prognostic Assessment of COVID-19 in the Intensive Care Unit by Machine Learning Methods: Model Development and Validation

Journal of medical Internet research, 2020-11, Vol.22 (11), p.e23128-e23128 [Peer Reviewed Journal]

Pan Pan, Yichao Li, Yongjiu Xiao, Bingchao Han, Longxiang Su, Mingliang Su, Yansheng Li, Siqi Zhang, Dapeng Jiang, Xia Chen, Fuquan Zhou, Ling Ma, Pengtao Bao, Lixin Xie. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 11.11.2020. ;Copyright Gunther Eysenbach MD MPH, Associate Professor Nov 2020 ;Pan Pan, Yichao Li, Yongjiu Xiao, Bingchao Han, Longxiang Su, Mingliang Su, Yansheng Li, Siqi Zhang, Dapeng Jiang, Xia Chen, Fuquan Zhou, Ling Ma, Pengtao Bao, Lixin Xie. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 11.11.2020. 2020 ;ISSN: 1438-8871 ;ISSN: 1439-4456 ;EISSN: 1438-8871 ;DOI: 10.2196/23128 ;PMID: 33035175

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7
There is no such thing as a validated prediction model
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There is no such thing as a validated prediction model

BMC medicine, 2023-02, Vol.21 (1), p.70-70, Article 70 [Peer Reviewed Journal]

2023. The Author(s). ;COPYRIGHT 2023 BioMed Central Ltd. ;2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;ISSN: 1741-7015 ;EISSN: 1741-7015 ;DOI: 10.1186/s12916-023-02779-w ;PMID: 36829188

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8
External validation of clinical prediction models: simulation-based sample size calculations were more reliable than rules-of-thumb
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External validation of clinical prediction models: simulation-based sample size calculations were more reliable than rules-of-thumb

Journal of clinical epidemiology, 2021-07, Vol.135, p.79-89 [Peer Reviewed Journal]

2021 The Authors ;Copyright © 2021 The Authors. Published by Elsevier Inc. All rights reserved. ;2021. The Authors ;2021 The Authors 2021 ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2021.02.011 ;PMID: 33596458

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9
Missing data should be handled differently for prediction than for description or causal explanation
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Missing data should be handled differently for prediction than for description or causal explanation

Journal of clinical epidemiology, 2020-09, Vol.125, p.183-187 [Peer Reviewed Journal]

2020 Elsevier Inc. ;Copyright © 2020 Elsevier Inc. All rights reserved. ;2020. Elsevier Inc. ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2020.03.028 ;PMID: 32540389

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10
Obtaining genetics insights from deep learning via explainable artificial intelligence
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Obtaining genetics insights from deep learning via explainable artificial intelligence

Nature reviews. Genetics, 2023-02, Vol.24 (2), p.125-137 [Peer Reviewed Journal]

2022. Springer Nature Limited. ;Springer Nature Limited 2022. Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. ;ISSN: 1471-0056 ;EISSN: 1471-0064 ;DOI: 10.1038/s41576-022-00532-2 ;PMID: 36192604

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11
Prediction of remission in pharmacotherapy of untreated major depression: development and validation of multivariable prediction models
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Prediction of remission in pharmacotherapy of untreated major depression: development and validation of multivariable prediction models

Psychological medicine, 2019-10, Vol.49 (14), p.2405-2413 [Peer Reviewed Journal]

Copyright © Cambridge University Press 2018 ;2018 This article is published under (http://creativecommons.org/licenses/by-nc-nd/3.0/) (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;Cambridge University Press 2018 2018 Cambridge University Press ;ISSN: 0033-2917 ;EISSN: 1469-8978 ;DOI: 10.1017/S0033291718003331 ;PMID: 30430961

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12
External validation of prognostic models: what, why, how, when and where?
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External validation of prognostic models: what, why, how, when and where?

Clinical Kidney Journal, 2021-01, Vol.14 (1), p.49-58 [Peer Reviewed Journal]

The Author(s) 2020. Published by Oxford University Press on behalf of ERA-EDTA. 2020 ;The Author(s) 2020. Published by Oxford University Press on behalf of ERA-EDTA. ;COPYRIGHT 2021 Oxford University Press ;ISSN: 2048-8505 ;EISSN: 2048-8513 ;DOI: 10.1093/ckj/sfaa188 ;PMID: 33564405

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13
Dynamic prediction models improved the risk classification of type 2 diabetes compared with classical static models
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Dynamic prediction models improved the risk classification of type 2 diabetes compared with classical static models

Journal of clinical epidemiology, 2021-12, Vol.140, p.33-43 [Peer Reviewed Journal]

2021 ;Copyright © 2021. Published by Elsevier Inc. ;Copyright Elsevier Limited Dec 2021 ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2021.08.026 ;PMID: 34455032

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14
Risk factors and risk prediction models for colorectal cancer metastasis and recurrence: an umbrella review of systematic reviews and meta-analyses of observational studies
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Risk factors and risk prediction models for colorectal cancer metastasis and recurrence: an umbrella review of systematic reviews and meta-analyses of observational studies

BMC medicine, 2020-06, Vol.18 (1), p.172-172, Article 172 [Peer Reviewed Journal]

COPYRIGHT 2020 BioMed Central Ltd. ;COPYRIGHT 2020 BioMed Central Ltd. ;2020. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;The Author(s) 2020 ;ISSN: 1741-7015 ;EISSN: 1741-7015 ;DOI: 10.1186/s12916-020-01618-6 ;PMID: 32586325

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15
Application of an enhanced BP neural network model with water cycle algorithm on landslide prediction
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Application of an enhanced BP neural network model with water cycle algorithm on landslide prediction

Stochastic environmental research and risk assessment, 2021-06, Vol.35 (6), p.1273-1291 [Peer Reviewed Journal]

Springer-Verlag GmbH Germany, part of Springer Nature 2020 ;Springer-Verlag GmbH Germany, part of Springer Nature 2020. ;ISSN: 1436-3240 ;EISSN: 1436-3259 ;DOI: 10.1007/s00477-020-01920-y

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16
Unique epidemiological and clinical features of the emerging 2019 novel coronavirus pneumonia (COVID‐19) implicate special control measures
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Unique epidemiological and clinical features of the emerging 2019 novel coronavirus pneumonia (COVID‐19) implicate special control measures

Journal of Medical Virology, 2020-06, Vol.92 (6) [Peer Reviewed Journal]

2020. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the associated terms available at https://novel-coronavirus.onlinelibrary.wiley.com ;DOI: 10.1002/jmv.25748

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17
Prediction meets causal inference: the role of treatment in clinical prediction models
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Article
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Prediction meets causal inference: the role of treatment in clinical prediction models

European journal of epidemiology, 2020-07, Vol.35 (7), p.619-630 [Peer Reviewed Journal]

The Author(s) 2020 ;The Author(s) 2020. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;ISSN: 0393-2990 ;EISSN: 1573-7284 ;DOI: 10.1007/s10654-020-00636-1 ;PMID: 32445007

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18
ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models
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ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models

Journal of clinical epidemiology, 2020-10, Vol.126, p.207-216 [Peer Reviewed Journal]

2020 ;Copyright © 2020. Published by Elsevier Inc. ;Copyright Elsevier Limited Oct 2020 ;ISSN: 0895-4356 ;EISSN: 1878-5921 ;DOI: 10.1016/j.jclinepi.2020.01.028 ;PMID: 32712176

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19
Machine Learning-based Prediction Model for Treatment of Acromegaly With First-generation Somatostatin Receptor Ligands
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Machine Learning-based Prediction Model for Treatment of Acromegaly With First-generation Somatostatin Receptor Ligands

The journal of clinical endocrinology and metabolism, 2021-07, Vol.106 (7), p.2047-2056 [Peer Reviewed Journal]

The Author(s) 2021. Published by Oxford University Press on behalf of the Endocrine Society. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com 2021 ;The Author(s) 2021. Published by Oxford University Press on behalf of the Endocrine Society. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com. ;COPYRIGHT 2021 Oxford University Press ;The Author(s) 2021. Published by Oxford University Press on behalf of the Endocrine Society. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com ;ISSN: 0021-972X ;EISSN: 1945-7197 ;DOI: 10.1210/clinem/dgab125 ;PMID: 33686418

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20
Neutralizing antibody levels are highly predictive of immune protection from symptomatic SARS-CoV-2 infection
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Neutralizing antibody levels are highly predictive of immune protection from symptomatic SARS-CoV-2 infection

Nature medicine, 2021-07, Vol.27 (7), p.1205-1211 [Peer Reviewed Journal]

2021. The Author(s), under exclusive licence to Springer Nature America, Inc. ;COPYRIGHT 2021 Nature Publishing Group ;The Author(s), under exclusive licence to Springer Nature America, Inc. 2021. ;ISSN: 1078-8956 ;EISSN: 1546-170X ;DOI: 10.1038/s41591-021-01377-8 ;PMID: 34002089

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