Literature DB >> 33051071

Commentary: Dabblers: Beware of hidden dangers in machine-learning comparisons.

Hemant Ishwaran1, Eugene H Blackstone2.   

Abstract

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Mesh：

Year:  2020        PMID： 33051071      PMCID： PMC7914303          DOI： 10.1016/j.jtcvs.2020.08.091

Source DB:  PubMed          Journal:  J Thorac Cardiovasc Surg        ISSN： 0022-5223            Impact factor:   6.439


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  4 in total

1.  Risk factor identification and mortality prediction in cardiac surgery using artificial neural networks.

Authors:  Johan Nilsson; Mattias Ohlsson; Lars Thulin; Peter Höglund; Samer A M Nashef; Johan Brandt
Journal:  J Thorac Cardiovasc Surg       Date:  2006-07       Impact factor: 5.209

2.  Coronary artery bypass risk prediction using neural networks.

Authors:  R P Lippmann; D M Shahian
Journal:  Ann Thorac Surg       Date:  1997-06       Impact factor: 4.330

3.  Predicting mortality after coronary artery bypass surgery: what do artificial neural networks learn? The Steering Committee of the Cardiac Care Network of Ontario.

Authors:  J V Tu; M C Weinstein; B J McNeil; C D Naylor
Journal:  Med Decis Making       Date:  1998 Apr-Jun       Impact factor: 2.583

4.  Machine learning improves mortality risk prediction after cardiac surgery: Systematic review and meta-analysis.

Authors:  Umberto Benedetto; Arnaldo Dimagli; Shubhra Sinha; Lucia Cocomello; Ben Gibbison; Massimo Caputo; Tom Gaunt; Matt Lyon; Chris Holmes; Gianni D Angelini
Journal:  J Thorac Cardiovasc Surg       Date:  2020-08-10       Impact factor: 5.209
  4 in total
  3 in total

1.  Limitations of receiver operating characteristic curve on imbalanced data: Assist device mortality risk scores.

Authors:  Faezeh Movahedi; Rema Padman; James F Antaki
Journal:  J Thorac Cardiovasc Surg       Date:  2021-07-30       Impact factor: 5.209

2.  Prediction of operative mortality for patients undergoing cardiac surgical procedures without established risk scores.

Authors:  Chin Siang Ong; Erik Reinertsen; Haoqi Sun; Philicia Moonsamy; Navyatha Mohan; Masaki Funamoto; Tsuyoshi Kaneko; Prem S Shekar; Stefano Schena; Jennifer S Lawton; David A D'Alessandro; M Brandon Westover; Aaron D Aguirre; Thoralf M Sundt
Journal:  J Thorac Cardiovasc Surg       Date:  2021-09-14       Impact factor: 5.209

3.  Commentary: To classify means to choose a threshold.

Authors:  Jiangnan Lyu; Hemant Ishwaran
Journal:  J Thorac Cardiovasc Surg       Date:  2021-08-08       Impact factor: 5.209
  3 in total

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