Can machine learning be used to reduce overtreatment of the axilla in breast cancer? Results from a retrospective cohort study

Felix Jozsa; Muneer Ahmed; Rose Baker; Michael Douek

doi:10.1016/j.ejso.2020.11.195

Can machine learning be used to reduce overtreatment of the axilla in breast cancer? Results from a retrospective cohort study

European Journal of Surgical Oncology ◽

10.1016/j.ejso.2020.11.195 ◽

2021 ◽

Vol 47 (2) ◽

pp. e19

Author(s):

Felix Jozsa ◽

Muneer Ahmed ◽

Rose Baker ◽

Michael Douek

Keyword(s):

Breast Cancer ◽

Machine Learning ◽

Cohort Study ◽

Retrospective Cohort Study ◽

Retrospective Cohort

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Machine Learning Models for the Prediction of Breast Cancer Prognostic: Application and Comparison Based on a Retrospective Cohort Study (Preprint)

JMIR Medical Informatics ◽

10.2196/33440 ◽

2021 ◽

Author(s):

Jialong Xiao ◽

Miao Mo ◽

Zezhou Wang ◽

Changming Zhou ◽

Jie Shen ◽

...

Keyword(s):

Breast Cancer ◽

Machine Learning ◽

Cohort Study ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Learning Models ◽

Prognostic Application ◽

Machine Learning Models

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Exploratory research on asthma exacerbation risk factors using the Japanese claims database and machine learning: A retrospective cohort study

Journal of Asthma ◽

10.1080/02770903.2021.1923740 ◽

2021 ◽

pp. 1-19

Author(s):

Soichiro Hozawa ◽

Shotaro Maeda ◽

Akira Kikuchi ◽

Masayoshi Koinuma

Keyword(s):

Machine Learning ◽

Risk Factors ◽

Cohort Study ◽

Retrospective Cohort Study ◽

Asthma Exacerbation ◽

Retrospective Cohort ◽

Exploratory Research ◽

Claims Database ◽

Exacerbation Risk

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Clinical and inflammatory features based machine learning model for fatal risk prediction of hospitalized COVID-19 patients: results from a retrospective cohort study

Annals of Medicine ◽

10.1080/07853890.2020.1868564 ◽

2021 ◽

Vol 53 (1) ◽

pp. 257-266

Author(s):

Xin Guan ◽

Bo Zhang ◽

Ming Fu ◽

Mengying Li ◽

Xu Yuan ◽

...

Keyword(s):

Machine Learning ◽

Cohort Study ◽

Risk Prediction ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Learning Model ◽

Machine Learning Model

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Effect of screening mammography on breast cancer survival in comparison to other detection methods: A retrospective cohort study

Cancer Science ◽

10.1111/j.1349-7006.2009.01212.x ◽

2009 ◽

Vol 100 (8) ◽

pp. 1479-1484 ◽

Cited By ~ 12

Author(s):

Masaaki Kawai ◽

Shinichi Kuriyama ◽

Akihiko Suzuki ◽

Yoshikazu Nishino ◽

Takanori Ishida ◽

...

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Cancer Survival ◽

Screening Mammography ◽

Breast Cancer Survival ◽

Detection Methods

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Atypical lobular hyperplasia as a unilateral predictor of breast cancer risk: a retrospective cohort study

The Lancet ◽

10.1016/s0140-6736(03)12230-1 ◽

2003 ◽

Vol 361 (9352) ◽

pp. 125-129 ◽

Cited By ~ 242

Author(s):

David L Page ◽

Peggy A Schuyler ◽

William D Dupont ◽

Roy A Jensen ◽

W Dale Plummer ◽

...

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Breast Cancer Risk ◽

Cancer Risk ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Atypical Lobular Hyperplasia

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Pre-treatment neutrophil-lymphocyte and platelet-lymphocyte ratios as additional markers for breast cancer progression: A retrospective cohort study

Annals of Medicine and Surgery ◽

10.1016/j.amsu.2021.01.092 ◽

2021 ◽

Vol 63 ◽

pp. 102144

Author(s):

Sumadi Lukman Anwar ◽

Roby Cahyono ◽

Widya Surya Avanti ◽

Heru Yudhanto Budiman ◽

Wirsma Arif Harahap ◽

...

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Cancer Progression ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Breast Cancer Progression ◽

Pre Treatment

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Effectiveness of Neo-Adjuvant Systemic Therapy for Basal HER2 type Breast Cancer – Results from Retrospective Cohort Study of Japan Breast Cancer Research Group (JBCRG) – C03

European Journal of Cancer ◽

10.1016/s0959-8049(18)30506-9 ◽

2018 ◽

Vol 92 ◽

pp. S92-S93

Author(s):

S. Ohtani ◽

S. Yasuaki ◽

M. Takada ◽

Y. Ohi ◽

S. Kurozumi ◽

...

Keyword(s):

Breast Cancer ◽

Cancer Research ◽

Cohort Study ◽

Research Group ◽

Systemic Therapy ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Breast Cancer Research ◽

Adjuvant Systemic Therapy

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3619 POSTER Factors Affecting Time From Surgery to Adjuvant Chemotherapy for Early Breast Cancer in a Rural and Urban Medical Oncology Unit – a Retrospective Cohort Study

European Journal of Cancer ◽

10.1016/s0959-8049(11)71216-3 ◽

2011 ◽

Vol 47 ◽

pp. S264-S265

Author(s):

P.N. Fox ◽

M.D. Chatfield ◽

J. Beith ◽

K. Turley ◽

P.S. Grimison

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Adjuvant Chemotherapy ◽

Early Breast Cancer ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Medical Oncology ◽

Factors Affecting ◽

Rural And Urban ◽

Oncology Unit

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PCN106 Persistence in Patients With Breast Cancer Treated With Tamoxifen or Aromatase Inhibitors: Results of a Retrospective Cohort Study

Value in Health ◽

10.1016/j.jval.2012.08.2146 ◽

2012 ◽

Vol 15 (7) ◽

pp. A428 ◽

Cited By ~ 1

Author(s):

K. Kostev ◽

G. Haas ◽

P. Hadji

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Aromatase Inhibitors ◽

Retrospective Cohort Study ◽

Retrospective Cohort

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Seroma indicates increased risk of lymphedema following breast cancer treatment: A retrospective cohort study

The Breast ◽

10.1016/j.breast.2017.01.009 ◽

2017 ◽

Vol 32 ◽

pp. 102-104 ◽

Cited By ~ 11

Author(s):

Navid Mohamadpour Toyserkani ◽

Mads Gustaf Jørgensen ◽

Karen Haugaard ◽

Jens Ahm Sørensen

Keyword(s):

Breast Cancer ◽

Cohort Study ◽

Cancer Treatment ◽

Retrospective Cohort Study ◽

Retrospective Cohort ◽

Breast Cancer Treatment ◽

Increased Risk

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