Kristijana Hertl

Longitudinal interpretability of deep learning-based breast cancer risk prediction model: comparison of different attribution methods

Žan Klaneček, Yao K. Wang, Tobias Wagner, Lesley Cockmartin et autres

When developing Deep Learning models intended for clinical applications, understanding which part of the input contributed the most to the final decision is crucial. Our study brings interpretability to a Breast Cancer Risk (BCR) prediction by exploring whether the model relies on …

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Breast cancer risk assessment and risk distribution in 3,491 Slovenian women invited for screening at the age of 50; a population-based cross-sectional study

Katja Jarm, Vesna Zadnik, Mojca Birk, Miloš Vrhovec et autres

BACKGROUND: The evidence shows that risk-based strategy could be implemented to avoid unnecessary harm in mammography screening for breast cancer (BC) using age-only criterium. Our study aimed at identifying the uptake of Slovenian women to the BC risk assessment invitation and assessing …

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Uncertainty estimation for deep learning-based pectoral muscle segmentation via Monte Carlo dropout

Žan Klaneček, Tobias Wagner, Yao‐Kuan Wang, Lesley Cockmartin et autres

Abstract Objective . Deep Learning models are often susceptible to failures after deployment. Knowing when your model is producing inadequate predictions is crucial. In this work, we investigate the utility of Monte Carlo (MC) dropout and the efficacy of the proposed uncertainty …

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Communicating breast cancer screening during covid-19 pandemic - a Slovenian experience

Vesna Škrbec, Katja Jarm, Kristijana Hertl, Miloš Vrhovec et autres

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Multi-layered measures for mitigating effects of COVID-19 pandemic on national breast cancer screening programme.

Miloš Vrhovec, Katja Jarm, Kristijana Hertl, Vesna Škrbec et autres

e22501 Background: The beginning of the COVID-19 pandemic caused a major disturbance in the operation of breast cancer screening programmes worldwide with delays in screening examinations. The 2021 Dutch study Effects of cancer screening restart strategies after COVID-19 disruption describes 4 strategies …

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A study on the impact of parameter settings on the biological reproducibility and sensitivity of extracted radiomic features from full field digital mammography images

Žan Klaneček, Tobias Wagner, Yao-Kuan Wang, Lesley Cockmartin et autres

Aim: To develop and subsequently perform a systematic study on the impact of parameter settings on the biological reproducibility and sensitivity of extracted radiomic features from Full Field Digital Mammography (FFDM) images for the task of Breast Cancer Risk assessment. Methods: Cranio-caudal …

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Quality assured implementation of the Slovenian breast cancer screening programme

Katja Jarm, Maksimiljan Kadivec, Cveto Šval, Kristijana Hertl et autres

SETTING: The organised, population-based breast cancer screening programme in Slovenia began providing biennial mammography screening for women aged 50-69 in 2008. The programme has taken a comprehensive approach to quality assurance as recommended by the European guidelines for quality assurance in breast …

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Deset let Državnega presejalnega programa za raka dojk DORA

Katja Jarm, Kristijana Hertl, Mateja Krajc, Cveto Šval et autres

Priporočila za vzpostavitev presejalnih programov za raka dojk je leta 2003 izdala Evropska komisija in države članice Evropske zveze pozvala, da jih organizirajo do leta 2008. V Sloveniji od leta 2008 deluje Državni program za raka dojk DORA, ki je konec leta …

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Recommendations for diagnosis and treatment of patients with breast cancer (part 2)

Simona Borštnar, Andraž Perhavec, Barbara Gazić, Barbara Vidergar – Kralj et autres

no abstract

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Smernice diagnostike in zdravljenja raka dojk

Simona Borštnar, Ana Blatnik, Andraž Perhavec, Barbara Gazić et autres

ni abstrakta

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Improvement of early detection of breast cancer through collaborative multi-country efforts: Observational clinical study

Erkin Arıbal, Patricia Mora, Arvind Chaturvedi, Kristijana Hertl et autres

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DIAGNOSTIC METHODS IN BREAST CANCER DETECTION

Kristijana Hertl

Background. In the world as well as in Slovenia, breast cancer is the most frequent female cancer. Due to its high incidence, it appears to be a serious health and economic problem. Content. Among other, tumour size at diagnosis, is an important …

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