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Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions [article]

Abhijit Guha Roy, Jie Ren, Shekoofeh Azizi, Aaron Loh, Vivek Natarajan, Basil Mustafa, Nick Pawlowski, Jan Freyberg, Yuan Liu, Zach Beaver, Nam Vo, Peggy Bui (+9 others)
2021 arXiv   pre-print
We develop and rigorously evaluate a deep learning based system that can accurately classify skin conditions while detecting rare conditions for which there is not enough data available for training a  ...  We perform an extensive subgroup analysis over conditions of varying risk levels and different skin types to investigate how the OOD detection performance changes over each subgroup and demonstrate the  ...  In this article, we tackle this challenging task of detecting the previously unseen long-tail of rare conditions for a dermatology classification model.  ... 
arXiv:2104.03829v1 fatcat:srnfyodgnjhfbcx3ompe5tjbuu

Livro de resumos do 5º Fórum do Movimento Vasco da Gama

2018 Revista Portuguesa de Clínica Geral  
book of the 5 th VdGM Forum Proibida a reprodução -mesmo parcial -de artigos e ilustrações, sem prévia autorização da RPMGF, excetuando a citação ou transcrição de pequenos excertos, desde que se faça  ...  What about the unseen ones? The million who do not make it our shores. 10.  ...  Why does the patient comes to you and what does he wants? Is it medication, reassurance or maybe a referral? Or is it something else?  ... 
doi:10.32385/rpmgf.v34i7.12332 fatcat:mgupgcuxpncz5pblhlqrrx44ce

Astrophysics in 2000

Virginia Trimble, Markus J. Aschwanden
2001 Publications of the Astronomical Society of the Pacific  
It was a year in which some topics selected themselves as important through the sheer numbers of papers published.  ...  It was a year in which some topics selected themselves as important through the sheer numbers of papers published.  ...  On the other hand, it does have just about the smallest of these tails.  ... 
doi:10.1086/322844 fatcat:tffljntrgnbj7m45empz3jd7xa

Dangers of Bayesian Model Averaging under Covariate Shift [article]

Pavel Izmailov, Patrick Nicholson, Sanae Lotfi, Andrew Gordon Wilson
2021 arXiv   pre-print
Finally, we propose novel priors that improve the robustness of BNNs to many sources of covariate shift.  ...  We additionally show why the same issue does not affect many approximate inference procedures, or classical maximum a-posteriori (MAP) training.  ...  Does your dermatology classifier know what it doesn’t know? detecting the long-tail of unseen conditions. arXiv preprint arXiv:2104.03829, 2021. [61] Hidetoshi Shimodaira.  ... 
arXiv:2106.11905v2 fatcat:w6ttxplzyfbprldlhmv6vih6km

HEALTH AND WELL-BEING IN WORK IN MERTHYR TYDFIL : A BIO-PSYCHOSOCIAL APPROACH Well-being in Work Stage 2: Final Report

Rhiannon Buck, Alice Varnava, Gwenllian Wynne-Jones, Ceri J Phillips, Daniel Farewell, Carol Porteous, Katie Webb, Lori Button, Lucy Cooper, Chris J Main
2008 unpublished
again then doesn't it, I think [name] and I share the same manager and regardless of what it is, we wouldn't have any qualms about going to her or self-referring and she would know if we had done  ...  (e.g. back pain, depression, stress) o What sort of things would the conditions stop you from doing altogether? o Why/how would they influence your ability to work? I.e. what is it about them?  ... 
doi:10.13140/rg.2.2.10838.40002 fatcat:jgay7y3s35behnxz5ncrt5djvu

Abstract book of the XXI Congresso Nazionale della Società Scientifica FADOI, Roma, 14-17 maggio 2016

Presidente: M. Campanini
2016 Italian Journal of Medicine  
book of the XXI Congresso Nazionale della Società Scientifica FADOI, Roma, 14-17 maggio 2016.  ...  Further studies are needed to test the efficacy of the drug in the field of inflammatory/dermatologic diseases and to understand the need of a possible long-lasting therapy.  ...  , since Literature reports suggest it doesn't hamper the antineoplastic effectiveness.  ... 
doi:10.4081/itjm.2016.s2 fatcat:wesribcjhfgv7c3kiyf27px72m

The Effects Of Packaging On Over The Counter Medicine Buyers Behavior: A Case Study In Chain Community Pharmacies Of Addis Ababa

Biruk Mengistu
2017
Based on the result of the study, it was recommended that pharmaceutical companies should pay proper attention for good and innovative package.  ...  So, by understanding what factors influence the buying behavior and what packaging elements are most important help companies making the right decisions about packaging their products.  ...  I honestly don't know what I would do without you and I cannot even begin to thank you enough for your kind assistance. May God bless you all!  ... 
doi:10.20372/nadre/17815 fatcat:fosgt4erizditop63bt5ogzlrm

An exploration of the attitudes and risk taking behaviours amongst young people who are regular users of sunbeds and the development of a prevention strategy

Paul Mackenzie
2015
Aims The study aimed to explore the attitudes, motivations and experiences of young people aged 14 to 16 years living in Merseyside, in relation to sunbed use in the context of the imminent legislation  ...  The year on year increase in the incidence of malignant melanoma skin cancer is a global health problem.  ...  Other benefits cited in the literature include the treatment of dermatological conditions such as acne and psoriasis.  ... 
doi:10.17638/00019553 fatcat:aj7rlkaxojallhhahwh7ya5xka

Reimagining the poltergeist in twentieth-century America and Britain [article]

Christopher Laursen
2016
spiritual attribution – that it was actions of unseen spirits of the dead, elementals, or demonic forces – into the realm of scientific boundary-work that explored unseen worlds: the human mind, consciousness  ...  To this day, no one is certain what causes the poltergeist phenomenon, and very few individuals actively study it first-hand.  ...  , 27-44; Edith Turner, "The Reality of Spirits: A Tabooed or Permitted Field of Study?"  ... 
doi:10.14288/1.0319257 fatcat:pviike3uhjbj7cuk7yq5pba72e