{"id":6230,"date":"2019-11-07T14:20:26","date_gmt":"2019-11-07T14:20:26","guid":{"rendered":"https:\/\/www.kolabtree.com\/blog\/?p=6230"},"modified":"2019-11-07T14:20:41","modified_gmt":"2019-11-07T14:20:41","slug":"on-finding-research-topics-notes-from-a-data-scientist","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/","title":{"rendered":"Em Encontrar T\u00f3picos de Pesquisa: Notas de um cientista de dados"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">Tabela de Conte\u00fados<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f1d72832cfb\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f1d72832cfb\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/#1_Geographic_cancer_clusters_in_the_US\" title=\"1. Grupos de c\u00e2ncer geogr\u00e1ficos nos Estados Unidos.\">1. Grupos de c\u00e2ncer geogr\u00e1ficos nos Estados Unidos.<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/#2_Longevity_in_the_US\" title=\"2. A longevidade nos Estados Unidos\">2. A longevidade nos Estados Unidos<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/#3_Skin_mole_image_database\" title=\"3. Banco de dados de imagens de toupeiras de pele\">3. Banco de dados de imagens de toupeiras de pele<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/#4_Skin_mole_automated_analysis\" title=\"4. An\u00e1lise automatizada de toupeira de pele\">4. An\u00e1lise automatizada de toupeira de pele<\/a><\/li><\/ul><\/nav><\/div>\n<p><span style=\"font-weight: 400;\"><em>Cientista e f\u00edsico de dados <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/ilan-dan-gur?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=Research-Topics\">Ilan Dan-Gur<\/a> writes about how he was able to find and pursue <a href=\"https:\/\/www.kolabtree.com\/blog\/pt\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">pesquisa<\/a> topics that used his skills and have the potential to make a real-world impact.\u00a0<\/em><\/span><\/p>\n<p>Encontrar um tema interessante e interessante para investigar e aplicar toda sua educa\u00e7\u00e3o e paix\u00e3o \u00e9 uma quest\u00e3o pr\u00f3xima ao cora\u00e7\u00e3o de muitos cientistas que n\u00e3o t\u00eam emprego em tempo integral. Ao pesquisar plataformas tais como <a href=\"https:\/\/www.kolabtree.com\/f?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=Research-Topics\">Kolabtree<\/a> para projetos que podem se beneficiar de seu conhecimento \u00e9 uma op\u00e7\u00e3o importante que pode resultar em ganhos financeiros e na satisfa\u00e7\u00e3o pessoal de ajudar os outros, voc\u00ea tamb\u00e9m pode sentir a necessidade de encontrar seus pr\u00f3prios t\u00f3picos de pesquisa como uma forma de iniciar um neg\u00f3cio ou de fazer um nome para si mesmo e mostrar suas habilidades.<\/p>\n<p><span style=\"font-weight: 400;\">Entretanto, h\u00e1 uma cren\u00e7a crescente entre os cientistas de que encontrar t\u00f3picos interessantes para investigar \u00e9 agora mais dif\u00edcil do que nunca, pois o corpo de conhecimento cient\u00edfico continua crescendo. Paul Dirac disse, mais tarde em sua vida, sobre os primeiros tempos da mec\u00e2nica qu\u00e2ntica: \"Era muito f\u00e1cil naqueles dias para qualquer f\u00edsico de segunda categoria fazer um trabalho de primeira categoria... \u00c9 muito dif\u00edcil agora para um f\u00edsico de primeira categoria fazer um trabalho de segunda categoria\". Mas se voc\u00ea n\u00e3o estiver procurando produzir nada de t\u00e3o grandioso remotamente, talvez consiga encontrar oportunidades se voc\u00ea pesquisar informa\u00e7\u00f5es e dados sobre t\u00f3picos que s\u00e3o interessantes para voc\u00ea mesmo que esteja trabalhando em casa usando apenas seu computador e WiFi (junto com sua forma\u00e7\u00e3o universit\u00e1ria, paix\u00e3o por investigar, e talvez a biblioteca p\u00fablica local). Por exemplo, voc\u00ea pode ser capaz de analisar dados existentes de uma nova maneira que ningu\u00e9m tinha pensado (ou pelo menos ningu\u00e9m tinha publicado sobre), ou talvez voc\u00ea seja capaz de adicionar novos dados \u00e0 cole\u00e7\u00e3o atual.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Minha educa\u00e7\u00e3o formal \u00e9 em f\u00edsica e eletro-\u00f3ptica, e embora minha pr\u00f3pria experi\u00eancia seja obviamente subjetiva, eu gostaria de oferecer quatro exemplos de t\u00f3picos que eu fui capaz de \"sozinho\" (bem, nada na ci\u00eancia realmente \u00e9) pensar e investigar de casa (ou muitas vezes uma cafeteria), que exigiam a aplica\u00e7\u00e3o de meus conhecimentos cient\u00edficos, tinham uma chance razo\u00e1vel de atrair o interesse p\u00fablico, e eram empolgantes de fazer porque garantiam acrescentar algo \u00fanico ao corpo de conhecimento que havia existido no mundo.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Geographic_cancer_clusters_in_the_US\"><\/span>1. Grupos de c\u00e2ncer geogr\u00e1ficos nos Estados Unidos.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Grandes bancos de dados de registros de sa\u00fade p\u00fablica dos EUA est\u00e3o dispon\u00edveis gratuitamente [1], cortesia do governo dos EUA. Em 2017, enquanto navegava pelos dados de taxa de c\u00e2ncer de diferentes estados americanos e fazia pesquisas b\u00e1sicas on-line usando o google, ocorreu-me que nenhum artigo tinha sido publicado com foco nas fronteiras compartilhadas entre estados com altas taxas de c\u00e2ncer. Especificamente, nenhum artigo tinha sido publicado que simplesmente contasse o n\u00famero de fronteiras compartilhadas entre os estados com as mais altas taxas de c\u00e2ncer, mesmo atrav\u00e9s dos dados para fazer tal an\u00e1lise estava prontamente dispon\u00edvel no site do CDC, e a investiga\u00e7\u00e3o teria sido simples e f\u00e1cil de fazer. Dito de outra forma, minha inten\u00e7\u00e3o era pegar uma grande quantidade de dados e \"conectar os pontos\" (ou seja, organizar) os dados de uma maneira que nunca havia sido feita antes, ignorando intencionalmente a quest\u00e3o mais complexa de se tal an\u00e1lise seria \u00fatil e para quem. Eu coloquei a investiga\u00e7\u00e3o e os resultados em meu site [2], bem como uma an\u00e1lise estat\u00edstica secund\u00e1ria [3].<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Al\u00e9m disso, enquanto fazia a an\u00e1lise e analisava os dados, percebi que havia a necessidade de cunhar e definir um novo termo que era central para a an\u00e1lise, uma \"rela\u00e7\u00e3o de fronteira compartilhada\", e isso acrescentou entusiasmo \u00e0 investiga\u00e7\u00e3o.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Longevity_in_the_US\"><\/span>2. A longevidade nos Estados Unidos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Semelhante ao exemplo 1 acima, usando dados estat\u00edsticos de mortalidade dos EUA, cheguei e investiguei quest\u00f5es \u00fanicas relacionadas \u00e0 longevidade [4].<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Skin_mole_image_database\"><\/span>3. Banco de dados de imagens de toupeiras de pele<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Enquanto hoje existe uma grande sele\u00e7\u00e3o de aplicativos m\u00f3veis para analisar sinais de c\u00e2ncer de pele, muito antes dos aplicativos para smartphones se tornarem populares, eu fui o primeiro a oferecer ao p\u00fablico um conselho gratuito sobre sinais de c\u00e2ncer de pele [5] em troca de publicar suas imagens de toupeiras em meu site. Enquanto minha inten\u00e7\u00e3o era educar o p\u00fablico sobre sinais de c\u00e2ncer de pele, bem como anunciar um software que eu havia escrito para realizar a an\u00e1lise (ver exemplo 4 abaixo), o resultado de oferecer uma an\u00e1lise gratuita foi o maior banco de dados online de imagens de toupeiras de pele com contribui\u00e7\u00e3o do usu\u00e1rio [6], que, como descobri mais tarde, foi usado (com o devido credenciamento para minha empresa, Opticom Data Research) em um livro publicado em 2015 [7, 8] discutindo avan\u00e7os em matem\u00e1tica e estat\u00edstica (sem rela\u00e7\u00e3o com meu pr\u00f3prio website e an\u00e1lise).<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_Skin_mole_automated_analysis\"><\/span>4. An\u00e1lise automatizada de toupeira de pele<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Em 2001, depois de ter sido informado por v\u00e1rios dermatologistas, eu estava correndo um alto risco de c\u00e2ncer de pele, e depois de ter passado por oito bi\u00f3psias de pele, decidi escrever (e tentar vender) um software para computadores pessoais (que escrevi na \u00e9poca usando C++ [9], e mais recentemente traduzido para JavaScript para uso livre em navegadores web [10, 11, 12]), que analisava imagens de toupeiras. Antes dos smartphones e aplicativos m\u00f3veis se tornarem populares, eu era capaz de vender c\u00f3pias do software C++ em todo o mundo, junto com um simples acess\u00f3rio mec\u00e2nico que eu projetei para segurar uma c\u00e2mera perto da pele.<\/span><\/p>\n<p><strong>REFER\u00caNCIAS<\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">[1] https:\/\/wonder.cdc.gov\/DataSets.html<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[2] http:\/\/opticomdataresearch.com\/statistics\/cancer\/clusters\/main.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[3] http:\/\/opticomdataresearch.com\/statistics\/cancer\/clusters\/shared-borders-statistics.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[4] http:\/\/opticomdataresearch.com\/statistics\/how-long-will-i-live.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[5] https:\/\/www.prweb.com\/releases\/2008\/07\/prweb1060104.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[6] http:\/\/opticomdataresearch.com\/mobile\/mole-on-skin.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[7] Aplica\u00e7\u00f5es da \u00c1lgebra computacional (Springer proceedings in mathematics and statistics, 2015)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[8] https:\/\/books.google.ca\/books?id=tW0uDwAAQBAJ&amp;pg=PA184&amp;dq=opticom+dados+pesquisa<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[9] http:\/\/opticomdataresearch.com\/molesense.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[10] https:\/\/chrome.google.com\/webstore\/search\/skin%20cancer<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[11] http:\/\/opticomdataresearch.com\/mobile\/skin-cancer-image-search.htm<\/span><\/li>\n<li><span style=\"font-weight: 400;\">[12] http:\/\/www.opticomdataresearch.com\/mobile\/atypical-mole.htm<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Data scientist and physicist Ilan Dan-Gur writes about how he was able to find and pursue research topics that used his skills and have the potential to make a real-world impact.\u00a0 Finding an interesting and worthwhile topic to investigate, and to apply all your education and passion toward, is an issue close to the heart<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/pt\/on-finding-research-topics-notes-from-a-data-scientist\/\" title=\"Leia mais\">Leia mais<\/a><\/div>","protected":false},"author":12,"featured_media":6232,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[398,304,403,247,319,435],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>On Finding Research Topics: Notes from a Data Scientist<\/title>\n<meta name=\"description\" content=\"Data scientist and physicist Ilan Dan-Gur writes about how he found four 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