{"id":16120,"date":"2022-07-28T06:59:20","date_gmt":"2022-07-28T09:59:20","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/?p=16120"},"modified":"2024-12-05T16:09:24","modified_gmt":"2024-12-05T19:09:24","slug":"post-hoc-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/et\/post-hoc-analuus\/","title":{"rendered":"Post Hoc anal\u00fc\u00fcs: Protsess ja testide t\u00fc\u00fcbid"},"content":{"rendered":"<p>Igast uurimisprojektist saadakse palju andmeid, millest osa on v\u00e4\u00e4rtuslikud ja osa mitte. Uue, ootamatu v\u00f5i segadust tekitava teadust\u00f6\u00f6 leidmine v\u00f5ib kiiresti muutuda \u00fcle j\u00f5u k\u00e4ivaks. <\/p>\n\n\n\n<p>M\u00f5nikord v\u00f5ite k\u00f5rvale kalduda, kui teil on surve t\u00e4htaegadest kinnipidamiseks. V\u00e4ltige nende tahtmatute tulemuste p\u00e4rast muretsemist, kui teie praegune uurimist\u00f6\u00f6 on l\u00f5petatud, j\u00e4ttes need arvesse v\u00f5tmata.<\/p>\n\n\n\n<p>Post-hoc anal\u00fc\u00fcsi puhul ei anal\u00fc\u00fcsita iga eksperimendi juhuslikku tulemust. Oluline on otsida mustreid, kui te t\u00e4heldate midagi, mis \u00f5igustab l\u00e4hemat vaatlust ja edasist uurimist, et aidata teil m\u00f5istet paremini m\u00f5ista. <\/p>\n\n\n\n<p>P\u00e4rast post-hoc anal\u00fc\u00fcsi v\u00f5ib saada lisateavet ja s\u00fcveneda oma teemabaasi. Vaatleme post hoc anal\u00fc\u00fcsi l\u00e4hemalt.<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fc\u00fcs: mis see on?<\/strong><\/h2>\n\n\n\n<p>Post hoc t\u00e4hendab ladina keeles \"p\u00e4rast seda\", st et anal\u00fc\u00fcsida katseandmeid tagantj\u00e4rele. <\/p>\n\n\n\n<p>J\u00e4relanal\u00fc\u00fcsi eesm\u00e4rk on leida mustreid p\u00e4rast uuringu l\u00f5petamist ja leida tulemusi, mis ei olnud esmane eesm\u00e4rk. Seega loetakse k\u00f5ik p\u00e4rast katse l\u00f5petamist tehtud anal\u00fc\u00fcsid, mis ei olnud eelnevalt kavandatud, post-hoc anal\u00fc\u00fcsideks. <\/p>\n\n\n\n<p>Juba kogutud andmeid kasutatakse j\u00e4reluuringus. Teadlased anal\u00fc\u00fcsivad neid andmeid, et t\u00f6\u00f6tada v\u00e4lja uusi eesm\u00e4rke, mis ei olnud katse kavandis. Post hoc uuringuid saab seega teha varasemate katsete koondatud andmete p\u00f5hjal.&nbsp;<\/p>\n\n\n\n<p>J\u00e4relanal\u00fc\u00fcside tegemine on sageli ajamahukas, kuid sellel on mitmeid eeliseid. V\u00e4\u00e4rtusliku teabe paljastamiseks kasutage m\u00f5istlikku ettevaatust ja \u00e4rge hinnake ootamatuid tulemusi \u00fcle. See v\u00f5ib olla m\u00e4rk millestki olulisest, isegi kui tegemist on juhusliku s\u00fcndmusega.<\/p>\n\n\n\n<p>Post hoc anal\u00fc\u00fcsid on kasulikud veam\u00e4\u00e4rade uurimisel, h\u00fcpoteeside olulisuse hindamisel v\u00f5i nende statistilise olulisuse kindlakstegemisel. <\/p>\n\n\n\n<p>Mitme katse l\u00e4biviimine v\u00f5i oma peamistest uuringutest k\u00f5rvalekaldumine suurendab vigade ja valepositiivsete tulemuste riski. Siinkohal m\u00e4ngib post hoc v\u00f5tmerolli. Kuidas see t\u00e4pselt toimib?&nbsp;<\/p>\n\n\n\n<h2><strong>Post-hoc anal\u00fc\u00fcs: kuidas see toimib?<\/strong><\/h2>\n\n\n\n<p>Andmetest on v\u00f5imalik saada v\u00e4\u00e4rtuslikke teadmisi isegi siis, kui esmast eesm\u00e4rki ei saavutata. V\u00f5imalik, et ravimi j\u00e4relm\u00f5ju ja selle kohta k\u00e4ivad andmed. V\u00f5i m\u00f5ni muu sarnane ravim v\u00f5ib samuti olla katsetamist v\u00e4\u00e4rt. <\/p>\n\n\n\n<p>Post-hoc anal\u00fc\u00fcsi eesm\u00e4rk on vastata k\u00fcsimustele p\u00e4rast uuringu l\u00f5ppu, mis on eesm\u00e4rk, mida uuringus ei ole m\u00e4rgitud.<\/p>\n\n\n\n<p>Selleks, et teha kindlaks, kust erinevused p\u00e4rinevad, kasutatakse p\u00e4rast statistiliselt olulise tulemuse leidmist post hoc testi. Post-hoc-teste v\u00f5ib kasutada selleks, et hinnata erinevusi mitme r\u00fchma vahel, v\u00e4ltides samal ajal eksperimendip\u00f5hiseid vigu. On s\u00f5nastatud mitmeid post hoc teste ja enamik neist annab sarnaseid tulemusi.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/researcher.life\/all-access-pricing?utm_source=mtg&amp;utm_campaign=all-access-promotion&amp;utm_medium=blog\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"410\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png\" alt=\"\" class=\"wp-image-55426\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-300x120.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-768x307.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1536x615.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-2048x820.png 2048w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-18x7.png 18w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-100x40.png 100w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2><strong>On olemas eri t\u00fc\u00fcpi post hoc testid<\/strong><\/h2>\n\n\n\n<p>Mis tahes uuringu v\u00f5i kliinilise uuringu k\u00e4igus kogutud andmeid saab anal\u00fc\u00fcsida, et tuvastada mustreid ja erinevaid tegureid. K\u00f5ige tavalisemad post hoc testid on:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Bonferroni menetlus:<\/strong> Selle j\u00e4relv\u00f5rdluskorrektsiooni abil on v\u00f5imalik teha mitu statistilist testi korraga, kasutades selleks j\u00e4relv\u00f5rdluskorrektsiooni (post hoc multiple-comparison correction).<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong><strong>Duncani uus mitmekordne test (MRT):&nbsp; <\/strong><\/strong>Duncani mitmekordse vahemiku testiga tuvastatakse (v\u00e4hemalt kolmest) erinevate keskmiste paarid.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunni mitmekordse v\u00f5rdluse test: <\/strong>See on post hoc anal\u00fc\u00fcs, mida tehakse p\u00e4rast ANOVA-d. See on mitteparameetriline test, mis ei eelda, et teie andmed j\u00e4rgivad teatud jaotust.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Fisheri v\u00e4him oluline erinevus (LSD): <\/strong>M\u00e4\u00e4ratleb, kas kaks keskmist on statistiliselt erinevad.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Holm-Bonferroni menetlus: <\/strong>Holmi j\u00e4rjestikune Bonferroni test muudab mitmekordsed v\u00f5rdlused v\u00e4hem rangeks.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Newman-Keulsi meetodit kasutades saab tuvastada proovid, mille keskmised on \u00fcksteisest erinevad. Newman-Keuls v\u00f5rdleb keskmiste paare, kasutades erinevaid kriitilisi v\u00e4\u00e4rtusi. Selle tulemusena on suurem t\u00f5en\u00e4osus leida olulisi erinevusi.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Rodgeri meetod: <\/strong>Seda statistilist meetodit kasutatakse uurimisandmete hindamiseks p\u00e4rast \"mitme muutuja\" anal\u00fc\u00fcsi.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Scheff\u00e9 meetod:<\/strong> Scheffe'i meetodi puhul korrigeeritakse teststatistikat erinevalt s\u00f5ltuvalt tehtud v\u00f5rdluste arvust.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Tukey test: <\/strong>Tukey test m\u00e4\u00e4rab kindlaks, kas teie valim koosneb \u00fcksteisest erinevatest r\u00fchmadest. Iga keskmist v\u00f5rreldakse k\u00f5igi teiste r\u00fchmade keskmistega, kasutades \"ausat m\u00e4rkimisv\u00e4\u00e4rset erinevust\", mis n\u00e4itab, kui kaugele r\u00fchmad \u00fcksteisest lahknevad.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunnetti parandus: <\/strong>See post hoc test v\u00f5rdleb vahendeid. Erinevalt Tukey testist v\u00f5rreldakse selles iga keskmist kontrollkeskmisega.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Benjamini-Hochbergi (BH) menetlus: <\/strong>M\u00e4rkimisv\u00e4\u00e4rne tulemus tekib ainult juhuslikult, kui teete arvukaid teste. Vale avastamism\u00e4\u00e4r on arvestatud selle post hoc testi abil.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Mitte miski ei saa olla parem kui veatu visuaalne osa, mis edastab keerulise s\u00f5numi.<\/strong><\/h2>\n\n\n\n<p>Jah, see on \u00f5ige, visuaalsete vahendite abil on palju lihtsam k\u00f5ige keerulisemaid m\u00f5isteid perspektiivi panna. Visuaalide ajastul pole ime, et t\u00e4nu graafika t\u00f5hususele saab kvantf\u00fc\u00fcsikast ilmselt palju lihtsamalt aru.<\/p>\n\n\n\n<p>Kas te m\u00f5tlete, kuidas alustada? Milleks muretseda, kui sul on meeles graafik k\u00e4eulatuses! Meiega saate valida meie galeriist rohkem kui tuhande illustratsiooni hulgast ja teha plakateid, kasutades selleks meie poolt v\u00e4lja t\u00f6\u00f6tatud nutikat plakatite tegijat. Kasuta meie andeka meeskonna teadmisi ja saa see sinu vajadustele vastavaks. Lisateabe saamiseks k\u00fclastage meie <a href=\"https:\/\/mindthegraph.com\/\">veebileht<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Tutorial | Graafilise kokkuv\u00f5tte koostamine Mind the Graph-s\u00fcsteemis\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/r_aczJuec7Y?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>M\u00f5ista, mis on post-hoc anal\u00fc\u00fcs ja kuidas leida v\u00e4\u00e4rtuslikke andmeid ja mustreid p\u00e4rast uuringu l\u00f5petamist.<\/p>","protected":false},"author":4,"featured_media":16133,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[38],"tags":[872,873,554,962],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Post Hoc Analysis: Process and types of tests<\/title>\n<meta name=\"description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/et\/post-hoc-analuus\/\" \/>\n<meta property=\"og:locale\" content=\"et_EE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta property=\"og:description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/et\/post-hoc-analuus\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2022-07-28T09:59:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-05T19:09:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1123\" \/>\n\t<meta property=\"og:image:height\" content=\"612\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Fabricio Pamplona\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta name=\"twitter:description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fabricio Pamplona\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Post Hoc Analysis: Process and types of tests","description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mindthegraph.com\/blog\/et\/post-hoc-analuus\/","og_locale":"et_EE","og_type":"article","og_title":"Post Hoc Analysis: Process and types of tests","og_description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","og_url":"https:\/\/mindthegraph.com\/blog\/et\/post-hoc-analuus\/","og_site_name":"Mind the Graph Blog","article_published_time":"2022-07-28T09:59:20+00:00","article_modified_time":"2024-12-05T19:09:24+00:00","og_image":[{"width":1123,"height":612,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg","type":"image\/jpeg"}],"author":"Fabricio Pamplona","twitter_card":"summary_large_image","twitter_title":"Post Hoc Analysis: Process and types of tests","twitter_description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg","twitter_misc":{"Written by":"Fabricio Pamplona","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/","url":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/","name":"Post Hoc Analysis: Process and types of tests","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2022-07-28T09:59:20+00:00","dateModified":"2024-12-05T19:09:24+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/c8eaee6d8007ac319523c3ddc98cedd3"},"description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/#breadcrumb"},"inLanguage":"et","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Post Hoc Analysis: Process and types of tests"}]},{"@type":"WebSite","@id":"https:\/\/mindthegraph.com\/blog\/#website","url":"https:\/\/mindthegraph.com\/blog\/","name":"Mind the Graph Blog","description":"Your science can be beautiful!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mindthegraph.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"et"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/c8eaee6d8007ac319523c3ddc98cedd3","name":"Fabricio Pamplona","image":{"@type":"ImageObject","inLanguage":"et","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/da6985d9f20ecb24f3238df103a638ac?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/da6985d9f20ecb24f3238df103a638ac?s=96&d=mm&r=g","caption":"Fabricio Pamplona"},"description":"Fabricio Pamplona is the founder of Mind the Graph - a tool used by over 400K users in 60 countries. He has a Ph.D. and solid scientific background in Psychopharmacology and experience as a Guest Researcher at the Max Planck Institute of Psychiatry (Germany) and Researcher in D'Or Institute for Research and Education (IDOR, Brazil). Fabricio holds over 2500 citations in Google Scholar. He has 10 years of experience in small innovative businesses, with relevant experience in product design and innovation management. Connect with him on LinkedIn - Fabricio Pamplona.","sameAs":["http:\/\/mindthegraph.com","https:\/\/www.linkedin.com\/in\/fabriciopamplona"],"url":"https:\/\/mindthegraph.com\/blog\/et\/author\/fabricio\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/16120"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/comments?post=16120"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/16120\/revisions"}],"predecessor-version":[{"id":55781,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/16120\/revisions\/55781"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/media\/16133"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/media?parent=16120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/categories?post=16120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/tags?post=16120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}