{"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\/ro\/analiza-post-hoc\/","title":{"rendered":"Analiza post-hoc: Proces \u0219i tipuri de teste"},"content":{"rendered":"<p>Orice proiect de cercetare genereaz\u0103 o mul\u021bime de date, dintre care unele sunt valoroase, iar altele nu. Faptul de a g\u0103si ceva nou, nea\u0219teptat sau confuz \u00een cercetare poate deveni rapid cople\u0219itor. <\/p>\n\n\n\n<p>Uneori pute\u021bi s\u0103 v\u0103 abate\u021bi de la drumul cel bun atunci c\u00e2nd sunte\u021bi presat s\u0103 respecta\u021bi un termen limit\u0103. Evita\u021bi s\u0103 v\u0103 face\u021bi griji cu privire la aceste rezultate neinten\u021bionate odat\u0103 ce cercetarea curent\u0103 este finalizat\u0103, excluz\u00e2ndu-le din calcul.<\/p>\n\n\n\n<p>\u00cen analiza post-hoc, nu analiza\u021bi fiecare rezultat aleatoriu al unui experiment. Este important s\u0103 c\u0103uta\u021bi tipare atunci c\u00e2nd observa\u021bi ceva care merit\u0103 o privire atent\u0103 \u0219i un studiu mai aprofundat pentru a v\u0103 ajuta s\u0103 \u00een\u021belege\u021bi mai bine conceptul. <\/p>\n\n\n\n<p>Dup\u0103 o analiz\u0103 post-hoc, se pot ob\u021bine informa\u021bii suplimentare \u0219i se poate aprofunda baza de subiecte. S\u0103 arunc\u0103m o privire mai atent\u0103 asupra analizei post-hoc.<\/p>\n\n\n\n<h2><strong>Analiza post-hoc: ce este?<\/strong><\/h2>\n\n\n\n<p>\u00cen latin\u0103, post hoc \u00eenseamn\u0103 \"dup\u0103 aceasta\", adic\u0103 analiza ulterioar\u0103 a datelor experimentale. <\/p>\n\n\n\n<p>Scopul unei analize post-hoc este de a g\u0103si modele dup\u0103 ce studiul a fost finalizat \u0219i de a g\u0103si rezultate care nu au fost obiectivul principal. Astfel, toate analizele efectuate dup\u0103 finalizarea unui experiment care nu au fost planificate \u00een prealabil sunt considerate analize post-hoc. <\/p>\n\n\n\n<p>Datele care au fost deja colectate sunt utilizate \u00eentr-un studiu post-hoc. Cercet\u0103torii analizeaz\u0103 aceste date pentru a dezvolta noi scopuri, care nu au fost prev\u0103zute \u00een proiectul experimentului. Prin urmare, studiile post-hoc pot fi efectuate pe date agregate din studiile anterioare.&nbsp;<\/p>\n\n\n\n<p>Procesul de efectuare a analizelor post-hoc este adesea supra\u00eenc\u0103rcat de timp, dar ofer\u0103 o serie de avantaje. Pentru a descoperi informa\u021bii valoroase, folosi\u021bi o doz\u0103 rezonabil\u0103 de pruden\u021b\u0103 \u0219i nu supraestima\u021bi rezultatele nea\u0219teptate. Acestea ar putea fi semnul a ceva semnificativ, chiar dac\u0103 este o \u00eent\u00e2mplare.<\/p>\n\n\n\n<p>Analizele post hoc sunt utile atunci c\u00e2nd se investigheaz\u0103 ratele de eroare, se evalueaz\u0103 semnifica\u021bia ipotezelor sau se determin\u0103 dac\u0103 acestea sunt semnificative din punct de vedere statistic. <\/p>\n\n\n\n<p>Efectuarea mai multor teste sau devierea de la linia principal\u0103 de cercetare cre\u0219te riscul de erori \u0219i de rezultate fals pozitive. \u00cen acest caz, post-hoc joac\u0103 un rol esen\u021bial. Cum func\u021bioneaz\u0103 mai exact?&nbsp;<\/p>\n\n\n\n<h2><strong>Analiza post-hoc: cum func\u021bioneaz\u0103?<\/strong><\/h2>\n\n\n\n<p>Este \u00eenc\u0103 posibil s\u0103 se ob\u021bin\u0103 informa\u021bii valoroase din date chiar dac\u0103 obiectivul principal nu este atins. Eventual efectele secundare ale medicamentului \u0219i datele referitoare la acestea. Sau orice alte medicamente similare ar putea merita, de asemenea, s\u0103 fie testate. <\/p>\n\n\n\n<p>Scopul unei analize post-hoc este de a r\u0103spunde la \u00eentreb\u0103ri dup\u0103 ce studiul a fost finalizat, un obiectiv care nu a fost declarat \u00een studiu.<\/p>\n\n\n\n<p>Pentru a determina de unde provin diferen\u021bele, dup\u0103 ce se constat\u0103 un rezultat semnificativ din punct de vedere statistic, se utilizeaz\u0103 un test post hoc. Testele post-hoc pot fi utilizate pentru a evalua diferen\u021bele dintre mai multe grupuri, evit\u00e2nd \u00een acela\u0219i timp erorile experimentale. Au fost formulate mai multe teste post-hoc, iar majoritatea dintre acestea dau rezultate similare.&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>Exist\u0103 diferite tipuri de teste post hoc<\/strong><\/h2>\n\n\n\n<p>Datele colectate \u00een timpul oric\u0103rei cercet\u0103ri sau al oric\u0103rui studiu clinic pot fi analizate pentru a detecta modele \u0219i diferi\u021bi factori. Cele mai frecvente teste post hoc sunt:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Procedura Bonferroni:<\/strong> Este posibil s\u0103 se efectueze mai multe teste statistice \u00een acela\u0219i timp prin utilizarea acestei corec\u021bii post hoc de compara\u021bie multipl\u0103.<\/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>Noul test de gam\u0103 multipl\u0103 (MRT) al lui Duncan:&nbsp; <\/strong><\/strong>Testul Duncan pentru intervale multiple va identifica perechile de medii (din cel pu\u021bin trei) care difer\u0103.&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>Testul de compara\u021bie multipl\u0103 Dunn: <\/strong>Aceasta este o analiz\u0103 post-hoc care se execut\u0103 dup\u0103 o ANOVA, un test neparametric care nu presupune c\u0103 datele dvs. urmeaz\u0103 o anumit\u0103 distribu\u021bie.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Diferen\u021ba cea mai mic\u0103 semnificativ\u0103 (LSD) a lui Fisher: <\/strong>Determin\u0103 dac\u0103 dou\u0103 medii sunt diferite din punct de vedere statistic.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Procedura Holm-Bonferroni: <\/strong>Testul secven\u021bial Bonferroni al lui Holm face compara\u021biile multiple mai pu\u021bin stricte.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Folosind Newman-Keuls, se pot identifica e\u0219antioanele care au medii diferite unul de cel\u0103lalt. Newman-Keuls compar\u0103 perechi de medii folosind valori critice diferite. Ca urmare, este mai probabil s\u0103 se g\u0103seasc\u0103 diferen\u021be semnificative.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Metoda lui Rodger: <\/strong>Aceast\u0103 metod\u0103 statistic\u0103 este utilizat\u0103 pentru a evalua post-hoc datele cercet\u0103rii \u00een urma unei analize \"multivariate\".<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Metoda Scheff\u00e9:<\/strong> \u00cen metoda Scheffe, statistica testului este ajustat\u0103 \u00een mod diferit \u00een func\u021bie de num\u0103rul de compara\u021bii care au fost efectuate.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Testul Tukey: <\/strong>Testul lui Tukey determin\u0103 dac\u0103 e\u0219antionul dumneavoastr\u0103 este format din grupuri care difer\u0103 \u00eentre ele. Fiecare medie este comparat\u0103 cu media tuturor celorlalte grupuri folosind \"Diferen\u021ba semnificativ\u0103 onest\u0103\", care reprezint\u0103 c\u00e2t de departe sunt grupurile.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Corec\u021bia lui Dunnett: <\/strong>Acest test post hoc compar\u0103 mediile. Spre deosebire de Tukey, acesta compar\u0103 fiecare medie cu o medie de control.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Procedura Benjamini-Hochberg (BH): <\/strong>Un rezultat semnificativ va ap\u0103rea doar din \u00eent\u00e2mplare, dac\u0103 efectua\u021bi numeroase teste. Rata de descoperire fals\u0103 este luat\u0103 \u00een considerare de acest test post hoc.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Nimic nu poate \u00eentrece o pies\u0103 vizual\u0103 impecabil\u0103 care transmite un mesaj complex<\/strong><\/h2>\n\n\n\n<p>Da, a\u0219a este, cu ajutorul imaginilor, este mult mai u\u0219or s\u0103 pui \u00een perspectiv\u0103 cele mai dificile concepte. \u00cen epoca imaginilor, nu este de mirare c\u0103, probabil, pute\u021bi \u00een\u021belege fizica cuantic\u0103 \u00eentr-un mod mult mai simplu datorit\u0103 eficien\u021bei graficii.<\/p>\n\n\n\n<p>V\u0103 \u00eentreba\u021bi cum s\u0103 \u00eencepe\u021bi? De ce s\u0103 v\u0103 face\u021bi griji c\u00e2nd ave\u021bi la \u00eendem\u00e2n\u0103 graficul min\u021bii! Cu noi, pute\u021bi alege din peste o mie de ilustra\u021bii din galeria noastr\u0103 \u0219i pute\u021bi realiza postere folosind produc\u0103torul inteligent de postere pe care l-am dezvoltat pentru dumneavoastr\u0103. Profita\u021bi la maximum de expertiza echipei noastre talentate \u0219i beneficia\u021bi de un produs adaptat la nevoile dvs. Pentru mai multe informa\u021bii, vizita\u021bi pagina noastr\u0103 <a href=\"https:\/\/mindthegraph.com\/\">site<\/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 | Crearea unui rezumat grafic pe Mind the Graph\" 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>\u00cen\u021belege\u021bi ce este analiza post-hoc \u0219i cum s\u0103 g\u0103si\u021bi date \u0219i modele valoroase dup\u0103 ce studiul a fost finalizat.<\/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\/ro\/analiza-post-hoc\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\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\/ro\/analiza-post-hoc\/\" \/>\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\/ro\/analiza-post-hoc\/","og_locale":"ro_RO","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\/ro\/analiza-post-hoc\/","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":"ro-RO","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":"ro-RO"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/c8eaee6d8007ac319523c3ddc98cedd3","name":"Fabricio Pamplona","image":{"@type":"ImageObject","inLanguage":"ro-RO","@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\/ro\/author\/fabricio\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/16120"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/comments?post=16120"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/16120\/revisions"}],"predecessor-version":[{"id":55781,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/posts\/16120\/revisions\/55781"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/media\/16133"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/media?parent=16120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/categories?post=16120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/ro\/wp-json\/wp\/v2\/tags?post=16120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}