{"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\/nb\/post-hoc-analyse\/","title":{"rendered":"Post hoc-analyse: Prosess og typer tester"},"content":{"rendered":"<p>Det er mye data som kommer ut av et forskningsprosjekt, og noen av dem er verdifulle og andre ikke. Det kan fort bli overveldende \u00e5 finne noe nytt, uventet eller forvirrende i forskningen. <\/p>\n\n\n\n<p>Noen ganger kan du komme p\u00e5 avveier n\u00e5r du er under press for \u00e5 overholde en tidsfrist. Unng\u00e5 \u00e5 bekymre deg for disse utilsiktede resultatene n\u00e5r den aktuelle forskningen er ferdig, ved \u00e5 utelukke dem fra vurderingen.<\/p>\n\n\n\n<p>I en post hoc-analyse analyserer du ikke alle tilfeldige utfall av et eksperiment. Det er viktig \u00e5 lete etter m\u00f8nstre n\u00e5r du observerer noe som krever n\u00e6rmere unders\u00f8kelser og videre studier for \u00e5 f\u00e5 en bedre forst\u00e5else av konseptet. <\/p>\n\n\n\n<p>Etter en post hoc-analyse kan du f\u00e5 mer informasjon og g\u00e5 dypere inn i emnebasen din. La oss se n\u00e6rmere p\u00e5 post hoc-analyse.<\/p>\n\n\n\n<h2><strong>Post-hoc-analyse: hva er det?<\/strong><\/h2>\n\n\n\n<p>P\u00e5 latin betyr post hoc \"etter dette\", dvs. at man analyserer de eksperimentelle dataene i etterkant. <\/p>\n\n\n\n<p>M\u00e5let med en post-hoc-analyse er \u00e5 finne m\u00f8nstre etter at studien er avsluttet, og \u00e5 finne resultater som ikke var det prim\u00e6re m\u00e5let. Alle analyser som utf\u00f8res etter at et eksperiment er avsluttet, og som ikke var planlagt p\u00e5 forh\u00e5nd, regnes derfor som post-hoc-analyser. <\/p>\n\n\n\n<p>Data som allerede er samlet inn, brukes i en post-hoc-studie. Forskere analyserer disse dataene for \u00e5 utvikle nye form\u00e5l som ikke var en del av eksperimentets design. Post hoc-studier kan derfor utf\u00f8res p\u00e5 aggregerte data fra tidligere fors\u00f8k.&nbsp;<\/p>\n\n\n\n<p>Prosessen med \u00e5 utf\u00f8re post hoc-analyser er ofte tidkrevende, men den har en rekke fordeler. Hvis du vil avdekke verdifull informasjon, m\u00e5 du v\u00e6re rimelig forsiktig og ikke overvurdere uventede resultater. Dette kan v\u00e6re et tegn p\u00e5 noe vesentlig, selv om det er en tilfeldighet.<\/p>\n\n\n\n<p>Post hoc-analyser er nyttige n\u00e5r man skal unders\u00f8ke feilrater, vurdere hypotesers signifikans eller avgj\u00f8re om de er statistisk signifikante. <\/p>\n\n\n\n<p>Hvis du gjennomf\u00f8rer flere fors\u00f8k eller avviker fra hovedlinjen i forskningen, \u00f8ker risikoen for feil og falske positive resultater. Det er her post hoc spiller en n\u00f8kkelrolle. Hvordan fungerer det egentlig?&nbsp;<\/p>\n\n\n\n<h2><strong>Post-hoc-analyse: hvordan fungerer det?<\/strong><\/h2>\n\n\n\n<p>Det er fortsatt mulig \u00e5 f\u00e5 verdifull innsikt fra dataene selv om det prim\u00e6re m\u00e5let ikke er n\u00e5dd. Eventuelt medikamentets ettervirkninger og dataene om dem. Eller andre lignende legemidler kan ogs\u00e5 v\u00e6re verdt \u00e5 teste. <\/p>\n\n\n\n<p>Hensikten med en post-hoc-analyse er \u00e5 besvare sp\u00f8rsm\u00e5l etter at studien er avsluttet, et m\u00e5l som ikke er oppgitt i studien.<\/p>\n\n\n\n<p>For \u00e5 finne ut hvor forskjellene kommer fra, brukes en post hoc-test etter at man har funnet et statistisk signifikant resultat. Post hoc-tester kan brukes til \u00e5 vurdere forskjeller mellom flere grupper samtidig som man unng\u00e5r eksperimentelle feil. Det finnes flere post hoc-tester, og de fleste av dem gir lignende resultater.&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>Det finnes ulike typer post hoc-tester<\/strong><\/h2>\n\n\n\n<p>Data som samles inn i forbindelse med forskning eller kliniske studier, kan analyseres for \u00e5 avdekke m\u00f8nstre og ulike faktorer. De vanligste post hoc-testene er:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Bonferroni-prosedyre:<\/strong> Det er mulig \u00e5 utf\u00f8re flere statistiske tester samtidig ved hjelp av denne post hoc-korreksjonen for multiple sammenligninger.<\/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>Duncans nye multiple range test (MRT):&nbsp; <\/strong><\/strong>Duncans Multiple Range Test identifiserer de parene av gjennomsnitt (av minst tre) som er forskjellige.&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>Dunns test for multiple sammenligninger: <\/strong>Dette er en post hoc-analyse som kj\u00f8res etter en ANOVA, en ikke-parametrisk test som ikke forutsetter at dataene f\u00f8lger en bestemt fordeling.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Fishers minste signifikante forskjell (LSD): <\/strong>Bestemmer om to gjennomsnitt er statistisk forskjellige.<\/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-prosedyre: <\/strong>Holms sekvensielle Bonferroni-test gj\u00f8r multiple sammenligninger mindre strenge.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Ved hjelp av Newman-Keuls kan man identifisere utvalg som har forskjellige gjennomsnitt. Newman-Keuls sammenligner par av gjennomsnitt ved hjelp av ulike kritiske verdier. Dermed er det st\u00f8rre sannsynlighet for \u00e5 finne signifikante forskjeller.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Rodgers metode: <\/strong>Denne statistiske metoden brukes til \u00e5 evaluere forskningsdata post hoc etter en \"multivariat\" analyse.<\/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\u00e9s metode:<\/strong> I Scheffes metode justeres teststatistikken forskjellig avhengig av hvor mange sammenligninger som er gjort.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Tukeys test: <\/strong>Tukeys test avgj\u00f8r om utvalget ditt best\u00e5r av grupper som er forskjellige fra hverandre. Hvert gjennomsnitt sammenlignes med gjennomsnittet for alle andre grupper ved hjelp av \"Honest Significant Difference\", som angir hvor langt fra hverandre gruppene er.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunnetts korreksjon: <\/strong>Denne post hoc-testen sammenligner gjennomsnitt. I motsetning til Tukey's sammenligner den hvert gjennomsnitt med et kontrollgjennomsnitt.<\/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-Hochberg-prosedyre (BH): <\/strong>Et signifikant resultat vil bare oppst\u00e5 ved en tilfeldighet hvis du utf\u00f8rer mange tester. Denne post hoc-testen tar h\u00f8yde for den falske oppdagelsesraten.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Ingenting er bedre enn et perfekt visuelt uttrykk som formidler et komplekst budskap.<\/strong><\/h2>\n\n\n\n<p>Ja, det stemmer, ved hjelp av grafikk er det mye enklere \u00e5 sette de vanskeligste konseptene i perspektiv. I grafikkens tidsalder er det ikke rart at du sannsynligvis kan forst\u00e5 kvantefysikk p\u00e5 en mye enklere m\u00e5te takket v\u00e6re grafikkens effektivitet.<\/p>\n\n\n\n<p>Lurer du p\u00e5 hvordan du kommer i gang? Hvorfor bekymre deg n\u00e5r du har grafen til fingerspissene! Hos oss kan du velge mellom mer enn tusen illustrasjoner i galleriet v\u00e5rt og lage plakater ved hjelp av den smarte plakatprodusenten vi har utviklet for deg. F\u00e5 mest mulig ut av det dyktige teamets ekspertise og f\u00e5 den skreddersydd etter dine behov. For mer informasjon, bes\u00f8k v\u00e5r <a href=\"https:\/\/mindthegraph.com\/\">nettsted<\/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 | Opprette et grafisk sammendrag p\u00e5 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>Forst\u00e5 hva post-hoc-analyse er, og hvordan du finner verdifulle data og m\u00f8nstre etter at studien er fullf\u00f8rt.<\/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\/nb\/post-hoc-analyse\/\" \/>\n<meta property=\"og:locale\" content=\"nb_NO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta 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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\/nb\/author\/fabricio\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/posts\/16120"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/comments?post=16120"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/posts\/16120\/revisions"}],"predecessor-version":[{"id":55781,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/posts\/16120\/revisions\/55781"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/media\/16133"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/media?parent=16120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/categories?post=16120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/nb\/wp-json\/wp\/v2\/tags?post=16120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}