{"id":27130,"date":"2023-03-15T09:57:44","date_gmt":"2023-03-15T12:57:44","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/research-paper-appendix-copy\/"},"modified":"2023-03-17T10:12:16","modified_gmt":"2023-03-17T13:12:16","slug":"reproducibility","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/et\/reprodutseeritavus\/","title":{"rendered":"Reprodutseeritavuse t\u00e4htsus teaduslikes uuringutes"},"content":{"rendered":"

Teadusuuringud m\u00e4ngivad olulist rolli meie arusaamise edendamisel maailmast. Teadusuuringute terviklikkus ja usaldusv\u00e4\u00e4rsus on ohus, kui tulemused ei ole s\u00f5ltumatute teadlaste poolt reprodutseeritavad. Reprodutseeritavus on katse, uuringu v\u00f5i anal\u00fc\u00fcsi kordamine samade tulemustega, kasutades samu meetodeid, andmeid ja vahendeid. <\/p>\n\n\n\n

Viimastel aastatel on t\u00f5statatud muret teaduslike uuringute reprodutseeritavuse p\u00e4rast, sest uuringud on n\u00e4idanud, et paljud avaldatud tulemused ei pruugi olla korratavad. See on p\u00f5hjustanud teaduses nn reprodutseeritavuse kriisi, mis \u00f5\u00f5nestab avalikkuse usaldust teadusliku uurimist\u00f6\u00f6 vastu ja takistab teaduse arengut.<\/p>\n\n\n\n

Mis on reprodutseeritavus?<\/h2>\n\n\n\n
<\/div>\n\n\n
\n
\"\"
Via GIPHY<\/em><\/figcaption><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Reprodutseeritavus t\u00e4hendab v\u00f5imet korrata v\u00f5i taastada eksperimendi, anal\u00fc\u00fcsi v\u00f5i uuringu tulemused, kasutades samu meetodeid, andmeid ja protseduure, mida algselt kasutati. Teisis\u00f5nu, kui keegi teine kordaks sama eksperimenti v\u00f5i anal\u00fc\u00fcsi, peaks ta saama samasuguseid tulemusi nagu esialgne uurija.<\/p>\n\n\n\n

See on teadusliku meetodi oluline aspekt, kuna aitab kindlaks teha uurimistulemuste kehtivuse ja usaldusv\u00e4\u00e4rsuse. See v\u00f5imaldab teistel teadlastel tulemusi ja j\u00e4reldusi valideerida, nende p\u00f5hjal edasi arendada ja esialgseid tulemusi kontrollida v\u00f5i \u00fcmber l\u00fckata. Seega peavad teadlased reprodutseeritavuse tagamiseks tegema oma andmed, koodi ja meetodid avalikult k\u00e4ttesaadavaks ja h\u00e4sti dokumenteeritud ning tagama, et nende eksperimendid ja anal\u00fc\u00fcsid oleksid teiste poolt korratavad.<\/p>\n\n\n\n

Asjad, mis aitasid kaasa reprodutseeritavuse puudumisele<\/h2>\n\n\n\n

Reprodutseeritavuse puudumine viitab olukordadele, kus katsed uuringu tulemusi korrata ei anna j\u00e4rjepidevaid tulemusi. Reprodutseeritavuse puudumisele teaduslikes uuringutes v\u00f5ivad kaasa aidata paljud tegurid, millest siin on k\u00f5ige levinumad:<\/p>\n\n\n\n

Ebat\u00e4ielik v\u00f5i ebat\u00e4pne aruandlus<\/h3>\n\n\n\n

Kui katse \u00fclesehituse, andmeanal\u00fc\u00fcsi v\u00f5i statistiliste meetodite olulisi \u00fcksikasju ei esitata, v\u00f5ib teiste teadlaste jaoks olla raske v\u00f5i v\u00f5imatu tulemusi reprodutseerida.<\/p>\n\n\n\n

V\u00e4ikesed valimid<\/h3>\n\n\n\n

Kui uuringud viiakse l\u00e4bi v\u00e4ikese valimi suurusega, on suurem oht, et tulemused tulenevad juhusest v\u00f5i muudest teguritest, mis ei ole seotud eksperimentaalse manipulatsiooniga. See v\u00f5ib raskendada teiste teadlaste jaoks tulemuste kordamist.<\/p>\n\n\n\n

Publitseerimise erapoolikus<\/h3>\n\n\n\n

Teadlased ja ajakirjad v\u00f5ivad suurema t\u00f5en\u00e4osusega teatada positiivsetest tulemustest kui null- v\u00f5i negatiivsetest tulemustest, mis viib oluliste tulemuste \u00fcleesindatuseni kirjanduses. See v\u00f5ib tekitada eksitava mulje tulemuste tugevusest v\u00f5i usaldusv\u00e4\u00e4rsusest.<\/p>\n\n\n\n

Metoodiline varieeruvus<\/h3>\n\n\n\n

Isegi kui teadlased p\u00fc\u00fcavad uuringut korrata, v\u00f5ivad kasutatud meetodites v\u00f5i materjalides olla erinevusi, mis v\u00f5ivad m\u00f5jutada tulemusi. Seet\u00f5ttu v\u00f5ib olla raske kindlaks teha, kas kordamise eba\u00f5nnestumine on tingitud t\u00f5elisest reprodutseeritavuse puudumisest v\u00f5i lihtsalt metoodilistest erinevustest.<\/p>\n\n\n\n

<\/div>\n\n\n
\n
\"\"<\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Kuidas tagada oma uurimist\u00f6\u00f6 reprodutseeritavus<\/h2>\n\n\n\n

Teadusuuringute reprodutseeritavuse tagamine on oluline, et suurendada usaldust tulemuste vastu, v\u00f5imaldada teistel tulemusi korrata ja edendada teaduslikku arusaamist. Siin on m\u00f5ned sammud, mida saate teha, et tagada oma teadust\u00f6\u00f6 reprodutseeritavus:<\/p>\n\n\n\n

Dokumenteerige oma meetodid ja andmed<\/h3>\n\n\n\n

Pidage \u00fcksikasjalikku arvestust oma katseplaani, metoodika ja andmeanal\u00fc\u00fcsi meetodite kohta. Dokumenteerige k\u00f5ik uuringu k\u00e4igus tehtud muudatused v\u00f5i parandused.<\/p>\n\n\n\n

Jagage oma koodi ja andmeid<\/h3>\n\n\n\n

Oma koodi ja andmete jagamine v\u00f5imaldab teistel oma tulemusi korrata, valideerida oma tulemusi ja kasutada oma t\u00f6\u00f6d edasi. Veenduge, et kasutate avalikku repositooriumi v\u00f5i andmete jagamise platvormi, mis tagab materjalide pikaajalise k\u00e4ttesaadavuse.<\/p>\n\n\n\n

Kasutage avatud l\u00e4htekoodiga tarkvara<\/h3>\n\n\n\n

Avatud l\u00e4htekoodiga tarkvara v\u00f5ib aidata tagada reprodutseeritavust, kuna see tagab anal\u00fc\u00fcsi l\u00e4bipaistvuse ja v\u00e4hendab v\u00f5imalust, et patenteeritud tarkvara v\u00f5ib p\u00f5hjustada vigu v\u00f5i vastuolusid.<\/p>\n\n\n\n

Teha usaldusv\u00e4\u00e4rseid statistilisi anal\u00fc\u00fcse<\/h3>\n\n\n\n

Kasutage asjakohaseid statistilisi meetodeid ja veenduge, et teie tulemused on usaldusv\u00e4\u00e4rsed ega s\u00f5ltu konkreetsetest eeldustest v\u00f5i erandlikest andmepunktidest.<\/p>\n\n\n\n

Tundlikkusanal\u00fc\u00fcside tegemine<\/h3>\n\n\n\n

Hinnake oma j\u00e4relduste usaldusv\u00e4\u00e4rsust, tehes tundlikkusanal\u00fc\u00fcse ning katsetades erinevate eelduste ja v\u00f5imalike k\u00f5rvalekallete m\u00f5ju.<\/p>\n\n\n\n

Vastastikune eksperdihinnang<\/h3>\n\n\n\n

Otsige kolleegide ja kolleegide tagasisidet, et tuvastada v\u00f5imalikke veaallikaid, hinnata oma tulemuste paikapidavust ja tagada aruandluse l\u00e4bipaistvus.<\/p>\n\n\n\n

J\u00e4rgides neid samme, saate aidata tagada, et teie uurimus on reprodutseeritav ja et teised valdkonna teadlased saavad seda kindlalt kasutada.<\/p>\n\n\n\n

Reprodutseeritavus vs korratavus<\/h2>\n\n\n\n
<\/div>\n\n\n
\n
\"\"
Foto: cos.io<\/a><\/em><\/figcaption><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Reprodutseeritavus ja korratavus on teaduslikes uuringutes seotud m\u00f5isted, kuid need viitavad teadusprotsessi erinevatele aspektidele.<\/p>\n\n\n\n

Reprodutseeritavus t\u00e4hendab teadlase v\u00f5imet samu tulemusi samu meetodeid kasutades uuesti luua. Replitseeritavus seevastu viitab teise teadlase v\u00f5imele saada sarnaseid tulemusi, mis on esitatud avaldatud uuringus, kuid kasutades erinevaid andmeid, meetodeid v\u00f5i anal\u00fc\u00fcsimeetodeid. Teisis\u00f5nu, kui keegi teine \u00fcritab teie uuringut korrata, kasutades erinevaid andmeid v\u00f5i meetodeid, peaks ta ikkagi leidma sarnaseid tulemusi. Replitseeritavus on oluline, et hinnata teaduslike tulemuste \u00fcldistatavust ja usaldusv\u00e4\u00e4rsust.<\/p>\n\n\n\n

Nii reprodutseeritavus kui ka korratavus on olulised teadusuuringute kvaliteedi ja terviklikkuse tagamiseks. Reprodutseeritavus tagab, et tulemused on t\u00e4psed ja usaldusv\u00e4\u00e4rsed, samas kui korratavus annab t\u00f5endusmaterjali, et tulemused on usaldusv\u00e4\u00e4rsed ja kohaldatavad laiemalt erinevates olukordades v\u00f5i kontekstides. Seet\u00f5ttu peaksid teadlased oma uurimist\u00f6\u00f6de l\u00e4biviimisel ja aruandluses p\u00fc\u00fcdlema nii reprodutseeritavuse kui ka korratavuse poole.<\/p>\n\n\n\n

Integreerige teave ja illustratsioonid ilusatesse ja m\u00f5jusatesse slaididesse.<\/h2>\n\n\n\n

Mind the Graph<\/a> on veebip\u00f5hine platvorm, mis pakub teadlastele ja uurijatele lihtsat vahendit visuaalselt atraktiivsete teaduslike esitluste, postrite ja graafiliste kokkuv\u00f5tete loomiseks. See pakub laia valikut malle, eelnevalt kujundatud ikoone ja illustratsioone, mida teadlased saavad kasutada, et luua uimastavaid visuaalseid materjale, mis edastavad t\u00f5husalt nende uurimistulemusi.<\/p>\n\n\n\n

<\/div>\n\n\n
\n
\"\"<\/figure><\/div>\n\n\n
<\/div>\n\n\n\n
\n
Looge oma infograafik<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

Lisateave reprodutseeritavuse kohta - v\u00f5ime saada j\u00e4rjepidevaid tulemusi, kui katset v\u00f5i uuringut korratakse.<\/p>","protected":false},"author":35,"featured_media":27150,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"\nThe Importance of Reproducibility in Scientific Research<\/title>\n<meta name=\"description\" content=\"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.\" \/>\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\/ponovljivost\/\" \/>\n<meta property=\"og:locale\" content=\"et_EE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Importance of Reproducibility in Scientific Research\" \/>\n<meta property=\"og:description\" content=\"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/et\/ponovljivost\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-15T12:57:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-03-17T13:12:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/blog-6.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1124\" \/>\n\t<meta property=\"og:image:height\" content=\"613\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ang\u00e9lica Salom\u00e3o\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"The Importance of Reproducibility in Scientific Research\" \/>\n<meta name=\"twitter:description\" content=\"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/blog-6.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ang\u00e9lica Salom\u00e3o\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The Importance of Reproducibility in Scientific Research","description":"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.","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\/ponovljivost\/","og_locale":"et_EE","og_type":"article","og_title":"The Importance of Reproducibility in Scientific Research","og_description":"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.","og_url":"https:\/\/mindthegraph.com\/blog\/et\/ponovljivost\/","og_site_name":"Mind the Graph Blog","article_published_time":"2023-03-15T12:57:44+00:00","article_modified_time":"2023-03-17T13:12:16+00:00","og_image":[{"width":1124,"height":613,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/blog-6.png","type":"image\/png"}],"author":"Ang\u00e9lica Salom\u00e3o","twitter_card":"summary_large_image","twitter_title":"The Importance of Reproducibility in Scientific Research","twitter_description":"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/blog-6.png","twitter_misc":{"Written by":"Ang\u00e9lica Salom\u00e3o","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/sl\/ponovljivost\/","url":"https:\/\/mindthegraph.com\/blog\/sl\/ponovljivost\/","name":"The Importance of Reproducibility in Scientific Research","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2023-03-15T12:57:44+00:00","dateModified":"2023-03-17T13:12:16+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/542e3620319366708346388407c01c0a"},"description":"Learn more about reproducibility, the ability to obtain consistent results when an experiment or study is repeated.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/sl\/ponovljivost\/#breadcrumb"},"inLanguage":"et","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/sl\/ponovljivost\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/sl\/ponovljivost\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"The Importance of Reproducibility in Scientific Research"}]},{"@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\/542e3620319366708346388407c01c0a","name":"Ang\u00e9lica Salom\u00e3o","image":{"@type":"ImageObject","inLanguage":"et","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/a59218eda57fb51e0d7aea836e593cd1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a59218eda57fb51e0d7aea836e593cd1?s=96&d=mm&r=g","caption":"Ang\u00e9lica Salom\u00e3o"},"url":"https:\/\/mindthegraph.com\/blog\/et\/author\/angelica\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/27130"}],"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\/35"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/comments?post=27130"}],"version-history":[{"count":5,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/27130\/revisions"}],"predecessor-version":[{"id":27149,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/posts\/27130\/revisions\/27149"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/media\/27150"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/media?parent=27130"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/categories?post=27130"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/et\/wp-json\/wp\/v2\/tags?post=27130"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}