{"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\/sk\/reprodukovatelnost\/","title":{"rendered":"V\u00fdznam reprodukovate\u013enosti vo vedeckom v\u00fdskume"},"content":{"rendered":"

Vedeck\u00fd v\u00fdskum zohr\u00e1va k\u013e\u00fa\u010dov\u00fa \u00falohu pri zlep\u0161ovan\u00ed n\u00e1\u0161ho ch\u00e1pania sveta. Integrita a spo\u013eahlivos\u0165 vedeck\u00e9ho v\u00fdskumu s\u00fa ohrozen\u00e9, ak v\u00fdsledky nem\u00f4\u017eu by\u0165 reprodukovan\u00e9 nez\u00e1visl\u00fdmi v\u00fdskumn\u00edkmi. Reprodukovate\u013enos\u0165 je schopnos\u0165 experimentu, \u0161t\u00fadie alebo anal\u00fdzy opakova\u0165 sa s rovnak\u00fdmi v\u00fdsledkami, s pou\u017eit\u00edm rovnak\u00fdch met\u00f3d, \u00fadajov a zdrojov. <\/p>\n\n\n\n

V posledn\u00fdch rokoch sa objavili obavy t\u00fdkaj\u00face sa reprodukovate\u013enosti vedeck\u00e9ho v\u00fdskumu, pri\u010dom \u0161t\u00fadie nazna\u010duj\u00fa, \u017ee mnoh\u00e9 publikovan\u00e9 v\u00fdsledky nemusia by\u0165 reprodukovate\u013en\u00e9. To viedlo k \"kr\u00edze reprodukovate\u013enosti\" vo vede, ktor\u00e1 podkop\u00e1va d\u00f4veru verejnosti vo vedeck\u00fd v\u00fdskum a brzd\u00ed vedeck\u00fd pokrok.<\/p>\n\n\n\n

\u010co je to reprodukovate\u013enos\u0165?<\/h2>\n\n\n\n
<\/div>\n\n\n
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Cez GIPHY<\/em><\/figcaption><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Reprodukovate\u013enos\u0165 sa vz\u0165ahuje na schopnos\u0165 reprodukova\u0165 alebo obnovi\u0165 v\u00fdsledky experimentu, anal\u00fdzy alebo \u0161t\u00fadie s pou\u017eit\u00edm t\u00fdch ist\u00fdch met\u00f3d, \u00fadajov a postupov, ktor\u00e9 boli pou\u017eit\u00e9 p\u00f4vodne. In\u00fdmi slovami, ak by niekto in\u00fd zopakoval ten ist\u00fd experiment alebo anal\u00fdzu, mal by by\u0165 schopn\u00fd z\u00edska\u0165 podobn\u00e9 v\u00fdsledky ako p\u00f4vodn\u00fd v\u00fdskumn\u00edk.<\/p>\n\n\n\n

Je to z\u00e1kladn\u00fd aspekt vedeckej met\u00f3dy, preto\u017ee pom\u00e1ha stanovi\u0165 platnos\u0165 a spo\u013eahlivos\u0165 v\u00fdsledkov v\u00fdskumu. Umo\u017e\u0148uje in\u00fdm v\u00fdskumn\u00edkom overi\u0165 v\u00fdsledky a z\u00e1very, nadviaza\u0165 na ne a overi\u0165 alebo vyvr\u00e1ti\u0165 p\u00f4vodn\u00e9 zistenia. Preto na zabezpe\u010denie reprodukovate\u013enosti musia v\u00fdskumn\u00ed pracovn\u00edci otvorene spr\u00edstupni\u0165 a dobre zdokumentova\u0165 svoje \u00fadaje, k\u00f3d a met\u00f3dy a zabezpe\u010di\u0165, aby ich experimenty a anal\u00fdzy mohli opakova\u0165 in\u00ed.<\/p>\n\n\n\n

Veci, ktor\u00e9 prispeli k nedostato\u010dnej reprodukovate\u013enosti<\/h2>\n\n\n\n

Nedostato\u010dn\u00e1 reprodukovate\u013enos\u0165 sa vz\u0165ahuje na situ\u00e1cie, ke\u010f pokusy o opakovanie v\u00fdsledkov \u0161t\u00fadie neprin\u00e1\u0161aj\u00fa konzistentn\u00e9 v\u00fdsledky. K nedostato\u010dnej reprodukovate\u013enosti vo vedeckom v\u00fdskume m\u00f4\u017ee prispie\u0165 mnoho faktorov, z ktor\u00fdch uv\u00e1dzame tie naj\u010dastej\u0161ie:<\/p>\n\n\n\n

Ne\u00fapln\u00e9 alebo nepresn\u00e9 hl\u00e1senie<\/h3>\n\n\n\n

Ak nie s\u00fa uveden\u00e9 d\u00f4le\u017eit\u00e9 podrobnosti o experiment\u00e1lnom usporiadan\u00ed, anal\u00fdze \u00fadajov alebo \u0161tatistick\u00fdch met\u00f3dach, m\u00f4\u017ee by\u0165 pre in\u00fdch v\u00fdskumn\u00edkov \u0165a\u017ek\u00e9 alebo nemo\u017en\u00e9 reprodukova\u0165 v\u00fdsledky.<\/p>\n\n\n\n

Mal\u00e9 ve\u013ekosti vzoriek<\/h3>\n\n\n\n

Ak sa \u0161t\u00fadie vykon\u00e1vaj\u00fa na mal\u00fdch vzork\u00e1ch, existuje v\u00e4\u010d\u0161ie riziko, \u017ee v\u00fdsledky s\u00fa sp\u00f4soben\u00e9 n\u00e1hodou alebo in\u00fdmi faktormi, ktor\u00e9 nes\u00favisia s experiment\u00e1lnou manipul\u00e1ciou. To m\u00f4\u017ee in\u00fdm v\u00fdskumn\u00edkom s\u0165a\u017ei\u0165 replikovanie zisten\u00ed.<\/p>\n\n\n\n

Predpojatos\u0165 publik\u00e1cie<\/h3>\n\n\n\n

V\u00fdskumn\u00edci a \u010dasopisy m\u00f4\u017eu \u010dastej\u0161ie uv\u00e1dza\u0165 pozit\u00edvne v\u00fdsledky ako nulov\u00e9 alebo negat\u00edvne v\u00fdsledky, \u010do vedie k nadmern\u00e9mu zast\u00fapeniu v\u00fdznamn\u00fdch zisten\u00ed v literat\u00fare. To m\u00f4\u017ee vytvori\u0165 myln\u00fd dojem o sile alebo robustnosti v\u00fdsledkov.<\/p>\n\n\n\n

Metodick\u00e1 variabilita<\/h3>\n\n\n\n

Aj ke\u010f sa v\u00fdskumn\u00edci pok\u00fa\u0161aj\u00fa o opakovanie \u0161t\u00fadie, m\u00f4\u017eu sa vyskytn\u00fa\u0165 rozdiely v konkr\u00e9tnych pou\u017eit\u00fdch met\u00f3dach alebo materi\u00e1loch, ktor\u00e9 m\u00f4\u017eu ovplyvni\u0165 v\u00fdsledok. To m\u00f4\u017ee s\u0165a\u017ei\u0165 ur\u010denie, \u010di je ne\u00faspech pri replik\u00e1cii sp\u00f4soben\u00fd skuto\u010dn\u00fdm nedostatkom reprodukovate\u013enosti alebo len metodick\u00fdmi rozdielmi.<\/p>\n\n\n\n

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

Ako zabezpe\u010di\u0165 reprodukovate\u013enos\u0165 v\u00fdskumu<\/h2>\n\n\n\n

Zabezpe\u010denie reprodukovate\u013enosti vo v\u00fdskume je nevyhnutn\u00e9 na vybudovanie d\u00f4very v zistenia, umo\u017enenie ostatn\u00fdm opakova\u0165 v\u00fdsledky a \u010fal\u0161\u00ed pokrok vo vedeckom poznan\u00ed. Tu je nieko\u013eko krokov, ktor\u00e9 m\u00f4\u017eete podnikn\u00fa\u0165 na zabezpe\u010denie reprodukovate\u013enosti vo va\u0161om v\u00fdskume:<\/p>\n\n\n\n

Zdokumentujte svoje met\u00f3dy a \u00fadaje<\/h3>\n\n\n\n

Podrobne si zaznamenajte n\u00e1vrh experimentu, metodiku a techniky anal\u00fdzy \u00fadajov. Zdokumentujte v\u0161etky zmeny alebo \u00fapravy vykonan\u00e9 po\u010das \u0161t\u00fadie.<\/p>\n\n\n\n

Zdie\u013eanie k\u00f3du a \u00fadajov<\/h3>\n\n\n\n

Zdie\u013eanie k\u00f3du a \u00fadajov umo\u017en\u00ed ostatn\u00fdm reprodukova\u0165 va\u0161e v\u00fdsledky, overi\u0165 va\u0161e zistenia a nadviaza\u0165 na va\u0161u pr\u00e1cu. Uistite sa, \u017ee pou\u017e\u00edvate verejn\u00e9 \u00falo\u017eisko alebo platformu na zdie\u013eanie \u00fadajov, ktor\u00e1 zabezpe\u010duje dlhodob\u00fa dostupnos\u0165 materi\u00e1lov.<\/p>\n\n\n\n

Pou\u017e\u00edvanie softv\u00e9ru s otvoren\u00fdm zdrojov\u00fdm k\u00f3dom<\/h3>\n\n\n\n

Softv\u00e9r s otvoren\u00fdm zdrojov\u00fdm k\u00f3dom m\u00f4\u017ee pom\u00f4c\u0165 zabezpe\u010di\u0165 reprodukovate\u013enos\u0165 t\u00fdm, \u017ee poskytuje transparentnos\u0165 anal\u00fdzy a zni\u017euje potenci\u00e1l propriet\u00e1rneho softv\u00e9ru vn\u00e1\u0161a\u0165 chyby alebo nezrovnalosti.<\/p>\n\n\n\n

Vykon\u00e1vanie spo\u013eahliv\u00fdch \u0161tatistick\u00fdch anal\u00fdz<\/h3>\n\n\n\n

Pou\u017e\u00edvajte vhodn\u00e9 \u0161tatistick\u00e9 met\u00f3dy a zabezpe\u010dte, aby va\u0161e v\u00fdsledky boli spo\u013eahliv\u00e9 a neboli z\u00e1visl\u00e9 od konkr\u00e9tnych predpokladov alebo od\u013eahl\u00fdch d\u00e1tov\u00fdch bodov.<\/p>\n\n\n\n

Vykon\u00e1vanie anal\u00fdz citlivosti<\/h3>\n\n\n\n

Vyhodno\u0165te spo\u013eahlivos\u0165 svojich zisten\u00ed vykonan\u00edm anal\u00fdz citlivosti a otestovan\u00edm \u00fa\u010dinkov r\u00f4znych predpokladov a potenci\u00e1lnych zdrojov skreslenia.<\/p>\n\n\n\n

Vz\u00e1jomn\u00e9 hodnotenie<\/h3>\n\n\n\n

Vy\u017eiadajte si podnety a sp\u00e4tn\u00fa v\u00e4zbu od kolegov a odborn\u00fdch hodnotite\u013eov s cie\u013eom identifikova\u0165 potenci\u00e1lne zdroje ch\u00fdb, pos\u00fadi\u0165 platnos\u0165 va\u0161ich v\u00fdsledkov a zabezpe\u010di\u0165 transparentnos\u0165 va\u0161ich spr\u00e1v.<\/p>\n\n\n\n

Dodr\u017eiavan\u00edm t\u00fdchto krokov pom\u00f4\u017eete zabezpe\u010di\u0165, aby bol v\u00e1\u0161 v\u00fdskum reprodukovate\u013en\u00fd a mohli ho s istotou pou\u017ei\u0165 \u010fal\u0161\u00ed v\u00fdskumn\u00edci v tejto oblasti.<\/p>\n\n\n\n

Reprodukovate\u013enos\u0165 vs. opakovate\u013enos\u0165<\/h2>\n\n\n\n
<\/div>\n\n\n
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Fotografia od cos.io<\/a><\/em><\/figcaption><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Reprodukovate\u013enos\u0165 a replikovate\u013enos\u0165 s\u00fa vo vedeckom v\u00fdskume pr\u00edbuzn\u00e9 pojmy, ale t\u00fdkaj\u00fa sa r\u00f4znych aspektov vedeck\u00e9ho procesu.<\/p>\n\n\n\n

Reprodukovate\u013enos\u0165 sa vz\u0165ahuje na schopnos\u0165 v\u00fdskumn\u00e9ho pracovn\u00edka op\u00e4tovne vytvori\u0165 rovnak\u00e9 v\u00fdsledky s pou\u017eit\u00edm rovnak\u00fdch techn\u00edk. Replikovate\u013enos\u0165 na druhej strane znamen\u00e1 schopnos\u0165 in\u00e9ho v\u00fdskumn\u00edka z\u00edska\u0165 podobn\u00e9 v\u00fdsledky, ak\u00e9 s\u00fa uveden\u00e9 v publikovanej \u0161t\u00fadii, ale s pou\u017eit\u00edm in\u00fdch \u00fadajov, met\u00f3d alebo analytick\u00fdch techn\u00edk. In\u00fdmi slovami, ak sa niekto in\u00fd pok\u00fasi zopakova\u0165 va\u0161u \u0161t\u00fadiu s pou\u017eit\u00edm in\u00fdch \u00fadajov alebo met\u00f3d, mal by st\u00e1le n\u00e1js\u0165 podobn\u00e9 v\u00fdsledky. Replikovate\u013enos\u0165 je d\u00f4le\u017eit\u00e1 na pos\u00fadenie zov\u0161eobecnite\u013enosti a spo\u013eahlivosti vedeck\u00fdch zisten\u00ed.<\/p>\n\n\n\n

Reprodukovate\u013enos\u0165 aj opakovate\u013enos\u0165 s\u00fa d\u00f4le\u017eit\u00e9 pre zabezpe\u010denie kvality a integrity vedeck\u00e9ho v\u00fdskumu. Reprodukovate\u013enos\u0165 zabezpe\u010duje, \u017ee v\u00fdsledky s\u00fa presn\u00e9 a d\u00f4veryhodn\u00e9, zatia\u013e \u010do replikovate\u013enos\u0165 poskytuje d\u00f4kaz, \u017ee zistenia s\u00fa spo\u013eahliv\u00e9 a pou\u017eite\u013en\u00e9 v \u0161ir\u0161om rozsahu situ\u00e1ci\u00ed alebo kontextov. Preto by sa v\u00fdskumn\u00ed pracovn\u00edci mali pri vykon\u00e1van\u00ed a pod\u00e1van\u00ed spr\u00e1v o svojom v\u00fdskume usilova\u0165 o reprodukovate\u013enos\u0165 aj replikovate\u013enos\u0165.<\/p>\n\n\n\n

Integr\u00e1cia inform\u00e1ci\u00ed a ilustr\u00e1ci\u00ed do kr\u00e1snych a p\u00f4sobiv\u00fdch prezent\u00e1ci\u00ed<\/h2>\n\n\n\n

Mind the Graph<\/a> je online platforma, ktor\u00e1 poskytuje vedcom a v\u00fdskumn\u00edkom \u013eahko pou\u017eite\u013en\u00fd n\u00e1stroj na vytv\u00e1ranie vizu\u00e1lne atrakt\u00edvnych vedeck\u00fdch prezent\u00e1ci\u00ed, posterov a grafick\u00fdch abstraktov. Pon\u00faka \u0161irok\u00fa \u0161k\u00e1lu \u0161abl\u00f3n, predpripraven\u00fdch ikon a ilustr\u00e1ci\u00ed, ktor\u00e9 m\u00f4\u017eu v\u00fdskumn\u00ed pracovn\u00edci pou\u017ei\u0165 na vytvorenie \u00fa\u017easn\u00fdch vizu\u00e1lov, ktor\u00e9 efekt\u00edvne sprostredkuj\u00fa v\u00fdsledky ich v\u00fdskumu.<\/p>\n\n\n\n

<\/div>\n\n\n
\n
\"\"<\/figure><\/div>\n\n\n
<\/div>\n\n\n\n
\n
Vytvorte si vlastn\u00fa infografiku<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

Zistite viac o reprodukovate\u013enosti, schopnosti z\u00edska\u0165 konzistentn\u00e9 v\u00fdsledky pri opakovan\u00ed experimentu alebo \u0161t\u00fadie.<\/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\/sk\/ponovljivost\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Importance of Reproducibility in Scientific 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