{"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\/hu\/reprodukalhatosag\/","title":{"rendered":"A reproduk\u00e1lhat\u00f3s\u00e1g fontoss\u00e1ga a tudom\u00e1nyos kutat\u00e1sban"},"content":{"rendered":"

A tudom\u00e1nyos kutat\u00e1s d\u00f6nt\u0151 szerepet j\u00e1tszik a vil\u00e1g megismer\u00e9s\u00e9ben. A tudom\u00e1nyos kutat\u00e1s integrit\u00e1s\u00e1t \u00e9s megb\u00edzhat\u00f3s\u00e1g\u00e1t vesz\u00e9lyezteti, ha az eredm\u00e9nyeket f\u00fcggetlen kutat\u00f3k nem tudj\u00e1k reproduk\u00e1lni. A reproduk\u00e1lhat\u00f3s\u00e1g azt jelenti, hogy egy k\u00eds\u00e9rlet, tanulm\u00e1ny vagy elemz\u00e9s azonos eredm\u00e9nyekkel, azonos m\u00f3dszerek, adatok \u00e9s forr\u00e1sok felhaszn\u00e1l\u00e1s\u00e1val megism\u00e9telhet\u0151. <\/p>\n\n\n\n

Az elm\u00falt \u00e9vekben agg\u00e1lyok mer\u00fcltek fel a tudom\u00e1nyos kutat\u00e1sok reproduk\u00e1lhat\u00f3s\u00e1g\u00e1val kapcsolatban, mivel a tanulm\u00e1nyok azt mutatj\u00e1k, hogy sz\u00e1mos k\u00f6zz\u00e9tett eredm\u00e9ny nem felt\u00e9tlen\u00fcl reproduk\u00e1lhat\u00f3. Ez \"reproduk\u00e1lhat\u00f3s\u00e1gi v\u00e1ls\u00e1ghoz\" vezetett a tudom\u00e1nyban, ami al\u00e1\u00e1ssa a tudom\u00e1nyos kutat\u00e1sba vetett k\u00f6zbizalmat \u00e9s h\u00e1tr\u00e1ltatja a tudom\u00e1ny fejl\u0151d\u00e9s\u00e9t.<\/p>\n\n\n\n

Mit jelent a reproduk\u00e1lhat\u00f3s\u00e1g?<\/h2>\n\n\n\n
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Via GIPHY<\/em><\/figcaption><\/figure><\/div>\n\n\n
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A reproduk\u00e1lhat\u00f3s\u00e1g azt jelenti, hogy egy k\u00eds\u00e9rlet, elemz\u00e9s vagy tanulm\u00e1ny eredm\u00e9nyei reproduk\u00e1lhat\u00f3k vagy \u00fajraalkothat\u00f3k az eredetileg haszn\u00e1lt m\u00f3dszerek, adatok \u00e9s elj\u00e1r\u00e1sok felhaszn\u00e1l\u00e1s\u00e1val. M\u00e1s sz\u00f3val, ha valaki m\u00e1s megism\u00e9teln\u00e9 ugyanazt a k\u00eds\u00e9rletet vagy elemz\u00e9st, hasonl\u00f3 eredm\u00e9nyeket kellene kapnia, mint az eredeti kutat\u00f3nak.<\/p>\n\n\n\n

Ez a tudom\u00e1nyos m\u00f3dszer l\u00e9nyeges eleme, mivel seg\u00edt a kutat\u00e1si eredm\u00e9nyek \u00e9rv\u00e9nyess\u00e9g\u00e9nek \u00e9s megb\u00edzhat\u00f3s\u00e1g\u00e1nak meg\u00e1llap\u00edt\u00e1s\u00e1ban. Lehet\u0151v\u00e9 teszi m\u00e1s kutat\u00f3k sz\u00e1m\u00e1ra, hogy \u00e9rv\u00e9nyes\u00edts\u00e9k az eredm\u00e9nyeket \u00e9s k\u00f6vetkeztet\u00e9seket, \u00e9p\u00edtsenek r\u00e1juk, \u00e9s ellen\u0151rizz\u00e9k vagy c\u00e1folj\u00e1k az eredeti meg\u00e1llap\u00edt\u00e1sokat. Ez\u00e9rt a reproduk\u00e1lhat\u00f3s\u00e1g biztos\u00edt\u00e1sa \u00e9rdek\u00e9ben a kutat\u00f3knak ny\u00edltan hozz\u00e1f\u00e9rhet\u0151v\u00e9 \u00e9s j\u00f3l dokument\u00e1ltan kell tenni\u00fck adataikat, k\u00f3djaikat \u00e9s m\u00f3dszereiket, \u00e9s biztos\u00edtaniuk kell, hogy k\u00eds\u00e9rleteiket \u00e9s elemz\u00e9seiket m\u00e1sok is megism\u00e9telhess\u00e9k.<\/p>\n\n\n\n

A reproduk\u00e1lhat\u00f3s\u00e1g hi\u00e1ny\u00e1hoz hozz\u00e1j\u00e1rul\u00f3 t\u00e9nyez\u0151k<\/h2>\n\n\n\n

A reproduk\u00e1lhat\u00f3s\u00e1g hi\u00e1nya olyan helyzetekre utal, amikor egy vizsg\u00e1lat eredm\u00e9nyeinek megism\u00e9tl\u00e9s\u00e9re tett k\u00eds\u00e9rletek nem vezetnek k\u00f6vetkezetes eredm\u00e9nyekhez. A tudom\u00e1nyos kutat\u00e1sokban a reproduk\u00e1lhat\u00f3s\u00e1g hi\u00e1ny\u00e1hoz sz\u00e1mos t\u00e9nyez\u0151 j\u00e1rulhat hozz\u00e1, \u00edme a leggyakoribbak:<\/p>\n\n\n\n

Hi\u00e1nyos vagy pontatlan jelent\u00e9st\u00e9tel<\/h3>\n\n\n\n

Ha a k\u00eds\u00e9rleti elrendez\u00e9s, az adatelemz\u00e9s vagy a statisztikai m\u00f3dszerek fontos r\u00e9szleteit nem k\u00f6zlik, akkor m\u00e1s kutat\u00f3k sz\u00e1m\u00e1ra neh\u00e9z vagy lehetetlen lehet az eredm\u00e9nyek reproduk\u00e1l\u00e1sa.<\/p>\n\n\n\n

Kis mintanagys\u00e1gok<\/h3>\n\n\n\n

Ha a vizsg\u00e1latokat kis mintanagys\u00e1ggal v\u00e9gzik, nagyobb a kock\u00e1zata annak, hogy az eredm\u00e9nyek a v\u00e9letlennek vagy m\u00e1s, a k\u00eds\u00e9rleti manipul\u00e1ci\u00f3t\u00f3l f\u00fcggetlen t\u00e9nyez\u0151knek tudhat\u00f3k be. Ez megnehez\u00edtheti m\u00e1s kutat\u00f3k sz\u00e1m\u00e1ra az eredm\u00e9nyek megism\u00e9tl\u00e9s\u00e9t.<\/p>\n\n\n\n

Publik\u00e1ci\u00f3s torz\u00edt\u00e1s<\/h3>\n\n\n\n

A kutat\u00f3k \u00e9s a foly\u00f3iratok nagyobb val\u00f3sz\u00edn\u0171s\u00e9ggel sz\u00e1molnak be pozit\u00edv eredm\u00e9nyekr\u0151l, mint null\u00e1s vagy negat\u00edv eredm\u00e9nyekr\u0151l, ami a szignifik\u00e1ns eredm\u00e9nyek t\u00falreprezent\u00e1lts\u00e1g\u00e1hoz vezet a szakirodalomban. Ez f\u00e9lrevezet\u0151 benyom\u00e1st kelthet az eredm\u00e9nyek er\u0151ss\u00e9g\u00e9r\u0151l vagy megalapozotts\u00e1g\u00e1r\u00f3l.<\/p>\n\n\n\n

M\u00f3dszertani v\u00e1ltoz\u00e9konys\u00e1g<\/h3>\n\n\n\n

M\u00e9g akkor is, ha a kutat\u00f3k megpr\u00f3b\u00e1lnak megism\u00e9telni egy vizsg\u00e1latot, az alkalmazott m\u00f3dszerek vagy anyagok k\u00f6z\u00f6tt lehetnek olyan k\u00fcl\u00f6nbs\u00e9gek, amelyek befoly\u00e1solhatj\u00e1k az eredm\u00e9nyt. Ez megnehez\u00edtheti annak meghat\u00e1roz\u00e1s\u00e1t, hogy a megism\u00e9tl\u00e9s sikertelens\u00e9ge a reproduk\u00e1lhat\u00f3s\u00e1g val\u00f3di hi\u00e1ny\u00e1nak vagy egyszer\u0171en m\u00f3dszertani k\u00fcl\u00f6nbs\u00e9geknek tudhat\u00f3 be.<\/p>\n\n\n\n

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Hogyan biztos\u00edthat\u00f3 a reproduk\u00e1lhat\u00f3s\u00e1g a kutat\u00e1sban?<\/h2>\n\n\n\n

A kutat\u00e1sok reproduk\u00e1lhat\u00f3s\u00e1g\u00e1nak biztos\u00edt\u00e1sa elengedhetetlen az eredm\u00e9nyekbe vetett bizalom megteremt\u00e9s\u00e9hez, az eredm\u00e9nyek megism\u00e9tl\u00e9s\u00e9nek lehet\u0151v\u00e9 t\u00e9tel\u00e9hez \u00e9s a tudom\u00e1nyos meg\u00e9rt\u00e9s tov\u00e1bbi el\u0151mozd\u00edt\u00e1s\u00e1hoz. \u00cdme n\u00e9h\u00e1ny l\u00e9p\u00e9s, amelyet megtehet a kutat\u00e1sai reproduk\u00e1lhat\u00f3s\u00e1g\u00e1nak biztos\u00edt\u00e1sa \u00e9rdek\u00e9ben:<\/p>\n\n\n\n

Dokument\u00e1lja m\u00f3dszereit \u00e9s adatait<\/h3>\n\n\n\n

Tartson r\u00e9szletes feljegyz\u00e9st a k\u00eds\u00e9rleti tervr\u0151l, a m\u00f3dszertanr\u00f3l \u00e9s az adatelemz\u00e9si technik\u00e1kr\u00f3l. Dokument\u00e1ljon minden, a vizsg\u00e1lat sor\u00e1n v\u00e9grehajtott v\u00e1ltoztat\u00e1st vagy m\u00f3dos\u00edt\u00e1st.<\/p>\n\n\n\n

Ossza meg k\u00f3dj\u00e1t \u00e9s adatait<\/h3>\n\n\n\n

A k\u00f3d \u00e9s az adatok megoszt\u00e1sa lehet\u0151v\u00e9 teheti m\u00e1sok sz\u00e1m\u00e1ra, hogy reproduk\u00e1lj\u00e1k az eredm\u00e9nyeket, \u00e9rv\u00e9nyes\u00edts\u00e9k a meg\u00e1llap\u00edt\u00e1sokat, \u00e9s a munk\u00e1j\u00e1ra \u00e9p\u00edtsenek. \u00dcgyeljen arra, hogy olyan nyilv\u00e1nos adatt\u00e1rat vagy adatmegoszt\u00f3 platformot haszn\u00e1ljon, amely biztos\u00edtja az anyagok hossz\u00fa t\u00e1v\u00fa el\u00e9rhet\u0151s\u00e9g\u00e9t.<\/p>\n\n\n\n

Ny\u00edlt forr\u00e1sk\u00f3d\u00fa szoftverek haszn\u00e1lata<\/h3>\n\n\n\n

A ny\u00edlt forr\u00e1sk\u00f3d\u00fa szoftverek seg\u00edthetnek a reproduk\u00e1lhat\u00f3s\u00e1g biztos\u00edt\u00e1s\u00e1ban az\u00e1ltal, hogy \u00e1tl\u00e1that\u00f3v\u00e1 teszik az elemz\u00e9st, \u00e9s cs\u00f6kkentik a saj\u00e1t szoftverek hib\u00e1inak vagy ellentmond\u00e1sainak lehet\u0151s\u00e9g\u00e9t.<\/p>\n\n\n\n

Megb\u00edzhat\u00f3 statisztikai elemz\u00e9sek elv\u00e9gz\u00e9se<\/h3>\n\n\n\n

Haszn\u00e1ljon megfelel\u0151 statisztikai m\u00f3dszereket, \u00e9s biztos\u00edtsa, hogy eredm\u00e9nyei megb\u00edzhat\u00f3ak legyenek, \u00e9s ne f\u00fcggjenek bizonyos felt\u00e9telez\u00e9sekt\u0151l vagy kiugr\u00f3 adatpontokt\u00f3l.<\/p>\n\n\n\n

\u00c9rz\u00e9kenys\u00e9gi elemz\u00e9sek elv\u00e9gz\u00e9se<\/h3>\n\n\n\n

\u00c9rz\u00e9kenys\u00e9gi elemz\u00e9sek elv\u00e9gz\u00e9s\u00e9vel, valamint a k\u00fcl\u00f6nb\u00f6z\u0151 feltev\u00e9sek \u00e9s lehets\u00e9ges torz\u00edt\u00e1si forr\u00e1sok hat\u00e1sainak tesztel\u00e9s\u00e9vel \u00e9rt\u00e9kelje a meg\u00e1llap\u00edt\u00e1sai megalapozotts\u00e1g\u00e1t.<\/p>\n\n\n\n

Szakmai \u00e9rt\u00e9kel\u00e9s<\/h3>\n\n\n\n

Keresse a koll\u00e9g\u00e1k \u00e9s a szak\u00e9rt\u0151i v\u00e9lem\u00e9nyez\u0151k v\u00e9lem\u00e9ny\u00e9t \u00e9s visszajelz\u00e9seit a lehets\u00e9ges hibaforr\u00e1sok azonos\u00edt\u00e1sa, az eredm\u00e9nyek \u00e9rv\u00e9nyess\u00e9g\u00e9nek \u00e9rt\u00e9kel\u00e9se \u00e9s a jelent\u00e9s \u00e1tl\u00e1that\u00f3s\u00e1g\u00e1nak biztos\u00edt\u00e1sa \u00e9rdek\u00e9ben.<\/p>\n\n\n\n

Ha ezeket a l\u00e9p\u00e9seket k\u00f6veti, seg\u00edthet biztos\u00edtani, hogy a kutat\u00e1sa reproduk\u00e1lhat\u00f3 legyen, \u00e9s m\u00e1s kutat\u00f3k magabiztosan haszn\u00e1lhass\u00e1k a ter\u00fcleten.<\/p>\n\n\n\n

Reproduk\u00e1lhat\u00f3s\u00e1g vs. Replik\u00e1lhat\u00f3s\u00e1g<\/h2>\n\n\n\n
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F\u00e9nyk\u00e9pek cos.io<\/a><\/em><\/figcaption><\/figure><\/div>\n\n\n
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A tudom\u00e1nyos kutat\u00e1sban a reproduk\u00e1lhat\u00f3s\u00e1g \u00e9s a megism\u00e9telhet\u0151s\u00e9g rokon fogalmak, de a tudom\u00e1nyos folyamat k\u00fcl\u00f6nb\u00f6z\u0151 aspektusaira vonatkoznak.<\/p>\n\n\n\n

A reproduk\u00e1lhat\u00f3s\u00e1g a kutat\u00f3 azon k\u00e9pess\u00e9g\u00e9re utal, hogy ugyanazokat az eredm\u00e9nyeket ugyanazokkal a technik\u00e1kkal \u00fajra el\u0151 tudja \u00e1ll\u00edtani. A reproduk\u00e1lhat\u00f3s\u00e1g m\u00e1sr\u00e9szt arra utal, hogy egy m\u00e1sik kutat\u00f3 k\u00e9pes-e a k\u00f6zz\u00e9tett tanulm\u00e1nyban k\u00f6z\u00f6ltekhez hasonl\u00f3 eredm\u00e9nyeket el\u00e9rni, de m\u00e1s adatokat, m\u00f3dszereket vagy elemz\u00e9si technik\u00e1kat haszn\u00e1lva. M\u00e1s sz\u00f3val, ha valaki m\u00e1s megpr\u00f3b\u00e1lja megism\u00e9telni az \u00d6n tanulm\u00e1ny\u00e1t m\u00e1s adatok vagy m\u00f3dszerek felhaszn\u00e1l\u00e1s\u00e1val, akkor is hasonl\u00f3 eredm\u00e9nyeket kell tal\u00e1lnia. A megism\u00e9telhet\u0151s\u00e9g fontos a tudom\u00e1nyos eredm\u00e9nyek \u00e1ltal\u00e1nos\u00edthat\u00f3s\u00e1g\u00e1nak \u00e9s megalapozotts\u00e1g\u00e1nak \u00e9rt\u00e9kel\u00e9s\u00e9hez.<\/p>\n\n\n\n

Mind a reproduk\u00e1lhat\u00f3s\u00e1g, mind a megism\u00e9telhet\u0151s\u00e9g fontos a tudom\u00e1nyos kutat\u00e1s min\u0151s\u00e9g\u00e9nek \u00e9s integrit\u00e1s\u00e1nak biztos\u00edt\u00e1sa szempontj\u00e1b\u00f3l. A reproduk\u00e1lhat\u00f3s\u00e1g biztos\u00edtja az eredm\u00e9nyek pontoss\u00e1g\u00e1t \u00e9s megb\u00edzhat\u00f3s\u00e1g\u00e1t, m\u00edg a megism\u00e9telhet\u0151s\u00e9g azt bizony\u00edtja, hogy az eredm\u00e9nyek megb\u00edzhat\u00f3ak \u00e9s sz\u00e9lesebb k\u00f6rben alkalmazhat\u00f3ak. Ez\u00e9rt a kutat\u00f3knak a kutat\u00e1saik elv\u00e9gz\u00e9se \u00e9s besz\u00e1mol\u00e1sa sor\u00e1n mind a reproduk\u00e1lhat\u00f3s\u00e1gra, mind a megism\u00e9telhet\u0151s\u00e9gre t\u00f6rekedni\u00fck kell.<\/p>\n\n\n\n

Az inform\u00e1ci\u00f3k \u00e9s illusztr\u00e1ci\u00f3k sz\u00e9p \u00e9s hat\u00e1sos di\u00e1kba integr\u00e1l\u00e1sa<\/h2>\n\n\n\n

Mind the Graph<\/a> egy olyan online platform, amely a tud\u00f3sok \u00e9s kutat\u00f3k sz\u00e1m\u00e1ra egy k\u00f6nnyen haszn\u00e1lhat\u00f3 eszk\u00f6zt biztos\u00edt vizu\u00e1lisan vonz\u00f3 tudom\u00e1nyos prezent\u00e1ci\u00f3k, poszterek \u00e9s grafikus \u00f6sszefoglal\u00f3k k\u00e9sz\u00edt\u00e9s\u00e9hez. Sablonok, el\u0151re megtervezett ikonok \u00e9s illusztr\u00e1ci\u00f3k sz\u00e9les v\u00e1laszt\u00e9k\u00e1t k\u00edn\u00e1lja, amelyek seg\u00edts\u00e9g\u00e9vel a kutat\u00f3k leny\u0171g\u00f6z\u0151 vizu\u00e1lis anyagokat hozhatnak l\u00e9tre, amelyek hat\u00e9konyan kommunik\u00e1lj\u00e1k kutat\u00e1si eredm\u00e9nyeiket.<\/p>\n\n\n\n

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Saj\u00e1t infografika k\u00e9sz\u00edt\u00e9se<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

Tudjon meg t\u00f6bbet a reproduk\u00e1lhat\u00f3s\u00e1gr\u00f3l, azaz arr\u00f3l, hogy egy k\u00eds\u00e9rlet vagy vizsg\u00e1lat megism\u00e9tl\u00e9se eset\u00e9n konzisztens eredm\u00e9nyeket kapunk.<\/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\/hu\/ponovljivost\/\" \/>\n<meta property=\"og:locale\" content=\"hu_HU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The 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