{"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\/tr\/tekrar-uretilebilirlik\/","title":{"rendered":"Bilimsel Ara\u015ft\u0131rmalarda Tekrarlanabilirli\u011fin \u00d6nemi"},"content":{"rendered":"

Bilimsel ara\u015ft\u0131rmalar d\u00fcnyay\u0131 daha iyi anlamam\u0131zda \u00e7ok \u00f6nemli bir rol oynamaktad\u0131r. Sonu\u00e7lar ba\u011f\u0131ms\u0131z ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan yeniden \u00fcretilemedi\u011finde bilimsel ara\u015ft\u0131rman\u0131n b\u00fct\u00fcnl\u00fc\u011f\u00fc ve g\u00fcvenilirli\u011fi tehdit alt\u0131na girer. Tekrarlanabilirlik, bir deneyin, \u00e7al\u0131\u015fman\u0131n veya analizin ayn\u0131 y\u00f6ntemler, veriler ve kaynaklar kullan\u0131larak ayn\u0131 sonu\u00e7larla tekrarlanabilmesidir. <\/p>\n\n\n\n

Son y\u0131llarda, bilimsel ara\u015ft\u0131rmalar\u0131n tekrarlanabilirli\u011fi konusunda endi\u015feler dile getirilmekte ve yay\u0131nlanan bir\u00e7ok bulgunun tekrarlanabilir olmayabilece\u011fini g\u00f6steren \u00e7al\u0131\u015fmalar yap\u0131lmaktad\u0131r. Bu durum bilimde bir \"tekrarlanabilirlik krizine\" yol a\u00e7m\u0131\u015f, bu da kamuoyunun bilimsel ara\u015ft\u0131rmalara olan g\u00fcvenini sarsm\u0131\u015f ve bilimin ilerlemesini engellemi\u015ftir.<\/p>\n\n\n\n

Tekrar \u00fcretilebilirlik nedir?<\/h2>\n\n\n\n
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GIPHY arac\u0131l\u0131\u011f\u0131yla<\/em><\/figcaption><\/figure><\/div>\n\n\n
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Tekrarlanabilirlik, bir deney, analiz veya \u00e7al\u0131\u015fman\u0131n sonu\u00e7lar\u0131n\u0131 orijinal olarak kullan\u0131lan ayn\u0131 y\u00f6ntem, veri ve prosed\u00fcrleri kullanarak yeniden \u00fcretme veya yeniden olu\u015fturma kapasitesini ifade eder. Ba\u015fka bir deyi\u015fle, bir ba\u015fkas\u0131 ayn\u0131 deneyi veya analizi tekrarlayacak olursa, orijinal ara\u015ft\u0131rmac\u0131 ile benzer sonu\u00e7lar elde edebilmelidir.<\/p>\n\n\n\n

Ara\u015ft\u0131rma bulgular\u0131n\u0131n ge\u00e7erlili\u011fini ve g\u00fcvenilirli\u011fini sa\u011flamaya yard\u0131mc\u0131 oldu\u011fu i\u00e7in bilimsel y\u00f6ntemin \u00f6nemli bir unsurudur. Di\u011fer ara\u015ft\u0131rmac\u0131lar\u0131n sonu\u00e7lar\u0131 ve \u00e7\u0131kar\u0131mlar\u0131 do\u011frulamas\u0131n\u0131, bunlar\u0131n \u00fczerine in\u015fa etmesini ve orijinal bulgular\u0131 do\u011frulamas\u0131n\u0131 veya \u00e7\u00fcr\u00fctmesini sa\u011flar. Bu nedenle, tekrarlanabilirli\u011fi sa\u011flamak i\u00e7in ara\u015ft\u0131rmac\u0131lar\u0131n verilerini, kodlar\u0131n\u0131 ve y\u00f6ntemlerini a\u00e7\u0131k bir \u015fekilde eri\u015filebilir ve iyi belgelenmi\u015f hale getirmeleri ve deneylerinin ve analizlerinin ba\u015fkalar\u0131 taraf\u0131ndan tekrarlanabilmesini sa\u011flamalar\u0131 gerekir.<\/p>\n\n\n\n

Tekrarlanabilirlik eksikli\u011fine katk\u0131da bulunan \u015feyler<\/h2>\n\n\n\n

Tekrarlanabilirlik eksikli\u011fi, bir \u00e7al\u0131\u015fman\u0131n bulgular\u0131n\u0131 tekrarlama giri\u015fimlerinin tutarl\u0131 sonu\u00e7lar vermedi\u011fi durumlar\u0131 ifade eder. Bilimsel ara\u015ft\u0131rmalarda tekrarlanabilirlik eksikli\u011fine bir\u00e7ok fakt\u00f6r katk\u0131da bulunabilir, i\u015fte en yayg\u0131n olanlar\u0131:<\/p>\n\n\n\n

Eksik veya hatal\u0131 raporlama<\/h3>\n\n\n\n

Deneysel kurulum, veri analizi veya istatistiksel y\u00f6ntemlerle ilgili \u00f6nemli ayr\u0131nt\u0131lar rapor edilmezse, di\u011fer ara\u015ft\u0131rmac\u0131lar\u0131n sonu\u00e7lar\u0131 yeniden \u00fcretmesi zor veya imkans\u0131z olabilir.<\/p>\n\n\n\n

K\u00fc\u00e7\u00fck \u00f6rneklem boyutlar\u0131<\/h3>\n\n\n\n

\u00c7al\u0131\u015fmalar k\u00fc\u00e7\u00fck \u00f6rneklem b\u00fcy\u00fckl\u00fckleriyle y\u00fcr\u00fct\u00fcld\u00fc\u011f\u00fcnde, sonu\u00e7lar\u0131n \u015fansa veya deneysel manip\u00fclasyonla ilgisi olmayan di\u011fer fakt\u00f6rlere ba\u011fl\u0131 olma riski daha y\u00fcksektir. Bu durum, di\u011fer ara\u015ft\u0131rmac\u0131lar\u0131n bulgular\u0131 tekrarlamas\u0131n\u0131 zorla\u015ft\u0131rabilir.<\/p>\n\n\n\n

Yay\u0131n yanl\u0131l\u0131\u011f\u0131<\/h3>\n\n\n\n

Ara\u015ft\u0131rmac\u0131lar ve dergiler, pozitif sonu\u00e7lar\u0131 bo\u015f veya negatif sonu\u00e7lardan daha fazla bildirme e\u011filiminde olabilir ve bu da literat\u00fcrde anlaml\u0131 bulgular\u0131n a\u015f\u0131r\u0131 temsil edilmesine yol a\u00e7abilir. Bu durum, sonu\u00e7lar\u0131n g\u00fcc\u00fc veya sa\u011flaml\u0131\u011f\u0131 konusunda yan\u0131lt\u0131c\u0131 bir izlenim yaratabilir.<\/p>\n\n\n\n

Metodolojik de\u011fi\u015fkenlik<\/h3>\n\n\n\n

Ara\u015ft\u0131rmac\u0131lar bir \u00e7al\u0131\u015fmay\u0131 tekrarlamaya \u00e7al\u0131\u015ft\u0131klar\u0131nda bile, kullan\u0131lan belirli y\u00f6ntemlerde veya materyallerde sonucu etkileyebilecek farkl\u0131l\u0131klar olabilir. Bu durum, \u00e7o\u011faltma ba\u015far\u0131s\u0131zl\u0131\u011f\u0131n\u0131n ger\u00e7ek bir tekrarlanabilirlik eksikli\u011finden mi yoksa sadece metodolojik farkl\u0131l\u0131klardan m\u0131 kaynakland\u0131\u011f\u0131n\u0131 belirlemeyi zorla\u015ft\u0131rabilir.<\/p>\n\n\n\n

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Ara\u015ft\u0131rman\u0131zda tekrarlanabilirli\u011fi nas\u0131l sa\u011flars\u0131n\u0131z?<\/h2>\n\n\n\n

Ara\u015ft\u0131rmalarda tekrarlanabilirli\u011fi sa\u011flamak, bulgulara g\u00fcven olu\u015fturmak, ba\u015fkalar\u0131n\u0131n sonu\u00e7lar\u0131 tekrarlamas\u0131n\u0131 sa\u011flamak ve bilimsel anlay\u0131\u015f\u0131 daha da ilerletmek i\u00e7in gereklidir. \u0130\u015fte ara\u015ft\u0131rman\u0131zda tekrarlanabilirli\u011fi sa\u011flamak i\u00e7in atabilece\u011finiz baz\u0131 ad\u0131mlar:<\/p>\n\n\n\n

Y\u00f6ntemlerinizi ve verilerinizi belgeleyin<\/h3>\n\n\n\n

Deneysel tasar\u0131m\u0131n\u0131z\u0131n, metodolojinizin ve veri analiz tekniklerinizin ayr\u0131nt\u0131l\u0131 bir kayd\u0131n\u0131 tutun. \u00c7al\u0131\u015fma s\u0131ras\u0131nda yap\u0131lan de\u011fi\u015fiklikleri veya modifikasyonlar\u0131 belgeleyin.<\/p>\n\n\n\n

Kodunuzu ve verilerinizi payla\u015f\u0131n<\/h3>\n\n\n\n

Kodunuzu ve verilerinizi payla\u015fmak, ba\u015fkalar\u0131n\u0131n sonu\u00e7lar\u0131n\u0131z\u0131 yeniden \u00fcretmesine, bulgular\u0131n\u0131z\u0131 do\u011frulamas\u0131na ve \u00e7al\u0131\u015fman\u0131z\u0131 geli\u015ftirmesine olanak tan\u0131yabilir. Materyallerin uzun vadeli kullan\u0131labilirli\u011fini sa\u011flayan halka a\u00e7\u0131k bir depo veya veri payla\u015f\u0131m platformu kulland\u0131\u011f\u0131n\u0131zdan emin olun.<\/p>\n\n\n\n

A\u00e7\u0131k kaynakl\u0131 yaz\u0131l\u0131m kullan\u0131n<\/h3>\n\n\n\n

A\u00e7\u0131k kaynakl\u0131 yaz\u0131l\u0131mlar, analizde \u015feffafl\u0131k sa\u011flayarak ve \u00f6zel m\u00fclk yaz\u0131l\u0131mlar\u0131n hata veya tutars\u0131zl\u0131k yaratma potansiyelini azaltarak tekrarlanabilirli\u011fin sa\u011flanmas\u0131na yard\u0131mc\u0131 olabilir.<\/p>\n\n\n\n

Sa\u011flam istatistiksel analizler ger\u00e7ekle\u015ftirin<\/h3>\n\n\n\n

Uygun istatistiksel y\u00f6ntemler kullan\u0131n ve sonu\u00e7lar\u0131n\u0131z\u0131n sa\u011flam oldu\u011fundan ve belirli varsay\u0131mlara veya ayk\u0131r\u0131 veri noktalar\u0131na ba\u011fl\u0131 olmad\u0131\u011f\u0131ndan emin olun.<\/p>\n\n\n\n

Duyarl\u0131l\u0131k analizlerinin ger\u00e7ekle\u015ftirilmesi<\/h3>\n\n\n\n

Duyarl\u0131l\u0131k analizleri yaparak ve farkl\u0131 varsay\u0131mlar\u0131n ve potansiyel yanl\u0131l\u0131k kaynaklar\u0131n\u0131n etkilerini test ederek bulgular\u0131n\u0131z\u0131n sa\u011flaml\u0131\u011f\u0131n\u0131 de\u011ferlendirin.<\/p>\n\n\n\n

Akran de\u011ferlendirmesi<\/h3>\n\n\n\n

Potansiyel hata kaynaklar\u0131n\u0131 belirlemek, sonu\u00e7lar\u0131n\u0131z\u0131n ge\u00e7erlili\u011fini de\u011ferlendirmek ve raporlaman\u0131zda \u015feffafl\u0131\u011f\u0131 sa\u011flamak i\u00e7in meslekta\u015flar\u0131n\u0131zdan ve hakemlerden girdi ve geri bildirim isteyin.<\/p>\n\n\n\n

Bu ad\u0131mlar\u0131 izleyerek ara\u015ft\u0131rman\u0131z\u0131n tekrarlanabilir olmas\u0131n\u0131 ve alandaki di\u011fer ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan g\u00fcvenle kullan\u0131labilmesini sa\u011flayabilirsiniz.<\/p>\n\n\n\n

Tekrarlanabilirlik vs \u00c7o\u011falt\u0131labilirlik<\/h2>\n\n\n\n
<\/div>\n\n\n
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Foto\u011fraflar cos.io<\/a><\/em><\/figcaption><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Yeniden \u00fcretilebilirlik ve tekrarlanabilirlik bilimsel ara\u015ft\u0131rmada birbiriyle ili\u015fkili kavramlard\u0131r, ancak bilimsel s\u00fcrecin farkl\u0131 y\u00f6nlerine at\u0131fta bulunurlar.<\/p>\n\n\n\n

Tekrarlanabilirlik, bir ara\u015ft\u0131rmac\u0131n\u0131n ayn\u0131 teknikleri kullanarak ayn\u0131 sonu\u00e7lar\u0131 yeniden yaratma becerisini ifade eder. Tekrarlanabilirlik ise, farkl\u0131 bir ara\u015ft\u0131rmac\u0131n\u0131n yay\u0131nlanm\u0131\u015f bir \u00e7al\u0131\u015fmada bildirilen sonu\u00e7lara benzer sonu\u00e7lar elde edebilmesi, ancak farkl\u0131 veriler, y\u00f6ntemler veya analitik teknikler kullanabilmesi anlam\u0131na gelir. Ba\u015fka bir deyi\u015fle, bir ba\u015fkas\u0131 farkl\u0131 veriler veya y\u00f6ntemler kullanarak \u00e7al\u0131\u015fman\u0131z\u0131 tekrarlamaya \u00e7al\u0131\u015f\u0131rsa, yine de benzer sonu\u00e7lar bulmal\u0131d\u0131r. Tekrarlanabilirlik, bilimsel bulgular\u0131n genellenebilirli\u011fini ve sa\u011flaml\u0131\u011f\u0131n\u0131 de\u011ferlendirmek i\u00e7in \u00f6nemlidir.<\/p>\n\n\n\n

Hem tekrarlanabilirlik hem de tekrarlanabilirlik, bilimsel ara\u015ft\u0131rman\u0131n kalitesini ve b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc sa\u011flamak i\u00e7in \u00f6nemlidir. Tekrarlanabilirlik sonu\u00e7lar\u0131n do\u011fru ve g\u00fcvenilir olmas\u0131n\u0131 sa\u011flarken, tekrarlanabilirlik bulgular\u0131n g\u00fcvenilir ve daha geni\u015f bir yelpazedeki durum veya ba\u011flamlara uygulanabilir oldu\u011funa dair kan\u0131t sa\u011flar. Bu nedenle, ara\u015ft\u0131rmac\u0131lar ara\u015ft\u0131rmalar\u0131n\u0131 y\u00fcr\u00fct\u00fcrken ve raporlarken hem tekrarlanabilirlik hem de tekrarlanabilirlik i\u00e7in \u00e7aba g\u00f6stermelidir.<\/p>\n\n\n\n

Bilgileri ve ill\u00fcstrasyonlar\u0131 g\u00fczel ve etkili slaytlara entegre edin<\/h2>\n\n\n\n

Mind the Graph<\/a> bilim insanlar\u0131na ve ara\u015ft\u0131rmac\u0131lara g\u00f6rsel olarak \u00e7ekici bilimsel sunumlar, posterler ve grafik \u00f6zetler olu\u015fturmak i\u00e7in kullan\u0131m\u0131 kolay bir ara\u00e7 sa\u011flayan \u00e7evrimi\u00e7i bir platformdur. Ara\u015ft\u0131rmac\u0131lar\u0131n ara\u015ft\u0131rma bulgular\u0131n\u0131 etkili bir \u015fekilde ileten \u00e7arp\u0131c\u0131 g\u00f6rseller olu\u015fturmak i\u00e7in kullanabilecekleri \u00e7ok \u00e7e\u015fitli \u015fablonlar, \u00f6nceden tasarlanm\u0131\u015f simgeler ve ill\u00fcstrasyonlar sunar.<\/p>\n\n\n\n

<\/div>\n\n\n
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\"\"<\/figure><\/div>\n\n\n
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Kendi \u0130nfografi\u011finizi Olu\u015fturun<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

Bir deney veya \u00e7al\u0131\u015fma tekrarland\u0131\u011f\u0131nda tutarl\u0131 sonu\u00e7lar elde etme yetene\u011fi olan tekrarlanabilirlik hakk\u0131nda daha fazla bilgi edinin.<\/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\/tr\/ponovljivost\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Importance of 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