{"id":49380,"date":"2023-11-03T07:07:00","date_gmt":"2023-11-03T10:07:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/chatgpt-citations-copy\/"},"modified":"2023-10-31T16:20:02","modified_gmt":"2023-10-31T19:20:02","slug":"experimental-design","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/cs\/experimentalni-navrh\/","title":{"rendered":"Experiment\u00e1ln\u00ed design: Stavebn\u00ed kameny spolehliv\u00e9ho v\u00fdzkumu"},"content":{"rendered":"<p>P\u0159i v\u011bdeck\u00e9m v\u00fdzkumu je d\u016fle\u017eit\u00e9 zjistit, pro\u010d se n\u011bco d\u011bje. Zde se st\u00e1v\u00e1 nepostradateln\u00fdm experiment\u00e1ln\u00ed design, kter\u00fd pom\u00e1h\u00e1 v\u00fdzkumn\u00edk\u016fm odhalit tajemstv\u00ed vztah\u016f p\u0159\u00ed\u010diny a n\u00e1sledku. Pe\u010dliv\u00fdm pl\u00e1nov\u00e1n\u00edm experiment\u016f, shroma\u017e\u010fov\u00e1n\u00edm p\u0159esn\u00fdch \u00fadaj\u016f a jejich promy\u0161lenou anal\u00fdzou d\u00e1v\u00e1 experiment\u00e1ln\u00ed design v\u00fdzkumn\u00edk\u016fm n\u00e1stroje, kter\u00e9 jim umo\u017en\u00ed zjistit a pochopit, jak spolu r\u016fzn\u00e9 v\u011bci souvisej\u00ed. V tomto \u010dl\u00e1nku se sezn\u00e1m\u00edme s oborem experiment\u00e1ln\u00edho designu, pochop\u00edme jeho v\u00fdznam, \u00fa\u010del a r\u016fzn\u00e9 metody pou\u017e\u00edvan\u00e9 v r\u016fzn\u00fdch oblastech studia.<\/p>\n\n\n\n<h2 id=\"h-what-is-experimental-design\"><strong>Co je to experiment\u00e1ln\u00ed design?<\/strong><\/h2>\n\n\n\n<p>Experiment\u00e1ln\u00ed design je systematick\u00fd p\u0159\u00edstup k pl\u00e1nov\u00e1n\u00ed, prov\u00e1d\u011bn\u00ed a anal\u00fdze experiment\u016f s c\u00edlem identifikovat a pochopit p\u0159\u00ed\u010dinn\u00e9 vztahy mezi prom\u011bnn\u00fdmi. Zahrnuje pe\u010dliv\u00e9 navr\u017een\u00ed experimentu tak, aby se kontrolovaly potenci\u00e1ln\u00ed matouc\u00ed faktory a aby se zajistilo, \u017ee \u00fasil\u00ed o sb\u011br dat \u00fa\u010dinn\u011b odpov\u00edd\u00e1 v\u00fdzkumn\u00fdm ot\u00e1zk\u00e1m a hypot\u00e9z\u00e1m. Experiment\u00e1ln\u00ed design zahrnuje v\u00fdb\u011br faktor\u016f a zp\u016fsob\u016f o\u0161et\u0159en\u00ed, p\u0159i\u0159azen\u00ed \u00fa\u010dastn\u00edk\u016f nebo subjekt\u016f k r\u016fzn\u00fdm podm\u00ednk\u00e1m a sb\u011br a anal\u00fdzu dat za \u00fa\u010delem vyvozen\u00ed smyslupln\u00fdch z\u00e1v\u011br\u016f. Pou\u017eit\u00edm r\u016fzn\u00fdch experiment\u00e1ln\u00edch pl\u00e1n\u016f, jako jsou zcela n\u00e1hodn\u00e9, n\u00e1hodn\u00e9 blokov\u00e9 a observa\u010dn\u00ed studie, mohou v\u00fdzkumn\u00ed pracovn\u00edci zv\u00fd\u0161it platnost a spolehlivost sv\u00fdch zji\u0161t\u011bn\u00ed.<\/p>\n\n\n\n<h2 id=\"h-types-of-experimental-design\"><strong>Typy experiment\u00e1ln\u00edho designu<\/strong><\/h2>\n\n\n\n<p>Experiment\u00e1ln\u00ed n\u00e1vrhy zahrnuj\u00ed r\u016fzn\u00e9 typy, kter\u00e9 lze p\u0159izp\u016fsobit tak, aby vyhovovaly konkr\u00e9tn\u00edm po\u017eadavk\u016fm. <a href=\"https:\/\/mindthegraph.com\/blog\/objectives-in-research-paper\/\">c\u00edle v\u00fdzkumu<\/a> a nastaven\u00ed. Ka\u017ed\u00fd design nab\u00edz\u00ed jedine\u010dn\u00e9 v\u00fdhody a omezen\u00ed a umo\u017e\u0148uje v\u00fdzkumn\u00edk\u016fm kontrolovat matouc\u00ed faktory, zkoumat interak\u010dn\u00ed efekty nebo pracovat v r\u00e1mci etick\u00fdch omezen\u00ed. Zde jsou uvedeny n\u011bkter\u00e9 b\u011b\u017en\u00e9 typy experiment\u00e1ln\u00edch pl\u00e1n\u016f:<\/p>\n\n\n\n<h3 id=\"h-independent-measures\"><strong>Nez\u00e1visl\u00e1 opat\u0159en\u00ed<\/strong><\/h3>\n\n\n\n<p>Nez\u00e1visl\u00e1 m\u011b\u0159en\u00ed, zn\u00e1m\u00e1 tak\u00e9 jako design mezi subjekty nebo design nez\u00e1visl\u00fdch skupin, je koncept v experiment\u00e1ln\u00edm designu, kdy jsou r\u016fzn\u00ed \u00fa\u010dastn\u00edci p\u0159i\u0159azeni k r\u016fzn\u00fdm experiment\u00e1ln\u00edm podm\u00ednk\u00e1m nebo skupin\u00e1m. V tomto designu se ka\u017ed\u00fd \u00fa\u010dastn\u00edk setk\u00e1v\u00e1 pouze s jednou \u00farovn\u00ed nez\u00e1visl\u00e9 prom\u011bnn\u00e9 a jeho odpov\u011bdi nebo v\u00fdsledky jsou porovn\u00e1v\u00e1ny nap\u0159\u00ed\u010d t\u011bmito r\u016fzn\u00fdmi skupinami.<\/p>\n\n\n\n<p>Pou\u017eit\u00ed nez\u00e1visl\u00fdch m\u011b\u0159en\u00ed umo\u017e\u0148uje v\u00fdzkumn\u00edk\u016fm zkoumat v\u00edce podm\u00ednek sou\u010dasn\u011b, \u010d\u00edm\u017e se sni\u017euje potenci\u00e1ln\u00ed vliv individu\u00e1ln\u00edch rozd\u00edl\u016f a prom\u011bnn\u00fdch souvisej\u00edc\u00edch s \u00fa\u010dastn\u00edky. Vy\u017eaduje v\u0161ak v\u011bt\u0161\u00ed velikost vzorku a p\u0159edstavuje riziko nerovnom\u011brn\u00e9ho slo\u017een\u00ed skupin. K \u0159e\u0161en\u00ed tohoto probl\u00e9mu se \u010dasto pou\u017e\u00edv\u00e1 n\u00e1hodn\u00e9 p\u0159i\u0159azen\u00ed, kter\u00e9 zaji\u0161\u0165uje, \u017ee \u00fa\u010dastn\u00edci jsou n\u00e1hodn\u011b rozd\u011bleni mezi r\u016fzn\u00e9 podm\u00ednky.<\/p>\n\n\n\n<h3 id=\"h-matched-pairs\"><strong>Shodn\u00e9 p\u00e1ry<\/strong><\/h3>\n\n\n\n<p>P\u0159i navrhov\u00e1n\u00ed experiment\u016f maj\u00ed v\u00fdzkumn\u00ed pracovn\u00edci r\u016fzn\u00e9 mo\u017enosti, jak \u0159e\u0161it probl\u00e9m sn\u00ed\u017een\u00ed variability a z\u00edsk\u00e1n\u00ed spolehliv\u00fdch v\u00fdsledk\u016f. Jedn\u00edm z p\u0159\u00edstup\u016f je pou\u017eit\u00ed experiment\u00e1ln\u00edho designu srovn\u00e1van\u00fdch dvojic, kter\u00fd spad\u00e1 do kategorie studi\u00ed mezi subjekty. V tomto designu se v\u00fdzkumn\u00edci sna\u017e\u00ed minimalizovat ji\u017e existuj\u00edc\u00ed rozd\u00edly mezi experiment\u00e1ln\u00edmi skupinami t\u00edm, \u017ee spoj\u00ed subjekty s podobn\u00fdmi charakteristikami. Ka\u017ed\u00e1 dvojice se skl\u00e1d\u00e1 ze dvou \u00fa\u010dastn\u00edk\u016f, z nich\u017e jeden je p\u0159i\u0159azen k l\u00e9\u010debn\u00e9 skupin\u011b a druh\u00fd ke kontroln\u00ed skupin\u011b.&nbsp;<\/p>\n\n\n\n<p>A\u010dkoli nemus\u00ed dosahovat stejn\u00e9 \u00farovn\u011b shody jako n\u00e1vrhy v r\u00e1mci subjekt\u016f, pom\u00e1h\u00e1 n\u00e1vrh srovnan\u00fdch p\u00e1r\u016f sn\u00ed\u017eit variabilitu mezi skupinami a vyhnout se efekt\u016fm po\u0159ad\u00ed l\u00e9\u010dby. Tento p\u0159\u00edstup v\u0161ak m\u016f\u017ee b\u00fdt \u010dasov\u011b n\u00e1ro\u010dn\u00fd a z\u00e1vis\u00ed na nalezen\u00ed vhodn\u00fdch srovn\u00e1van\u00fdch p\u00e1r\u016f. V\u00fdb\u011br vhodn\u00e9ho experiment\u00e1ln\u00edho designu celkov\u011b vy\u017eaduje pe\u010dliv\u00e9 zv\u00e1\u017een\u00ed probl\u00e9m\u016f v dan\u00e9 oblasti, dostupn\u00fdch zdroj\u016f a dan\u00e9 v\u00fdzkumn\u00e9 ot\u00e1zky.<\/p>\n\n\n\n<h3 id=\"h-repeated-measures-design\"><strong>Design opakovan\u00fdch m\u011b\u0159en\u00ed<\/strong><\/h3>\n\n\n\n<p>Design opakovan\u00fdch m\u011b\u0159en\u00ed, zn\u00e1m\u00fd tak\u00e9 jako design v r\u00e1mci subjektu, je experiment\u00e1ln\u00ed p\u0159\u00edstup, kdy jsou stejn\u00ed \u00fa\u010dastn\u00edci vystaveni v\u00edce podm\u00ednk\u00e1m nebo \u00farovn\u00edm nez\u00e1visl\u00e9 prom\u011bnn\u00e9. M\u011b\u0159en\u00ed odpov\u011bd\u00ed \u00fa\u010dastn\u00edk\u016f za r\u016fzn\u00fdch podm\u00ednek umo\u017e\u0148uje zkoumat rozd\u00edly uvnit\u0159 subjektu a z\u00e1rove\u0148 minimalizovat individu\u00e1ln\u00ed variabilitu. Je v\u0161ak d\u016fle\u017eit\u00e9 \u0159e\u0161it potenci\u00e1ln\u00ed efekty po\u0159ad\u00ed pomoc\u00ed technik vyva\u017eov\u00e1n\u00ed.&nbsp;<\/p>\n\n\n\n<p>Opakovan\u00e9 m\u011b\u0159en\u00ed nab\u00edz\u00ed v\u00fdhody, jako je vy\u0161\u0161\u00ed statistick\u00e1 s\u00edla a vhled do individu\u00e1ln\u00edch rozd\u00edl\u016f. Anal\u00fdza dat \u010dasto zahrnuje specializovan\u00e9 statistick\u00e9 techniky. Celkov\u011b poskytuje design opakovan\u00fdch m\u011b\u0159en\u00ed cennou metodu pro studium zm\u011bn v r\u00e1mci \u00fa\u010dastn\u00edk\u016f a pochopen\u00ed \u00fa\u010dink\u016f nez\u00e1visl\u00fdch prom\u011bnn\u00fdch p\u0159i kontrole individu\u00e1ln\u00edch rozd\u00edl\u016f.<\/p>\n\n\n\n<h2 id=\"h-between-subjects-vs-within-subjects\"><strong>Mezi subjekty a v r\u00e1mci subjekt\u016f<\/strong><\/h2>\n\n\n\n<p>V p\u0159\u00edpad\u011b mezisubjektov\u00e9ho designu jsou \u00fa\u010dastn\u00edci za\u0159azeni do r\u016fzn\u00fdch skupin, nap\u0159. do terapeutick\u00e9 nebo kontroln\u00ed skupiny, a na konci experimentu jsou tyto skupiny porovn\u00e1ny. Tento p\u0159\u00edstup, zn\u00e1m\u00fd tak\u00e9 jako design nez\u00e1visl\u00fdch m\u011b\u0159en\u00ed, zaji\u0161\u0165uje, \u017ee ka\u017ed\u00fd \u00fa\u010dastn\u00edk je vystaven pouze jedn\u00e9 podm\u00ednce. Nicm\u00e9n\u011b ji\u017e existuj\u00edc\u00ed rozd\u00edly mezi skupinami mohou potenci\u00e1ln\u011b ovlivnit v\u00fdsledky, a to i p\u0159es snahu o n\u00e1hodn\u00e9 p\u0159i\u0159azen\u00ed.<\/p>\n\n\n\n<p>Na druhou stranu, v r\u00e1mci projektu v r\u00e1mci subjektu, kter\u00fd se tak\u00e9 ozna\u010duje jako projekt opakovan\u00fdch m\u011b\u0159en\u00ed, se \u00fa\u010dastn\u00edci setk\u00e1vaj\u00ed se v\u0161emi podm\u00ednkami l\u00e9\u010dby a jsou m\u011b\u0159eni pro ka\u017edou z nich. Tento pl\u00e1n umo\u017e\u0148uje ka\u017ed\u00e9mu \u00fa\u010dastn\u00edkovi slou\u017eit jako jeho kontrola, co\u017e sni\u017euje variabilitu a zvy\u0161uje statistickou s\u00edlu. Po\u0159ad\u00ed, v jak\u00e9m jsou l\u00e9\u010debn\u00e9 postupy pod\u00e1v\u00e1ny, v\u0161ak m\u016f\u017ee ovlivnit v\u00fdsledky a v\u00fdzkumn\u00edci mus\u00ed m\u00edt na pam\u011bti mo\u017en\u00e9 \u00fa\u010dinky praxe a \u00fanavy.<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"550\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2.png\" alt=\"experiment\u00e1ln\u00ed design\" class=\"wp-image-49387\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2.png 600w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2-300x275.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2-13x12.png 13w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2-100x92.png 100w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-1-blog-2-150x138.png 150w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption class=\"wp-element-caption\"><em>Vyrobeno s <strong><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph<\/a><\/strong><\/em><\/figcaption><\/figure><\/div>\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Volba mezi projektem mezi subjekty a projektem v r\u00e1mci subjekt\u016f vy\u017eaduje pe\u010dliv\u00e9 zv\u00e1\u017een\u00ed c\u00edl\u016f v\u00fdzkumu, povahy zkouman\u00fdch prom\u011bnn\u00fdch a potenci\u00e1ln\u00edch matouc\u00edch faktor\u016f.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-developing-an-experimental-design\"><strong>V\u00fdvoj experiment\u00e1ln\u00edho designu<\/strong><\/h2>\n\n\n\n<p>V\u00fdvoj experiment\u00e1ln\u00edho designu zahrnuje pe\u010dliv\u00e9 pl\u00e1nov\u00e1n\u00ed, aby bylo mo\u017en\u00e9 optimalizovat sb\u011br d\u016fv\u011bryhodn\u00fdch \u00fadaj\u016f a odhalit p\u0159\u00ed\u010dinn\u00e9 vztahy. Prim\u00e1rn\u00edm c\u00edlem t\u011bchto studi\u00ed je pozorovat \u00fa\u010dinky, kter\u00e9 existuj\u00ed v r\u00e1mci zkouman\u00e9 populace, p\u0159i\u010dem\u017e se up\u0159ednost\u0148uje identifikace p\u0159\u00ed\u010dinn\u00fdch \u00fa\u010dink\u016f. To vy\u017eaduje izolovat skute\u010dn\u00fd \u00fa\u010dinek ka\u017ed\u00e9ho faktoru od potenci\u00e1ln\u00edch matouc\u00edch prom\u011bnn\u00fdch a vytv\u00e1\u0159et z\u00e1v\u011bry, kter\u00e9 lze zobecnit na re\u00e1ln\u00fd sv\u011bt.<\/p>\n\n\n\n<p>Pro dosa\u017een\u00ed t\u011bchto c\u00edl\u016f se v experiment\u00e1ln\u00edch n\u00e1vrz\u00edch up\u0159ednost\u0148uje validita a spolehlivost dat a intern\u00ed a extern\u00ed validita experimentu. Pokud je experiment validn\u00ed a spolehliv\u00fd, mohou si v\u00fdzkumn\u00edci b\u00fdt jisti p\u0159esnost\u00ed a konzistenc\u00ed sv\u00fdch postup\u016f a dat, co\u017e vede ke spolehliv\u00fdm v\u00fdsledk\u016fm.<\/p>\n\n\n\n<p>\u00dasp\u011b\u0161n\u00fd n\u00e1vrh experimentu zahrnuje n\u00e1sleduj\u00edc\u00ed kl\u00ed\u010dov\u00e9 prvky:<\/p>\n\n\n\n<h3 id=\"h-preplanning\"><strong>P\u0159edb\u011b\u017en\u00e9 pl\u00e1nov\u00e1n\u00ed<\/strong><\/h3>\n\n\n\n<p>V\u00fdznamn\u00fd d\u016fraz je kladen na d\u016fkladn\u00e9 p\u0159edb\u011b\u017en\u00e9 pl\u00e1nov\u00e1n\u00ed, p\u0159i n\u011bm\u017e v\u00fdzkumn\u00edci pe\u010dliv\u011b zva\u017euj\u00ed v\u00fdzkumnou ot\u00e1zku, prom\u011bnn\u00e9, kter\u00e9 je zaj\u00edmaj\u00ed, a celkov\u00fd n\u00e1vrh experimentu. T\u00edm je zaji\u0161t\u011bno, \u017ee p\u0159ed zah\u00e1jen\u00edm studie jsou zohledn\u011bny v\u0161echny pot\u0159ebn\u00e9 aspekty.<\/p>\n\n\n\n<h3 id=\"h-developing-experimental-treatments\"><strong>V\u00fdvoj experiment\u00e1ln\u00edch l\u00e9\u010debn\u00fdch postup\u016f<\/strong><\/h3>\n\n\n\n<p>V\u00fdzkumn\u00edci navrhuj\u00ed a definuj\u00ed postupy nebo podm\u00ednky, kter\u00e9 \u00fa\u010dastn\u00edci b\u011bhem experimentu za\u017eij\u00ed. Tyto postupy jsou pe\u010dliv\u011b navr\u017eeny tak, aby manipulovaly s prom\u011bnn\u00fdmi, kter\u00e9 jsou p\u0159edm\u011btem z\u00e1jmu, a umo\u017enily v\u00fdzkumn\u00edk\u016fm posoudit jejich \u00fa\u010dinky.<\/p>\n\n\n\n<h3 id=\"h-determining-subject-assignment-to-treatment-groups\"><strong>Ur\u010den\u00ed za\u0159azen\u00ed subjekt\u016f do l\u00e9\u010debn\u00fdch skupin<\/strong><\/h3>\n\n\n\n<p>V\u00fdzkumn\u00edci se mus\u00ed rozhodnout, jak za\u0159adit \u00fa\u010dastn\u00edky nebo subjekty do r\u016fzn\u00fdch skupin. To lze prov\u00e9st n\u00e1hodn\u011b nebo jin\u00fdmi systematick\u00fdmi metodami, aby byla zaji\u0161t\u011bna spravedlnost a minimalizov\u00e1na mo\u017en\u00e1 zkreslen\u00ed.<\/p>\n\n\n\n<h2 id=\"h-assigning-subjects-to-experimental-groups\"><strong>Za\u0159azen\u00ed subjekt\u016f do experiment\u00e1ln\u00edch skupin<\/strong><\/h2>\n\n\n\n<p>Za\u0159azen\u00ed subjekt\u016f do experiment\u00e1ln\u00edch skupin je kritick\u00fdm aspektem experiment\u00e1ln\u00edho designu. V\u00fdzkumn\u00edci mus\u00ed pe\u010dliv\u011b ur\u010dit, jak budou \u00fa\u010dastn\u00edci za\u0159azeni do l\u00e9\u010debn\u00e9 a kontroln\u00ed skupiny. Kontroln\u00ed skupina obvykle p\u0159edstavuje absenci l\u00e9\u010dby a poskytuje v\u00fdchoz\u00ed \u00farove\u0148 pro srovn\u00e1n\u00ed. Zp\u016fsob rozd\u011blen\u00ed \u00fa\u010dastn\u00edk\u016f do skupin v\u00fdznamn\u011b ovliv\u0148uje schopnost stanovit skute\u010dn\u00e9 kauz\u00e1ln\u00ed \u00fa\u010dinky a kontrolovat zav\u00e1d\u011bj\u00edc\u00ed prom\u011bnn\u00e9. Pod\u00edvejme se na n\u011bkter\u00e9 p\u0159\u00edstupy k rozd\u011blen\u00ed subjekt\u016f v r\u00e1mci experiment\u00e1ln\u00edch projekt\u016f.<\/p>\n\n\n\n<h3 id=\"h-completely-randomized\"><strong>Zcela n\u00e1hodn\u011b<\/strong><\/h3>\n\n\n\n<p>Zcela randomizovan\u00e9 projekty zahrnuj\u00ed n\u00e1hodn\u00e9 p\u0159i\u0159azen\u00ed subjekt\u016f do l\u00e9\u010debn\u00e9 a kontroln\u00ed skupiny pomoc\u00ed metod, jako je h\u00e1zen\u00ed minc\u00ed, h\u00e1zen\u00ed kostkou nebo pou\u017eit\u00ed po\u010d\u00edta\u010de. Toto n\u00e1hodn\u00e9 p\u0159i\u0159azen\u00ed zaji\u0161\u0165uje, \u017ee skupiny jsou na za\u010d\u00e1tku zhruba rovnocenn\u00e9, co\u017e zvy\u0161uje jistotu, \u017ee rozd\u00edly pozorovan\u00e9 na konci lze p\u0159ipsat l\u00e9\u010db\u011b a nikoli jin\u00fdm faktor\u016fm. Randomizace pom\u00e1h\u00e1 vyrovnat matouc\u00ed faktory mezi skupinami a ponechat pouze \u00fa\u010dinky l\u00e9\u010dby.<\/p>\n\n\n\n<p>P\u0159\u00edkladem zcela randomizovan\u00e9ho designu je studie zkoumaj\u00edc\u00ed \u00fa\u010dinky nov\u00e9 v\u00fdukov\u00e9 metody na v\u00fdsledky \u017e\u00e1k\u016f. V\u00fdzkumn\u00edci n\u00e1hodn\u011b rozd\u011bl\u00ed studenty do dvou skupin: jedna skupina dostane novou v\u00fdukovou metodu, zat\u00edmco druh\u00e1 skupina pokra\u010duje v tradi\u010dn\u00ed v\u00fdukov\u00e9 metod\u011b. Pokud jsou na konci studie patrn\u00e9 zm\u011bny ve v\u00fdsledc\u00edch, mohou si v\u00fdzkumn\u00edci b\u00fdt jisti, \u017ee zlep\u0161en\u00ed bylo zp\u016fsobeno novou metodou.<\/p>\n\n\n\n<h3 id=\"h-randomized-block\"><strong>Randomizovan\u00fd blok<\/strong><\/h3>\n\n\n\n<p>N\u00e1hodn\u00fd blokov\u00fd design se pou\u017e\u00edv\u00e1 v p\u0159\u00edpadech, kdy jsou p\u0159\u00edtomny ru\u0161iv\u00e9 faktory, kter\u00e9 mohou ovlivnit v\u00fdsledky, ale nejsou prim\u00e1rn\u00edm c\u00edlem v\u00fdzkumu. Tyto faktory maj\u00ed potenci\u00e1l skr\u00fdt nebo zkreslit \u00fa\u010dinky l\u00e9\u010dby. Pro zm\u00edrn\u011bn\u00ed jejich vlivu pou\u017e\u00edvaj\u00ed experiment\u00e1to\u0159i randomizovan\u00fd blokov\u00fd pl\u00e1n.<\/p>\n\n\n\n<p>P\u0159i tomto uspo\u0159\u00e1d\u00e1n\u00ed jsou \u00fa\u010dastn\u00edci, kte\u0159\u00ed maj\u00ed spole\u010dnou ru\u0161ivou charakteristiku, uspo\u0159\u00e1d\u00e1ni do blok\u016f a \u00fa\u010dastn\u00edci v ka\u017ed\u00e9m bloku jsou n\u00e1hodn\u011b p\u0159i\u0159azeni do experiment\u00e1ln\u00edch skupin. Tento p\u0159\u00edstup umo\u017e\u0148uje kontrolovat zn\u00e1m\u00e9 ru\u0161iv\u00e9 faktory. Za\u010dlen\u011bn\u00edm blokov\u00e1n\u00ed do experiment\u00e1ln\u00edch pl\u00e1n\u016f se sni\u017euje vliv ru\u0161iv\u00fdch prom\u011bnn\u00fdch na chybu experimentu. Anal\u00fdza zkoum\u00e1 \u00fa\u010dinky l\u00e9\u010dby v r\u00e1mci ka\u017ed\u00e9ho bloku a odstra\u0148uje variabilitu mezi bloky. V d\u016fsledku toho blokov\u00e9 pl\u00e1ny zvy\u0161uj\u00ed p\u0159esnost zji\u0161\u0165ov\u00e1n\u00ed \u00fa\u010dink\u016f l\u00e9\u010dby t\u00edm, \u017ee minimalizuj\u00ed vliv prom\u011bnn\u00fdch, kter\u00e9 se projevuj\u00ed v pr\u016fb\u011bhu l\u00e9\u010dby. <a href=\"https:\/\/en.wikipedia.org\/wiki\/Nuisance_variable\">ru\u0161iv\u00e9 prom\u011bnn\u00e9<\/a>.<\/p>\n\n\n\n<p>Nap\u0159\u00edklad v p\u0159\u00edpad\u011b testov\u00e1n\u00ed r\u016fzn\u00fdch v\u00fdukov\u00fdch metod m\u016f\u017ee b\u00fdt \u00farove\u0148 t\u0159\u00eddy relevantn\u00edm ru\u0161iv\u00fdm faktorem ovliv\u0148uj\u00edc\u00edm v\u00fdsledky vzd\u011bl\u00e1v\u00e1n\u00ed. Pro realizaci n\u00e1hodn\u00e9ho blokov\u00e9ho uspo\u0159\u00e1d\u00e1n\u00ed by byli \u00fa\u010dastn\u00edci rozd\u011bleni podle stup\u0148\u016f a \u010dlenov\u00e9 v r\u00e1mci ka\u017ed\u00e9ho stupn\u011b by byli n\u00e1hodn\u011b p\u0159i\u0159azeni do experiment\u00e1ln\u00edch skupin.<\/p>\n\n\n\n<h3 id=\"h-observational-studies\"><strong>Pozorovac\u00ed studie<\/strong><\/h3>\n\n\n\n<p>Pozorovac\u00ed studie, zn\u00e1m\u00e9 tak\u00e9 jako <a href=\"https:\/\/en.wikipedia.org\/wiki\/Quasi-experiment\">kvaziexperiment\u00e1ln\u00ed<\/a> se pou\u017e\u00edvaj\u00ed v situac\u00edch, kdy je nepraktick\u00e9 nebo neetick\u00e9 n\u00e1hodn\u011b p\u0159i\u0159adit subjekty k experiment\u00e1ln\u00edm podm\u00ednk\u00e1m. M\u00edsto toho v\u00fdzkumn\u00edci pozoruj\u00ed subjekty v jejich p\u0159irozen\u00fdch skupin\u00e1ch, m\u011b\u0159\u00ed kritick\u00e9 prom\u011bnn\u00e9 a hledaj\u00ed korelace.<\/p>\n\n\n\n<p>Pozorovac\u00ed studie umo\u017e\u0148uj\u00ed v\u00fdzkum v p\u0159\u00edpadech, kdy nen\u00ed mo\u017en\u00e9 kontrolovat l\u00e9\u010dbu. Kvaziexperiment\u00e1ln\u00ed projekty v\u0161ak p\u0159in\u00e1\u0161ej\u00ed probl\u00e9my souvisej\u00edc\u00ed s matouc\u00edmi prom\u011bnn\u00fdmi. V tomto typu experiment\u00e1ln\u00edho designu korelace mezi prom\u011bnn\u00fdmi nemus\u00ed nutn\u011b znamenat p\u0159\u00ed\u010dinnou souvislost. Specifick\u00e9 postupy sice mohou pomoci zvl\u00e1dnout matouc\u00ed faktory v observa\u010dn\u00edch studi\u00edch, ale d\u016fv\u011bra ve stanoven\u00ed kauz\u00e1ln\u00edch zji\u0161t\u011bn\u00ed je v kone\u010dn\u00e9m d\u016fsledku ni\u017e\u0161\u00ed.<\/p>\n\n\n\n<p>P\u0159edstavte si nap\u0159\u00edklad, \u017ee zkoum\u00e1te vliv cvi\u010den\u00ed na hubnut\u00ed. Nen\u00ed mo\u017en\u00e9 n\u00e1hodn\u011b rozd\u011blit \u00fa\u010dastn\u00edky do skupin s cvi\u010den\u00edm a bez cvi\u010den\u00ed. M\u016f\u017eete v\u0161ak porovn\u00e1vat osoby, kter\u00e9 se pravideln\u011b v\u011bnuj\u00ed cvi\u010den\u00ed, s t\u011bmi, kter\u00e9 se cvi\u010den\u00ed nev\u011bnuj\u00ed, a sledovat, jak se li\u0161\u00ed jejich v\u00fdsledky p\u0159i hubnut\u00ed.<\/p>\n\n\n\n<h2 id=\"h-treatments-in-experimental-designs\"><strong>O\u0161et\u0159en\u00ed v experiment\u00e1ln\u00edch n\u00e1vrz\u00edch<\/strong><\/h2>\n\n\n\n<p>V experiment\u00e1ln\u00edm designu se l\u00e9\u010debn\u00e9 postupy vztahuj\u00ed k prom\u011bnn\u00fdm, kter\u00e9 v\u00fdzkumn\u00edci b\u011bhem studie manipuluj\u00ed a kontroluj\u00ed. Tato o\u0161et\u0159en\u00ed slou\u017e\u00ed jako prim\u00e1rn\u00ed nez\u00e1visl\u00e9 prom\u011bnn\u00e9, kter\u00e9 jsou p\u0159edm\u011btem z\u00e1jmu, a v\u00fdzkumn\u00edci je pod\u00e1vaj\u00ed subjekt\u016fm nebo polo\u017ek\u00e1m zapojen\u00fdm do experimentu. \u00da\u010delem je sledovat, zda o\u0161et\u0159en\u00ed maj\u00ed vliv na v\u00fdsledek nebo z\u00e1vislou prom\u011bnnou.<\/p>\n\n\n\n<p>Zat\u00edmco l\u00e9\u010dba m\u016f\u017ee zahrnovat l\u00e9ka\u0159sk\u00e9 z\u00e1sahy, jako jsou l\u00e9ky nebo vakc\u00edny, tento pojem se vztahuje i na r\u016fzn\u00e9 dal\u0161\u00ed faktory, jako jsou \u0161kolic\u00ed programy, v\u00fdukov\u00e9 metody, v\u00fdrobn\u00ed prost\u0159ed\u00ed nebo typy hnojiv. P\u0159i ur\u010dov\u00e1n\u00ed l\u00e9\u010debn\u00fdch postup\u016f je nezbytn\u00e9 pe\u010dliv\u011b zv\u00e1\u017eit jejich specifick\u00e9 vlastnosti, jako je d\u00e1vkov\u00e1n\u00ed nebo intenzita. Pokud nap\u0159\u00edklad porovn\u00e1v\u00e1me t\u0159i r\u016fzn\u00e9 teploty ve v\u00fdrobn\u00edm procesu, je nutn\u00e9 definovat specifick\u00e9 rozd\u00edly mezi nimi.<\/p>\n\n\n\n<p>Zp\u016fsob, jak\u00fdm jsou v r\u00e1mci experimentu definov\u00e1ny a navr\u017eeny l\u00e9\u010debn\u00e9 postupy, m\u016f\u017ee v\u00fdznamn\u011b ovlivnit z\u00edskan\u00e9 v\u00fdsledky a zobecnitelnost zji\u0161t\u011bn\u00ed. Pe\u010dliv\u00e9 zv\u00e1\u017een\u00ed a p\u0159esn\u00e1 specifikace o\u0161et\u0159en\u00ed jsou proto d\u016fle\u017eit\u00fdmi aspekty n\u00e1vrhu experimentu, aby byly zaji\u0161t\u011bny p\u0159esn\u00e9 a smyslupln\u00e9 z\u00e1v\u011bry.<\/p>\n\n\n\n<h2 id=\"h-visually-appealing-figures-for-your-research\"><strong>Vizu\u00e1ln\u011b p\u0159ita\u017eliv\u00e9 \u00fadaje pro v\u00e1\u0161 v\u00fdzkum<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph<\/a> nab\u00edz\u00ed v\u011bdc\u016fm mo\u017enost vytv\u00e1\u0159et vizu\u00e1ln\u011b p\u0159ita\u017eliv\u00e9 obr\u00e1zky pro jejich v\u00fdzkum. D\u00edky u\u017eivatelsky p\u0159\u00edv\u011btiv\u00e9mu rozhran\u00ed a rozs\u00e1hl\u00e9 knihovn\u011b v\u011bdeck\u00fdch ilustrac\u00ed mohou v\u011bdci snadno p\u0159izp\u016fsobit \u0161ablony, grafy a tabulky tak, aby poutav\u011b sd\u011blovaly jejich v\u00fdsledky. Platforma rovn\u011b\u017e poskytuje p\u0159\u00edstup k v\u011bdecky p\u0159esn\u00fdm ilustrac\u00edm, co\u017e v\u00fdzkumn\u00edk\u016fm umo\u017e\u0148uje vizu\u00e1ln\u011b zn\u00e1zornit slo\u017eit\u00e9 koncepty a struktury. Zv\u00fd\u0161en\u00edm vizu\u00e1ln\u00edho dopadu sv\u00e9ho v\u00fdzkumu prost\u0159ednictv\u00edm vizu\u00e1ln\u011b p\u0159ita\u017eliv\u00fdch obr\u00e1zk\u016f mohou v\u011bdci efektivn\u011b komunikovat svou pr\u00e1ci a zaujmout sv\u00e9 publikum.<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\"><img decoding=\"async\" loading=\"lazy\" width=\"648\" height=\"535\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/11\/beautiful-poster-templates.png\" alt=\"\" class=\"wp-image-25482\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/11\/beautiful-poster-templates.png 648w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/11\/beautiful-poster-templates-300x248.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/11\/beautiful-poster-templates-15x12.png 15w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/11\/beautiful-poster-templates-100x83.png 100w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/><\/a><\/figure><\/div>\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">Za\u010dn\u011bte tvo\u0159it s Mind the Graph<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Uvoln\u011bte potenci\u00e1l promy\u0161len\u00e9ho experiment\u00e1ln\u00edho designu, abyste mohli \u0159\u00eddit cestu k siln\u00fdm a pou\u010dn\u00fdm v\u011bdeck\u00fdm objev\u016fm.<\/p>","protected":false},"author":35,"featured_media":49384,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Experimental Design: The Building Blocks of Reliable Research - Mind the Graph Blog<\/title>\n<meta name=\"description\" content=\"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.\" \/>\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\/cs\/experimentalni-navrh\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Experimental Design: The Building Blocks of Reliable Research\" \/>\n<meta property=\"og:description\" content=\"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/cs\/experimentalni-navrh\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-03T10:07:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-31T19:20:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1123\" \/>\n\t<meta property=\"og:image:height\" content=\"612\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Ang\u00e9lica Salom\u00e3o\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Experimental Design: The Building Blocks of Reliable Research\" \/>\n<meta name=\"twitter:description\" content=\"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-blog.jpg\" \/>\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=\"9 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Experimental Design: The Building Blocks of Reliable Research - Mind the Graph Blog","description":"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.","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\/cs\/experimentalni-navrh\/","og_locale":"cs_CZ","og_type":"article","og_title":"Experimental Design: The Building Blocks of Reliable Research","og_description":"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.","og_url":"https:\/\/mindthegraph.com\/blog\/cs\/experimentalni-navrh\/","og_site_name":"Mind the Graph Blog","article_published_time":"2023-11-03T10:07:00+00:00","article_modified_time":"2023-10-31T19:20:02+00:00","og_image":[{"width":1123,"height":612,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-blog.jpg","type":"image\/jpeg"}],"author":"Ang\u00e9lica Salom\u00e3o","twitter_card":"summary_large_image","twitter_title":"Experimental Design: The Building Blocks of Reliable Research","twitter_description":"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/experimental-design-blog.jpg","twitter_misc":{"Written by":"Ang\u00e9lica Salom\u00e3o","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/experimental-design\/","url":"https:\/\/mindthegraph.com\/blog\/experimental-design\/","name":"Experimental Design: The Building Blocks of Reliable Research - Mind the Graph Blog","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2023-11-03T10:07:00+00:00","dateModified":"2023-10-31T19:20:02+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/542e3620319366708346388407c01c0a"},"description":"Unleash the potential of well-crafted experimental design to steer the course of robust and enlightening scientific breakthroughs.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/experimental-design\/#breadcrumb"},"inLanguage":"cs-CZ","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/experimental-design\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/experimental-design\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Experimental Design: The Building Blocks of Reliable 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":"cs-CZ"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/542e3620319366708346388407c01c0a","name":"Ang\u00e9lica Salom\u00e3o","image":{"@type":"ImageObject","inLanguage":"cs-CZ","@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\/cs\/author\/angelica\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/49380"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/users\/35"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/comments?post=49380"}],"version-history":[{"count":5,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/49380\/revisions"}],"predecessor-version":[{"id":49389,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/posts\/49380\/revisions\/49389"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media\/49384"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/media?parent=49380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/categories?post=49380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/cs\/wp-json\/wp\/v2\/tags?post=49380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}