{"id":"https://openalex.org/W7202216017","doi":"https://doi.org/10.67845/dpnescied.1994926","title":"PISA 2022 Fen Okuryazarl\u0131\u011f\u0131n\u0131 Etkileyen Fakt\u00f6rlerin Bayesyen Hiyerar\u015fik Model ve Grafik Sinir A\u011flar\u0131 ile \u0130ncelenmesi","display_name":"PISA 2022 Fen Okuryazarl\u0131\u011f\u0131n\u0131 Etkileyen Fakt\u00f6rlerin Bayesyen Hiyerar\u015fik Model ve Grafik Sinir A\u011flar\u0131 ile \u0130ncelenmesi","publication_year":2026,"publication_date":"2026-08-01","ids":{"openalex":"https://openalex.org/W7202216017","doi":"https://doi.org/10.67845/dpnescied.1994926"},"language":"tr","primary_location":{"id":"doi:10.67845/dpnescied.1994926","doi":"https://doi.org/10.67845/dpnescied.1994926","is_oa":true,"landing_page_url":"https://doi.org/10.67845/dpnescied.1994926","pdf_url":"https://dergipark.org.tr/tr/download/article-file/6224373","source":{"id":"https://openalex.org/S7407063560","display_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","issn_l":"3061-9645","issn":["3061-9645"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dergipark.org.tr/tr/download/article-file/6224373","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137857542","display_name":"K\u00fcr\u015fat Batuhan \u00d6zberk","orcid":"https://orcid.org/0009-0000-1793-6938","observed_orcids":["https://orcid.org/0009-0000-1793-6938"]},"institutions":[{"id":"https://openalex.org/I48843708","display_name":"Pamukkale University","ror":"https://ror.org/01etz1309","country_code":"TR","type":"education","lineage":["https://openalex.org/I48843708"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"K\u00fcr\u015fat Batuhan \u00d6zberk","raw_affiliation_strings":["PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M B\u0130L\u0130MLER\u0130 ENST\u0130T\u00dcS\u00dc, FEN B\u0130LG\u0130S\u0130 E\u011e\u0130T\u0130M\u0130 (YL) (TEZL\u0130)"],"raw_orcid":"https://orcid.org/0009-0000-1793-6938","affiliations":[{"raw_affiliation_string":"PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M B\u0130L\u0130MLER\u0130 ENST\u0130T\u00dcS\u00dc, FEN B\u0130LG\u0130S\u0130 E\u011e\u0130T\u0130M\u0130 (YL) (TEZL\u0130)","institution_ids":["https://openalex.org/I48843708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064444120","display_name":"Fatma Ta\u015fk\u0131n Ekici","orcid":"https://orcid.org/0000-0001-7798-6021","observed_orcids":["https://orcid.org/0000-0001-7798-6021"]},"institutions":[{"id":"https://openalex.org/I48843708","display_name":"Pamukkale University","ror":"https://ror.org/01etz1309","country_code":"TR","type":"education","lineage":["https://openalex.org/I48843708"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Fatma Ta\u015fk\u0131n Ekici","raw_affiliation_strings":["PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M FAK\u00dcLTES\u0130"],"raw_orcid":"https://orcid.org/0000-0001-7798-6021","affiliations":[{"raw_affiliation_string":"PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M FAK\u00dcLTES\u0130","institution_ids":["https://openalex.org/I48843708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103232731","display_name":"Erhan Ekici","orcid":"https://orcid.org/0000-0002-8060-9363","observed_orcids":["https://orcid.org/0000-0002-8060-9363"]},"institutions":[{"id":"https://openalex.org/I48843708","display_name":"Pamukkale University","ror":"https://ror.org/01etz1309","country_code":"TR","type":"education","lineage":["https://openalex.org/I48843708"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Erhan Ek\u0131c\u0131","raw_affiliation_strings":["PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M FAK\u00dcLTES\u0130"],"raw_orcid":"https://orcid.org/0000-0002-8060-9363","affiliations":[{"raw_affiliation_string":"PAMUKKALE \u00dcN\u0130VERS\u0130TES\u0130, E\u011e\u0130T\u0130M FAK\u00dcLTES\u0130","institution_ids":["https://openalex.org/I48843708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I48843708"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":"2","first_page":"144","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10674","display_name":"School Choice and Performance","score":0.33230000734329224,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10674","display_name":"School Choice and Performance","score":0.33230000734329224,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13929","display_name":"Educational Outcomes and Influences","score":0.26930001378059387,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10072","display_name":"Science Education and Pedagogy","score":0.06759999692440033,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scientific-literacy","display_name":"scientific literacy","score":0.9440000057220459},{"id":"https://openalex.org/keywords/pisa-2022","display_name":"PISA 2022","score":0.9240000247955322},{"id":"https://openalex.org/keywords/science-achievement","display_name":"science achievement","score":0.7820000052452087},{"id":"https://openalex.org/keywords/bayesian-hierarchical-regression","display_name":"Bayesian hierarchical regression","score":0.8939999938011169},{"id":"https://openalex.org/keywords/graphsage","display_name":"GraphSAGE","score":0.9679999947547913},{"id":"https://openalex.org/keywords/graph-neural-networks","display_name":"graph neural networks","score":0.8330000042915344},{"id":"https://openalex.org/keywords/multiple-imputation","display_name":"multiple imputation","score":0.7429999709129333},{"id":"https://openalex.org/keywords/home-educational-resources","display_name":"home educational resources","score":0.6140000224113464},{"id":"https://openalex.org/keywords/socioeconomic-status","display_name":"socioeconomic status","score":0.7910000085830688},{"id":"https://openalex.org/keywords/homework-load","display_name":"homework burden","score":0.47099998593330383},{"id":"https://openalex.org/keywords/school-support","display_name":"school support","score":0.36399999260902405},{"id":"https://openalex.org/keywords/student-achievement-determinants","display_name":"student achievement determinants","score":0.5770000219345093},{"id":"https://openalex.org/keywords/missing-data-imputation","display_name":"missing data imputation","score":0.5889999866485596},{"id":"https://openalex.org/keywords/educational-data-analysis","display_name":"educational data analysis","score":0.3269999921321869}],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.46320000290870667},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3646000027656555},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.27090001106262207},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2705000042915344},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.23749999701976776},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.2184000015258789},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.21789999306201935},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.19290000200271606},{"id":"https://openalex.org/C3018023364","wikidata":"https://www.wikidata.org/wiki/Q425265","display_name":"Significant difference","level":2,"score":0.19280000030994415}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.67845/dpnescied.1994926","doi":"https://doi.org/10.67845/dpnescied.1994926","is_oa":true,"landing_page_url":"https://doi.org/10.67845/dpnescied.1994926","pdf_url":"https://dergipark.org.tr/tr/download/article-file/6224373","source":{"id":"https://openalex.org/S7407063560","display_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","issn_l":"3061-9645","issn":["3061-9645"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.67845/dpnescied.1994926","doi":"https://doi.org/10.67845/dpnescied.1994926","is_oa":true,"landing_page_url":"https://doi.org/10.67845/dpnescied.1994926","pdf_url":"https://dergipark.org.tr/tr/download/article-file/6224373","source":{"id":"https://openalex.org/S7407063560","display_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","issn_l":"3061-9645","issn":["3061-9645"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Denizli \u0130l Mill\u00ee E\u011fitim M\u00fcd\u00fcrl\u00fc\u011f\u00fc Bilim ve E\u011fitim Dergisi","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8278999924659729,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7202216017.pdf","grobid_xml":"https://content.openalex.org/works/W7202216017.grobid-xml"},"referenced_works_count":95,"referenced_works":["https://openalex.org/W40146600","https://openalex.org/W309380372","https://openalex.org/W950821216","https://openalex.org/W1537066827","https://openalex.org/W1588264866","https://openalex.org/W1678084289","https://openalex.org/W1789624439","https://openalex.org/W1973109793","https://openalex.org/W1973839900","https://openalex.org/W2003278441","https://openalex.org/W2011301426","https://openalex.org/W2014370213","https://openalex.org/W2020960798","https://openalex.org/W2026044573","https://openalex.org/W2026449767","https://openalex.org/W2027916858","https://openalex.org/W2030441548","https://openalex.org/W2045656233","https://openalex.org/W2059317735","https://openalex.org/W2060590843","https://openalex.org/W2073360618","https://openalex.org/W2096036274","https://openalex.org/W2097959846","https://openalex.org/W2098880898","https://openalex.org/W2105804711","https://openalex.org/W2109469951","https://openalex.org/W2112059595","https://openalex.org/W2115585814","https://openalex.org/W2117766479","https://openalex.org/W2118502261","https://openalex.org/W2119219034","https://openalex.org/W2130736456","https://openalex.org/W2132022337","https://openalex.org/W2139340376","https://openalex.org/W2143959207","https://openalex.org/W2148117181","https://openalex.org/W2154646927","https://openalex.org/W2156267802","https://openalex.org/W2157542520","https://openalex.org/W2158826560","https://openalex.org/W2162357379","https://openalex.org/W2165862728","https://openalex.org/W2167249951","https://openalex.org/W2171013128","https://openalex.org/W2194775991","https://openalex.org/W2203714058","https://openalex.org/W2225156818","https://openalex.org/W2327332664","https://openalex.org/W2340023595","https://openalex.org/W2342249984","https://openalex.org/W2489543173","https://openalex.org/W2518108298","https://openalex.org/W2519887557","https://openalex.org/W2560140854","https://openalex.org/W2581023375","https://openalex.org/W2606780347","https://openalex.org/W2624431344","https://openalex.org/W2788963943","https://openalex.org/W2889510740","https://openalex.org/W2891381594","https://openalex.org/W2907492528","https://openalex.org/W2918342466","https://openalex.org/W2961295589","https://openalex.org/W2963456618","https://openalex.org/W2968479890","https://openalex.org/W2970971581","https://openalex.org/W2974521872","https://openalex.org/W3000065748","https://openalex.org/W3002531007","https://openalex.org/W3002947507","https://openalex.org/W3013586637","https://openalex.org/W3023338115","https://openalex.org/W3035965352","https://openalex.org/W3122301682","https://openalex.org/W3123534837","https://openalex.org/W3123680639","https://openalex.org/W3128261063","https://openalex.org/W3152893301","https://openalex.org/W3154553043","https://openalex.org/W3210383951","https://openalex.org/W4223655344","https://openalex.org/W4228996929","https://openalex.org/W4229658977","https://openalex.org/W4232976691","https://openalex.org/W4235678817","https://openalex.org/W4236950741","https://openalex.org/W4248174210","https://openalex.org/W4254618593","https://openalex.org/W4295788921","https://openalex.org/W4321238618","https://openalex.org/W4389256029","https://openalex.org/W4389277129","https://openalex.org/W4392353962","https://openalex.org/W4399753098","https://openalex.org/W4400560412"],"related_works":["https://openalex.org/W3138497978","https://openalex.org/W7162933947","https://openalex.org/W7202325786","https://openalex.org/W7042297500","https://openalex.org/W4402708367","https://openalex.org/W4297820385","https://openalex.org/W4411792781","https://openalex.org/W4402632109","https://openalex.org/W4206216669","https://openalex.org/W2330740518"],"abstract_inverted_index":{"Bu":[0],"\u00e7al\u0131\u015fmada,":[1],"PISA":[2],"2022":[3],"fen":[4,9,52,81,98,142,157],"okuryazarl\u0131\u011f\u0131":[5],"verileri":[6],"kullan\u0131larak":[7],"\u00f6\u011frencilerin":[8],"ba\u015far\u0131s\u0131n\u0131":[10,53],"etkileyen":[11],"bireysel,":[12],"ailesel":[13],"ve":[14,41,66,75,101,148,162,182],"okul":[15,95],"d\u00fczeyindeki":[16],"fakt\u00f6rler":[17],"\u00e7ok":[18],"y\u00f6ntemli":[19],"bir":[20],"yakla\u015f\u0131mla":[21],"incelenmi\u015ftir.":[22],"Eksik":[23],"verilerin":[24],"giderilmesinde":[25],"Rubin":[26],"kurallar\u0131":[27],"ile":[28,172],"birle\u015ftirilen":[29],"\u00e7oklu":[30,123],"atama":[31,124],"yakla\u015f\u0131m\u0131":[32],"kullan\u0131ld\u0131ktan":[33],"sonra":[34],"klasik":[35],"regresyon,":[36],"Bayesyen":[37,114,173],"hiyerar\u015fik":[38],"regresyon":[39,116,125],"modeli":[40,47],"GraphSAGE":[42,130],"tabanl\u0131":[43,131],"Grafik":[44],"Sinir":[45],"A\u011f\u0131":[46],"uygulanm\u0131\u015ft\u0131r.":[48],"Bulgular,":[49],"farkl\u0131":[50],"y\u00f6ntemlerin":[51],"a\u00e7\u0131klayan":[54],"temel":[55],"de\u011fi\u015fkenler":[56],"a\u00e7\u0131s\u0131ndan":[57],"b\u00fcy\u00fck":[58,127,176],"\u00f6l\u00e7\u00fcde":[59,128],"tutarl\u0131":[60],"sonu\u00e7lar":[61],"\u00fcretti\u011fini":[62],"g\u00f6stermektedir.":[63,186],"Evdeki":[64],"E\u011fitsel":[65],"K\u00fclt\u00fcrel":[67],"Kaynaklar,":[68],"Sosyoekonomik":[69],"Stat\u00fc":[70],"\u0130ndeksi,":[71],"Ebeveyn":[72],"Mesleki":[73],"Prestiji":[74],"Stratejik":[76],"\u00d6\u011frenme":[77],"Al\u0131\u015fkanl\u0131klar\u0131":[78],"t\u00fcm":[79],"analizlerde":[80],"ba\u015far\u0131s\u0131n\u0131n":[82,158],"en":[83],"g\u00fc\u00e7l\u00fc":[84,183],"pozitif":[85],"yorday\u0131c\u0131lar\u0131":[86],"olarak":[87,155],"belirlenmi\u015ftir.":[88,113],"Buna":[89],"kar\u015f\u0131l\u0131k":[90],"toplam":[91],"haftal\u0131k":[92,97],"ders":[93],"y\u00fck\u00fc,":[94],"d\u0131\u015f\u0131":[96],"\u00e7al\u0131\u015fma":[99],"s\u00fcresi":[100],"baz\u0131":[102],"\u00f6\u011fretim":[103],"deste\u011fi":[104],"g\u00f6stergelerinin":[105],"d\u00fc\u015f\u00fck":[106],"d\u00fczeyde":[107],"negatif":[108],"veya":[109],"anlams\u0131z":[110],"etkiler":[111],"g\u00f6sterdi\u011fi":[112],"analizler,":[115],"katsay\u0131lar\u0131n\u0131n":[117],"belirsizli\u011fini":[118],"g\u00fcvenilirlik":[119],"aral\u0131klar\u0131yla":[120],"ortaya":[121,167],"koyarken,":[122,168],"sonu\u00e7lar\u0131n\u0131":[126],"desteklemi\u015ftir.":[129],"model":[132],"ise":[133],"\u00f6\u011frenciler":[134],"aras\u0131ndaki":[135],"ili\u015fkisel":[136],"yap\u0131y\u0131":[137],"dikkate":[138],"alarak":[139],"test":[140],"verisinde":[141],"ba\u015far\u0131s\u0131ndaki":[143],"varyans\u0131n":[144],"yakla\u015f\u0131k":[145],"%37'sini":[146],"a\u00e7\u0131klam\u0131\u015f":[147],"modelin":[149],"kararl\u0131":[150],"bi\u00e7imde":[151],"yak\u0131nsad\u0131\u011f\u0131n\u0131":[152],"g\u00f6stermi\u015ftir.":[153],"Sonu\u00e7":[154],"\u00e7al\u0131\u015fma,":[156],"a\u00e7\u0131klanmas\u0131nda":[159],"aile":[160],"kaynaklar\u0131":[161],"sosyoekonomik":[163],"g\u00f6stergelerin":[164],"belirleyici":[165],"rol\u00fcn\u00fc":[166],"grafik":[169],"sinir":[170],"a\u011flar\u0131":[171],"istatistiksel":[174],"yakla\u015f\u0131mlar\u0131n":[175],"\u00f6l\u00e7ekli":[177],"e\u011fitim":[178],"verilerinin":[179],"analizinde":[180],"tamamlay\u0131c\u0131":[181],"y\u00f6ntemler":[184],"sundu\u011funu":[185]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-08-12T00:00:00"}
