{"id":"https://openalex.org/W7224955216","doi":"https://doi.org/10.5281/zenodo.23820377","title":"Rating\u2013text inconsistency, purchase verification and online review helpfulness","display_name":"Rating\u2013text inconsistency, purchase verification and online review helpfulness","publication_year":2026,"publication_date":"2026-10-30","ids":{"openalex":"https://openalex.org/W7224955216","doi":"https://doi.org/10.5281/zenodo.23820377"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23820377","doi":"https://doi.org/10.5281/zenodo.23820377","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23820377","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"volume":null,"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23820377","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010292023","display_name":"Nebi Seren","orcid":"https://orcid.org/0000-0003-4080-4823","observed_orcids":["https://orcid.org/0000-0003-4080-4823"]},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"SEREN, NEBI","raw_affiliation_strings":["Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307"],"raw_orcid":"https://orcid.org/0000-0003-4080-4823","affiliations":[{"raw_affiliation_string":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","institution_ids":["https://openalex.org/I131835042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5010292023"],"corresponding_institution_ids":["https://openalex.org/I131835042"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.490200012922287,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.490200012922287,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.34470000863075256,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11644","display_name":"Spam and Phishing Detection","score":0.1168999969959259,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/online-reviews","display_name":"online reviews","score":0.7699999809265137},{"id":"https://openalex.org/keywords/review-helpfulness","display_name":"review helpfulness","score":0.8100000023841858},{"id":"https://openalex.org/keywords/amazon-product-reviews","display_name":"Amazon reviews","score":0.5080000162124634},{"id":"https://openalex.org/keywords/review-credibility","display_name":"review credibility","score":0.3149999976158142}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7366999983787537},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.6955000162124634},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5590000152587891},{"id":"https://openalex.org/C2781265381","wikidata":"https://www.wikidata.org/wiki/Q5710255","display_name":"Helpfulness","level":2,"score":0.5554999709129333},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.544700026512146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4584999978542328},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.3637000024318695},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.35679998993873596},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.3285999894142151},{"id":"https://openalex.org/C120894424","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory data analysis","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C119839945","wikidata":"https://www.wikidata.org/wiki/Q6545185","display_name":"Unique identifier","level":3,"score":0.30649998784065247},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.29339998960494995},{"id":"https://openalex.org/C97250363","wikidata":"https://www.wikidata.org/wiki/Q235557","display_name":"File format","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C171730128","wikidata":"https://www.wikidata.org/wiki/Q5227290","display_name":"Data file","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C32587265","wikidata":"https://www.wikidata.org/wiki/Q1182260","display_name":"Data deduplication","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.2612000107765198},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.25429999828338623}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.5281/zenodo.23820377","doi":"https://doi.org/10.5281/zenodo.23820377","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23820377","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.23820378","doi":"https://doi.org/10.5281/zenodo.23820378","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23820378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.23841864","doi":"https://doi.org/10.5281/zenodo.23841864","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23841864","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.23844494","doi":"https://doi.org/10.5281/zenodo.23844494","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23844494","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.23844936","doi":"https://doi.org/10.5281/zenodo.23844936","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23844936","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23820377","doi":"https://doi.org/10.5281/zenodo.23820377","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23820377","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4409453578","https://openalex.org/W3073532515","https://openalex.org/W2886902876","https://openalex.org/W4386948943","https://openalex.org/W4212783146","https://openalex.org/W4407592299","https://openalex.org/W7106306762","https://openalex.org/W3201852112","https://openalex.org/W7151383976","https://openalex.org/W4409099554"],"abstract_inverted_index":{"This":[0,306],"repository":[1,59,325],"contains":[2,194],"supporting":[3],"data,":[4,272],"Python":[5,49,285],"analysis":[6,27,112,123,217],"code,":[7],"a":[8],"fitted":[9,330],"text-rating":[10],"model,":[11],"computational":[12],"outputs,":[13],"tables":[14,93,170],"and":[15,22,58,67,74,81,94,98,105,115,122,128,135,139,156,166,169,180,184,188,216,225,230,238,277,322,333],"figures":[16,161],"for":[17,77,119,142],"\u201cRating\u2013text":[18],"inconsistency,":[19],"purchase":[20],"verification":[21,96],"online":[23],"review":[24,44,132,228],"helpfulness\u201d.":[25],"The":[26,327,338,343],"uses":[28,41],"479,493":[29,111],"reviews":[30],"from":[31,263],"six":[32],"categories":[33],"in":[34,162,171,241],"Amazon":[35],"Reviews\u201923,":[36],"covering":[37],"2019\u20132022.":[38],"Text-model":[39],"development":[40,121,145],"140,665":[42,143],"product-disjoint":[43],"records.":[45,113,146,197],"Files":[46],"analysis_code.zip:":[47],"Executable":[48],"scripts,":[50],"pinned":[51],"dependencies,":[52],"model":[53,274,332],"settings,":[54],"data":[55,224],"dictionaries,":[56],"licences":[57],"setup":[60,179,215],"instructions.":[61,326],"Includes":[62],"the":[63,99,110,195,201,208,213,242,247,250,266,291,300,309,316,324],"four":[64,82],"exploratory":[65,84],"analyses":[66],"code":[68,287,310],"drawing":[69],"Figures":[70,313],"1\u20132.":[71],"analysis_outputs.zip:":[72],"Estimates":[73],"covariance":[75],"matrices":[76],"17":[78],"core":[79],"models":[80],"additional":[83,205,344],"specifications,":[85],"contrasts,":[86],"diagnostics,":[87],"test":[88,140],"predictions,":[89],"Tables":[90],"S1\u2013S3,":[91],"manuscript":[92],"figures,":[95],"outputs":[97,278],"adapted":[100],"STROBE":[101],"reporting":[102],"checklist.":[103],"analysis_derived.csv":[104],"analysis_derived.csv.gz:":[106],"Numerical":[107],"dataset":[108],"containing":[109],"source_matching_manifest.csv":[114],"source_matching_manifest.csv.gz:":[116],"Source-matching":[117],"metadata":[118],"620,158":[120],"records,":[124],"including":[125],"product":[126],"identifiers":[127,233,237],"SHA-256":[129],"hashes":[130,240],"of":[131],"bodies.":[133],"development_split_manifest.csv":[134],"development_split_manifest.csv.gz:":[136],"Training,":[137],"validation":[138],"assignments":[141],"text-model":[144],"text_model.joblib:":[147],"Fitted":[148],"text":[149,229,239,331],"vectorizer,":[150],"classifiers,":[151],"mixture":[152],"weight,":[153],"isotonic":[154],"calibrator":[155],"training":[157],"configuration.":[158],"F1000Research_Figures_Tables_20261030.zip:":[159],"Manuscript":[160],"EPS,":[163],"SVG,":[164],"PNG":[165],"TIFF":[167],"formats":[168,190,203],"CSV":[172,187],"format.":[173],"README.txt:":[174],"File":[175],"descriptions,":[176],"source":[177,248,259,286,301],"access,":[178],"reproduction":[181],"instructions,":[182],"licensing":[183],"component":[185],"checksums.":[186],"GZIP":[189],"Each":[191],"compressed/uncompressed":[192],"pair":[193],"same":[196],"Do":[198],"not":[199,253,341],"combine":[200],"two":[202],"as":[204,255],"observations.":[206],"Use":[207],"original":[209],".csv.gz":[210],"files":[211,260],"with":[212,315],"supplied":[214],"scripts":[218],"without":[219],"renaming":[220],"or":[221],"recompression.":[222],"Source":[223,349],"privacy":[226],"Raw":[227],"direct":[231],"user":[232],"are":[234,252,261,279,336,347],"excluded.":[235],"Product":[236],"manifests":[243,251],"support":[244],"linkage":[245],"to":[246,299],"collection;":[249],"described":[254],"irreversibly":[256],"anonymous.":[257],"Original":[258,294],"available":[262],"https://amazon-reviews-2023.github.io/":[264],"under":[265,281,290],"provider\u2019s":[267,302],"terms.":[268,303],"Licensing":[269],"Author-created":[270],"derived":[271],"metadata,":[273],"artefacts,":[275],"documentation":[276],"provided":[280,289],"CC":[282],"BY":[283],"4.0.":[284],"is":[288],"MIT":[292],"licence.":[293],"third-party":[295],"content":[296],"remains":[297],"subject":[298],"Version":[304],"2.0.0":[305],"version":[307],"completes":[308],"package,":[311],"aligns":[312],"1\u20132":[314],"plotting":[317],"script,":[318],"standardises":[319],"archive":[320],"filenames":[321],"adds":[323],"numerical":[328],"datasets,":[329],"statistical":[334],"estimates":[335],"unchanged.":[337],"study":[339],"was":[340],"preregistered.":[342],"specification":[345],"checks":[346],"exploratory.":[348],"code:":[350],"https://github.com/nebiseren/review-helpfulness-inconsistency":[351]},"counts_by_year":[],"updated_date":"2026-11-01T11:40:01.658920","created_date":"2026-10-31T00:00:00"}