{"id":"https://openalex.org/W7129548944","doi":"https://doi.org/10.48550/arxiv.2602.14285","title":"FMMD: A multimodal open peer review dataset based on F1000Research","display_name":"FMMD: A multimodal open peer review dataset based on F1000Research","publication_year":2026,"publication_date":"2026-02-15","ids":{"openalex":"https://openalex.org/W7129548944","doi":"https://doi.org/10.48550/arxiv.2602.14285"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.14285","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036738645","display_name":"Z. Zhuang","orcid":"https://orcid.org/0000-0003-1266-574X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhuang, Zhenzhen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124319757","display_name":"Yuqing Fu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fu, Yuqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126189634","display_name":"Jing Zhu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Jing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112858217","display_name":"Zhangping Zhou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Zhangping","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5126241488","display_name":"Jialiang Lin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Jialiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12007029,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T13274","display_name":"Expert finding and Q&A systems","score":0.5950000286102295,"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"}},"topics":[{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.5950000286102295,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.06830000132322311,"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/T10102","display_name":"scientometrics and bibliometrics research","score":0.05510000139474869,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multidisciplinary-approach","display_name":"Multidisciplinary approach","score":0.6650999784469604},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4334999918937683},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.388700008392334},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3765000104904175},{"id":"https://openalex.org/keywords/open-data","display_name":"Open data","score":0.37599998712539673},{"id":"https://openalex.org/keywords/peer-review","display_name":"Peer review","score":0.3573000133037567},{"id":"https://openalex.org/keywords/cyberinfrastructure","display_name":"Cyberinfrastructure","score":0.334199994802475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7648000121116638},{"id":"https://openalex.org/C22467394","wikidata":"https://www.wikidata.org/wiki/Q849359","display_name":"Multidisciplinary approach","level":2,"score":0.6650999784469604},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6164000034332275},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4334999918937683},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.388700008392334},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3765000104904175},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C138368954","wikidata":"https://www.wikidata.org/wiki/Q215028","display_name":"Peer review","level":2,"score":0.3573000133037567},{"id":"https://openalex.org/C2776397876","wikidata":"https://www.wikidata.org/wiki/Q1450531","display_name":"Cyberinfrastructure","level":2,"score":0.334199994802475},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.326200008392334},{"id":"https://openalex.org/C110754006","wikidata":"https://www.wikidata.org/wiki/Q7692349","display_name":"Technical peer review","level":3,"score":0.323199987411499},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.31189998984336853},{"id":"https://openalex.org/C91632574","wikidata":"https://www.wikidata.org/wiki/Q15088675","display_name":"Data curation","level":2,"score":0.3082999885082245},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.28380000591278076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2639000117778778},{"id":"https://openalex.org/C23213167","wikidata":"https://www.wikidata.org/wiki/Q2351730","display_name":"Scientific progress","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.14285","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.14285","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.14285","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.14285","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Automated":[0],"scholarly":[1],"paper":[2],"review":[3,34,103,118,164,180,194],"(ASPR)":[4],"has":[5,35],"entered":[6],"the":[7,98,126,151,162,190],"coexistence":[8],"phase":[9],"with":[10,136],"traditional":[11],"peer":[12,33,102,117,163,193],"review,":[13,156],"where":[14],"artificial":[15],"intelligence":[16],"(AI)":[17],"systems":[18],"are":[19],"increasingly":[20],"incorporated":[21],"into":[22],"real-world":[23],"manuscript":[24,95,105],"evaluation.":[25],"In":[26,107],"parallel,":[27],"research":[28],"on":[29,78],"automated":[30],"and":[31,57,93,104,114,133,140,150,178],"AI-assisted":[32],"proliferated.":[36],"Despite":[37],"this":[38],"momentum,":[39],"empirical":[40,187],"progress":[41],"remains":[42],"constrained":[43],"by":[44,74,129],"several":[45],"critical":[46],"limitations":[47],"in":[48],"existing":[49,65],"datasets.":[50],"While":[51],"reviewers":[52],"routinely":[53],"evaluate":[54],"figures,":[55],"tables,":[56],"complex":[58],"layouts":[59],"to":[60],"assess":[61],"scientific":[62,168],"claims,":[63],"most":[64],"datasets":[66,86],"remain":[67],"overwhelmingly":[68],"text-centric.":[69],"This":[70],"bias":[71],"is":[72],"reinforced":[73],"a":[75,112,185],"narrow":[76],"focus":[77],"data":[79,135],"from":[80,121],"computer":[81],"science":[82],"venues.":[83],"Furthermore,":[84],"these":[85],"lack":[87],"precise":[88],"alignment":[89,146],"between":[90,101,147],"reviewer":[91,138,148],"comments":[92,149],"specific":[94],"versions,":[96],"obscuring":[97],"iterative":[99],"relationship":[100],"evolution.":[106],"response,":[108],"we":[109],"introduce":[110],"FMMD,":[111],"multimodal":[113,175,179],"multidisciplinary":[115],"open":[116],"dataset":[119,124],"curated":[120],"F1000Research.":[122],"The":[123],"bridges":[125],"current":[127],"gap":[128],"integrating":[130],"manuscript-level":[131],"visual":[132],"structural":[134],"version-specific":[137],"reports":[139],"editorial":[141],"decisions.":[142],"By":[143],"providing":[144],"explicit":[145],"exact":[152],"article":[153],"iteration":[154],"under":[155],"FMMD":[157,170],"enables":[158],"fine-grained":[159],"analysis":[160],"of":[161,192],"lifecycle":[165],"across":[166],"diverse":[167],"domains.":[169],"supports":[171],"tasks":[172],"such":[173],"as":[174],"issue":[176],"detection":[177],"comment":[181],"generation.":[182],"It":[183],"provides":[184],"comprehensive":[186],"resource":[188],"for":[189],"development":[191],"research.":[195]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-02-18T00:00:00"}
