{"id":"https://openalex.org/W6945091018","doi":"https://doi.org/10.21227/0erx-zn98","title":"Nasal Mucosa Cell Dataset (NMCD)","display_name":"Nasal Mucosa Cell Dataset (NMCD)","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W6945091018","doi":"https://doi.org/10.21227/0erx-zn98"},"language":"en","primary_location":{"id":"doi:10.21227/0erx-zn98","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0erx-zn98","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":[],"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":"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"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.21227/0erx-zn98","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Camporeale, Mauro Giuseppe","orcid":null},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Camporeale, Mauro Giuseppe","raw_affiliation_strings":["Universit\u00e0 degli Studi di Bari Aldo Moro"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Bari Aldo Moro","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dimauro, Giovanni","orcid":null},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Dimauro, Giovanni","raw_affiliation_strings":["Universit\u00e0 degli Studi di Bari Aldo Moro"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Bari Aldo Moro","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gelardi, Matteo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129599","display_name":"Policlinico Universitario di Catania","ror":"https://ror.org/033xwx807","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210129599"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gelardi, Matteo","raw_affiliation_strings":["Policlinico Universitario di Foggia"],"affiliations":[{"raw_affiliation_string":"Policlinico Universitario di Foggia","institution_ids":["https://openalex.org/I4210129599"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Iacobellis, Giorgia","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Iacobellis, Giorgia","raw_affiliation_strings":["Universit\u00e0 di Torino"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 di Torino","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ladisa, Mattia Sebastiano","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ladisa, Mattia Sebastiano","raw_affiliation_strings":["Universit\u00e0 di Torino"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 di Torino","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Latrofa, Sergio","orcid":null},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Latrofa, Sergio","raw_affiliation_strings":["Universit\u00e0 di Pisa"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 di Pisa","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"last","author":{"id":null,"display_name":"Lomonte, Nunzia","orcid":null},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lomonte, Nunzia","raw_affiliation_strings":["Universit\u00e0 degli Studi di Bari Aldo Moro"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Bari Aldo Moro","institution_ids":["https://openalex.org/I5561750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5561750"],"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":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/mucous-membrane-of-nose","display_name":"Mucous membrane of nose","score":0.6572999954223633},{"id":"https://openalex.org/keywords/mucus","display_name":"Mucus","score":0.5590000152587891},{"id":"https://openalex.org/keywords/epithelium","display_name":"Epithelium","score":0.5206999778747559},{"id":"https://openalex.org/keywords/chromatin","display_name":"Chromatin","score":0.4537999927997589},{"id":"https://openalex.org/keywords/staining","display_name":"Staining","score":0.38029998540878296}],"concepts":[{"id":"https://openalex.org/C59377437","wikidata":"https://www.wikidata.org/wiki/Q515471","display_name":"Mucous membrane of nose","level":2,"score":0.6572999954223633},{"id":"https://openalex.org/C2777312293","wikidata":"https://www.wikidata.org/wiki/Q3649349","display_name":"Mucus","level":2,"score":0.5590000152587891},{"id":"https://openalex.org/C529295009","wikidata":"https://www.wikidata.org/wiki/Q41301","display_name":"Epithelium","level":2,"score":0.5206999778747559},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.507099986076355},{"id":"https://openalex.org/C83640560","wikidata":"https://www.wikidata.org/wiki/Q180951","display_name":"Chromatin","level":3,"score":0.4537999927997589},{"id":"https://openalex.org/C74864618","wikidata":"https://www.wikidata.org/wiki/Q2332446","display_name":"Staining","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.36550000309944153},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.31380000710487366},{"id":"https://openalex.org/C2778311950","wikidata":"https://www.wikidata.org/wiki/Q7363","display_name":"Nose","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C1491633281","wikidata":"https://www.wikidata.org/wiki/Q7868","display_name":"Cell","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27950000762939453},{"id":"https://openalex.org/C2909851952","wikidata":"https://www.wikidata.org/wiki/Q2673594","display_name":"Nasal passages","level":3,"score":0.2558000087738037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21227/0erx-zn98","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0erx-zn98","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"doi:10.21227/0erx-zn98","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0erx-zn98","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":[],"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":"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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Nasal":[0],"Cytology,":[1],"or":[2,388,393,430,556],"Rhinology,":[3],"is":[4,102,185,224,278,341,369,499,635],"the":[5,11,17,83,86,89,95,99,103,118,137,177,194,210,279,311,335,366,400,414,434,444,448,452,459,465,500,504,525,554,602,612,614,622,647,650,653,657,708,714,719],"subfield":[6],"of":[7,14,16,24,85,98,105,117,129,171,176,245,255,281,360,416,424,447,451,454,513,559,572,580,656],"otolaryngology,":[8],"focused":[9],"on":[10,433,553,598],"microscope":[12,469],"observation":[13],"samples":[15,61],"nasal":[18,172,256,367,577],"mucosa,":[19,173],"aimed":[20],"to":[21,27,70,126,132,136,140,143,193,209,309,386,395,413,482,604,610,638,667,670,712],"recognize":[22],"cells":[23,196,199,212,215,233,247,332,352,377,619,651],"different":[25,157],"types,":[26],"spot":[28],"and":[29,42,47,78,108,112,145,271,462,533,569,652,691,703],"diagnose":[30],"ongoing":[31,189,228,372],"pathologies.":[32],"Such":[33],"methodology":[34],"can":[35,124],"claim":[36],"good":[37],"accuracy":[38],"in":[39,149,180,249,262,285,316,327,365,380,503,565,601,643,676],"diagnosing":[40],"rhinitis":[41],"infections,":[43],"being":[44,92,421],"very":[45],"cheap":[46],"accessible":[48],"without":[49],"any":[50,677],"instrument":[51],"more":[52,662],"complex":[53],"than":[54,303,663],"a":[55,67,75,236,253,272,344,417,511,540,606],"microscope,":[56],"even":[57,394],"optical":[58,468],"ones.":[59],"Mucosa":[60],"are":[62,159,162,200,216,322,406],"taken":[63],"non-invasively,":[64],"just":[65],"using":[66,524,707],"simple":[68],"swab,":[69],"be":[71,290,384,427],"then":[72],"smeared":[73],"onto":[74],"glass":[76],"(fixation)":[77],"coloured":[79],"with":[80,188,227,239,258,268,324,357,403,410,472,476,510,588],"staining":[81,307,463],"(in":[82],"case":[84],"NMCD":[87],"dataset":[88,101,155],"May-Grunwald-Giemsa)":[90],"before":[91],"observed":[93,178],"at":[94,443],"microscope.The":[96],"construction":[97],"NCD":[100],"result":[104],"intense":[106,361],"work":[107],"collaboration":[109],"between":[110,641,649],"otolaryngologists":[111],"computer":[113,683],"scientists":[114],"who,":[115],"convinced":[116],"great":[119],"contribution":[120],"that":[121,161,626],"artificial":[122],"intelligence":[123],"make":[125,133],"this":[127,150,154,404,491],"branch":[128],"medicine,":[130],"decided":[131],"material":[134],"available":[135,675],"scientific":[138],"community":[139],"allow":[141],"them":[142,315,628],"challenge":[144],"confront":[146],"each":[147,489,529,535,599],"other":[148,566],"new":[151],"application":[152],"field. In":[153],"10":[156],"entities":[158],"identified,":[160],"distinguishable":[163],"by":[164,202,218,235,343,371,522,576,646],"some":[165],"specific":[166,492],"characteristic:Epithelial":[167],"Cells:":[168],"main":[169,276],"components":[170],"constituting":[174],"80%":[175],"cytotype":[179],"health":[181],"patients.":[182],"Their":[183,222,275,338,363],"presence":[184,223,364],"not":[186,420],"associated":[187,226,323],"pathologies.Ciliated":[190],"cells:":[191,206],"belonging":[192,208],"epithelium":[195,211],"family,":[197,213],"these":[198],"characterized":[201,217,234],"their":[203,219,286,328,354,632],"\u201dtailed-like\u201d":[204],"shape.Metaplastic":[205],"also":[207],"mataplastic":[214],"round":[220,273],"shape.":[221,274],"usually":[225],"inflammatory":[229],"reaction.Muciparous:":[230],"calciform":[231],"mucous-secreting":[232],"bilobed":[237],"shape":[238],"chromatin":[240],"reinforced":[241],"membrane.":[242],"The":[243,305,517,693],"increase":[244,284,326],"muciparous":[246],"results":[248],"increased":[250],"mucus":[251],"production,":[252],"symptom":[254],"pathologies":[257,387],"chronic":[259],"trends,":[260],"like,":[261],"example,":[263],"dust":[264],"mites":[265],"allergies.Neutrophils:":[266],"granulocytes":[267],"several":[269],"nucleoli":[270],"function":[277],"phagocytosis":[280],"germs.":[282],"An":[283,467],"number":[287],"should":[288],"always":[289],"kept":[291],"under":[292],"control":[293],"as":[294,631],"an":[295,317,325],"immune":[296,336],"response":[297],"indicator.Eosinophils:":[298],"polynuclear":[299],"granulocytes,":[300],"slightly":[301],"large":[302,339,350,560],"neutrophils.":[304],"MGG":[306],"tends":[308],"highlight":[310],"eosinophil":[312],"grains":[313],"within":[314,718],"orange":[318],"color.":[319,362],"Allergic":[320],"diseases":[321],"population.Lymphocytes:":[329],"white":[330],"blood":[331,376,397],"responsible":[333],"for":[334,682],"response.":[337],"nucleus":[340],"surrounded":[342],"thin":[345],"cytoplasmatic":[346],"\u201dlight":[347],"blue\u201d":[348],"rim.Mast-cells:":[349],"oval":[351],"having":[353],"nuclei":[355],"covered":[356],"basophil":[358],"granules":[359],"mucosa":[368],"caused":[370],"allergies.Ematia":[373],"(Erythrocyte):":[374],"red":[375],"whose":[378],"occurrence":[379],"rhinological":[381,440],"specimen":[382],"may":[383,426],"due":[385],"previous":[389],"internal":[390],"nose":[391],"wounds,":[392],"small":[396],"losses":[398],"during":[399],"smear":[401,461],"process.Artifacts:":[402],"name,":[405],"classified":[407],"all":[408],"objects":[409],"morphology":[411],"similar":[412],"one":[415,501],"cell":[418,600,615],"but":[419],"onet.":[422],"Examples":[423],"artifacts":[425],"pollen":[428],"pieces":[429],"dirt":[431,552],"spots":[432],"slide. Data":[435],"were":[436,515,520,548,584,673,698],"sampled":[437],"from":[438,488],"14":[439],"slides":[441],"collected":[442],"Rhinology":[445],"Clinic":[446],"Otolaryngology":[449],"Department":[450],"University":[453],"Bari.":[455],"Collecting":[456],"technique":[457],"was":[458,464,480,543,595,608,629],"direct":[460],"MGG.":[466],"ProWay":[470],"XSZPW208T":[471],"1000x":[473],"zoom,":[474],"equipped":[475],"a 3MP":[477],"DCE-PW300":[478],"camera":[479],"used":[481],"acquire":[483],"50":[484],"images":[485,509,546,697],"(microscope":[486],"fields)":[487],"slide:":[490],"quantity":[493],"has":[494],"been":[495],"chosen":[496],"since":[497],"it":[498],"defined":[502],"rhino":[505],"cytology":[506],"protocol.Thus":[507],"700":[508],"size":[512],"1024\u00d7768":[514],"obtained.":[516],"image":[518,530],"annotations":[519,672],"created":[521],"experts,":[523],"Roboflow":[526],"platform,":[527],"analyzing":[528],"individually,":[531],"annotating":[532],"labeling":[534],"cell.":[536],"During":[537],"such":[538],"phase,":[539],"dropping":[541],"policy":[542],"followed,":[544],"discarding":[545],"where":[547],"detected:sampling":[549],"noise":[550],"(i.e.":[551],"slide":[555],"blurred":[557],"photos)duplication":[558],"cytoplasmic":[561],"areas":[562],"already":[563],"present":[564],"imagestoo":[567],"dense":[568],"confused":[570],"clusters":[571],"cells,":[573],"typically":[574],"discarded":[575],"cytologist.A":[578],"total":[579],"200":[581],"cytological":[582],"fields":[583,696],"pruned,":[585],"ending":[586],"up":[587],"500":[589,694],"images.":[590],"A":[591],"Bounding":[592],"Box":[593],"(BB)":[594],"manually":[596],"drawn":[597],"images,":[603,644],"which":[605],"label":[607],"attached":[609],"specify":[611],"class":[613,716],"belonged":[616],"to.":[617],"Being":[618],"generally":[620],"round,":[621],"smallest":[623],"rectangular":[624,654],"area":[625],"enclose":[627],"marked":[630],"bounding":[633],"box.It":[634],"hence":[636],"possible":[637],"find":[639],"overlaps":[640],"BBs":[642,665],"owed":[645],"proximity":[648],"structure":[655],"box.":[658],"Labeling":[659],"operations":[660],"produced":[661],"10,000":[664],"corresponding":[666],"cells.":[668],"Thanks":[669],"Roboflow,":[671],"made":[674],"standard":[678],"annotation":[679],"format":[680],"required":[681],"vision":[684],"algorithms,":[685],"like":[686],"Pascal":[687],"Voc,":[688],"Coco,":[689],"Tensorflow":[690],"Yolo.":[692],"microscopic":[695],"divided":[699],"into":[700],"training,":[701],"validation":[702],"test":[704],"set":[705],"(80%-10%-10%)":[706],"stratified":[709],"holdout":[710],"strategy":[711],"maintain":[713],"same":[715],"distribution":[717],"three":[720],"sets. ":[721]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}