{"id":"https://openalex.org/W4312813592","doi":"https://doi.org/10.1109/healthcom54947.2022.9982753","title":"An Investigation into Crohn\u2019s Disease Lesions Variability Sensing Using Video Colonoscopy and Machine Learning Techniques","display_name":"An Investigation into Crohn\u2019s Disease Lesions Variability Sensing Using Video Colonoscopy and Machine Learning Techniques","publication_year":2022,"publication_date":"2022-10-17","ids":{"openalex":"https://openalex.org/W4312813592","doi":"https://doi.org/10.1109/healthcom54947.2022.9982753"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom54947.2022.9982753","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057095588","display_name":"Jinan Fiaidhi","orcid":"https://orcid.org/0000-0001-7063-6061"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"funder","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jinan Fiaidhi","raw_affiliation_strings":["Lakehead University, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Lakehead University, Ontario, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005050397","display_name":"Sabah Mohammed","orcid":"https://orcid.org/0000-0002-7639-0696"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"funder","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sabah Mohammed","raw_affiliation_strings":["Lakehead University, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Lakehead University, Ontario, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042677752","display_name":"Petros Zezos","orcid":"https://orcid.org/0000-0001-8877-7583"},"institutions":[{"id":"https://openalex.org/I2799999984","display_name":"Thunder Bay Regional Health Sciences Centre","ror":"https://ror.org/03k0jff29","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799999984"]},{"id":"https://openalex.org/I7899908","display_name":"NOSM University","ror":"https://ror.org/05yb43k62","country_code":"CA","type":"education","lineage":["https://openalex.org/I7899908"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Petros Zezos","raw_affiliation_strings":["Northern Ontario School of Medicine, Thunder Bay Regional Health Sciences Centre, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"Northern Ontario School of Medicine, Thunder Bay Regional Health Sciences Centre, Ontario, Canada","institution_ids":["https://openalex.org/I2799999984","https://openalex.org/I7899908"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.17,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.440756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":59,"max":70},"biblio":{"volume":"2","issue":null,"first_page":"37","last_page":"42"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9985,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9985,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.9969,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10696","display_name":"Gastric Cancer Management and Outcomes","score":0.976,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C2778435480","wikidata":"https://www.wikidata.org/wiki/Q840387","display_name":"Colonoscopy","level":4,"score":0.6615648},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6277783},{"id":"https://openalex.org/C2779280984","wikidata":"https://www.wikidata.org/wiki/Q1472","display_name":"Crohn's disease","level":3,"score":0.5530282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5443359},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.39267725},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33937293},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31847233},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.24273169},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.07758322},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom54947.2022.9982753","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.81}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":14,"referenced_works":["https://openalex.org/W2006360844","https://openalex.org/W2081839214","https://openalex.org/W2089290423","https://openalex.org/W2112635226","https://openalex.org/W2154368944","https://openalex.org/W2161298293","https://openalex.org/W2564486743","https://openalex.org/W3008632606","https://openalex.org/W3091905774","https://openalex.org/W3127191207","https://openalex.org/W3135495209","https://openalex.org/W3164631742","https://openalex.org/W4210395989","https://openalex.org/W4235263078"],"related_works":["https://openalex.org/W3116076068","https://openalex.org/W2951359407","https://openalex.org/W2775347418","https://openalex.org/W2772917594","https://openalex.org/W2755342338","https://openalex.org/W2229312674","https://openalex.org/W2166024367","https://openalex.org/W2079911747","https://openalex.org/W2058170566","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Crohn's":[0,29,45],"disease":[1,7,30,46,109],"(CD)":[2],"is":[3,54,92,118,134,278],"a":[4],"chronic":[5],"inflammatory":[6],"characterized":[8],"by":[9,170],"transmural":[10],"inflammation":[11],"and":[12,36,67,86,112,143,147,174,223,245,266],"may":[13],"affect":[14],"any":[15],"part":[16,39],"of":[17,40,58,72,81,89,128,160,163,214,256,282],"the":[18,23,26,34,37,41,51,55,59,84,87,95,99,108,126,129,136,141,144,148,155,161,194,205,211,228,260,280],"gastrointestinal":[19],"(GI)":[20],"tract,":[21],"from":[22,193,234],"mouth":[24],"to":[25,70,97,120,153,187,230,273],"perianal":[27],"area.":[28],"most":[31],"commonly":[32],"affects":[33],"colon":[35,142],"last":[38],"small":[42,157,195],"intestine":[43],"(ileum).":[44],"causes":[47],"various":[48],"lesions":[49],"in":[50,77,110,139,285],"mucosa,":[52],"which":[53],"inner":[56],"layer":[57],"gut.":[60],"CD":[61,199,206],"presents":[62],"with":[63,242,259],"focal":[64],"ulcerations,":[65],"erythema":[66],"edema":[68],"adjacent":[69],"areas":[71],"normal":[73],"appearing":[74],"mucosa":[75],"resulting":[76],"heterogeneous":[78],"patchy":[79],"patterns":[80,91],"disease.":[82],"Knowing":[83],"type":[85],"extent":[88],"these":[90],"important":[93],"for":[94],"clinicians":[96],"provide":[98],"right":[100],"treatments.":[101],"The":[102,132,254],"medical":[103,130],"treatment":[104,117],"aims":[105],"at":[106],"keeping":[107],"remission":[111],"abating":[113],"flares,":[114],"whereas":[115],"surgical":[116],"indicated":[119],"address":[121],"complications":[122],"that":[123,226,248],"are":[124],"beyond":[125],"efficacy":[127],"treatment.":[131],"videocolonoscopy":[133],"considered":[135],"gold":[137],"standard":[138],"examining":[140],"terminal":[145],"ileum":[146],"video":[149,162,191],"capsule":[150,189],"endoscopy":[151,190],"(VCE)":[152],"examine":[154],"entire":[156],"bowel.":[158],"Examination":[159],"both":[164],"viewing":[165],"procedures":[166],"can":[167],"be":[168],"enhanced":[169],"using":[171,237],"computer":[172],"vision":[173],"machine":[175],"learning":[176,225],"techniques.":[177],"In":[178],"this":[179,286],"paper,":[180],"we":[181],"have":[182,227],"conducted":[183],"our":[184,203,257,267,283],"first":[185],"investigation":[186,284],"cluster":[188],"frames":[192],"bowel":[196],"into":[197],"five":[198],"clusters.":[200],"We":[201],"call":[202],"approach":[204],"lesion":[207],"variability":[208,215,233],"sensing":[209],"as":[210],"uses":[212,249],"pipeline":[213],"recognition":[216],"utilizing":[217],"thick":[218],"data":[219],"image":[220],"augmentation":[221],"techniques":[222],"deep":[224],"ability":[229],"learn":[231],"such":[232],"few":[235],"samples":[236],"Siamese":[238],"neural":[239],"network":[240],"(SSN)":[241],"triple":[243,261],"loss":[244,262],"fuzzy":[246,269],"filter":[247,270],"structural":[250],"similarity":[251],"index":[252],"(SSIM).":[253],"accuracy":[255],"SSN":[258],"function":[263],"reached":[264],"68%":[265],"added":[268],"increased":[271],"it":[272],"reach":[274],"over":[275],"75%.":[276],"This":[277],"only":[279],"start":[281],"complex":[287],"field.":[288]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4312813592","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-03-02T11:28:21.004519","created_date":"2023-01-05"}