{"id":"https://openalex.org/W3038724268","doi":"https://doi.org/10.1145/3397391.3397429","title":"Gum Disease Detection in the Front Part of the Mouth Using Convolutional Neural Network Through the Use of Keras with TensorFlow as Backend","display_name":"Gum Disease Detection in the Front Part of the Mouth Using Convolutional Neural Network Through the Use of Keras with TensorFlow as Backend","publication_year":2020,"publication_date":"2020-06-29","ids":{"openalex":"https://openalex.org/W3038724268","doi":"https://doi.org/10.1145/3397391.3397429","mag":"3038724268"},"language":"en","primary_location":{"id":"doi:10.1145/3397391.3397429","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397391.3397429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 10th International Conference on Biomedical Engineering and Technology","raw_type":"proceedings-article"},"type":"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/A5020453356","display_name":"Edgardo Raphael Carillo","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"Edgardo Raphael Carillo","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046531605","display_name":"Shalom Dispo","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Shalom Dispo","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084440467","display_name":"Renfroe Von Harlagee Fallarco","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Renfroe Von Harlagee Fallarco","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025988238","display_name":"Karen Faye Mateo","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Karen Faye Mateo","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055432735","display_name":"Ramon G. Garcia","orcid":"https://orcid.org/0000-0003-3903-1499"},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Ramon Garcia","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030985823","display_name":"Marianne M. Sejera","orcid":"https://orcid.org/0000-0002-7481-0327"},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Marianne Sejera","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025561154","display_name":"Flordeliza L. Valiente","orcid":"https://orcid.org/0000-0002-4854-8177"},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Flordeliza L. Valiente","raw_affiliation_strings":["School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Electronics and Computer Engineering, Map\u00faa University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5020453356"],"corresponding_institution_ids":["https://openalex.org/I137967721"],"apc_list":null,"apc_paid":null,"fwci":0.619,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.67806953,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"144","last_page":"150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10257","display_name":"Oral microbiology and periodontitis research","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10257","display_name":"Oral microbiology and periodontitis research","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13324","display_name":"Scientific and Engineering Research Topics","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7012251615524292},{"id":"https://openalex.org/keywords/gingivitis","display_name":"Gingivitis","score":0.6777571439743042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6761443614959717},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6281256675720215},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5315596461296082},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5171012878417969},{"id":"https://openalex.org/keywords/installation","display_name":"Installation","score":0.47558796405792236},{"id":"https://openalex.org/keywords/periodontitis","display_name":"Periodontitis","score":0.4103655517101288},{"id":"https://openalex.org/keywords/dentistry","display_name":"Dentistry","score":0.29482847452163696},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22590553760528564},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.21872004866600037}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7012251615524292},{"id":"https://openalex.org/C2780791200","wikidata":"https://www.wikidata.org/wiki/Q673083","display_name":"Gingivitis","level":2,"score":0.6777571439743042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6761443614959717},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6281256675720215},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5315596461296082},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5171012878417969},{"id":"https://openalex.org/C146778888","wikidata":"https://www.wikidata.org/wiki/Q836862","display_name":"Installation","level":2,"score":0.47558796405792236},{"id":"https://openalex.org/C2780385504","wikidata":"https://www.wikidata.org/wiki/Q520127","display_name":"Periodontitis","level":2,"score":0.4103655517101288},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","level":1,"score":0.29482847452163696},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22590553760528564},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.21872004866600037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3397391.3397429","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397391.3397429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 10th International Conference on Biomedical Engineering and Technology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W147603604","https://openalex.org/W2072367953","https://openalex.org/W2405152213","https://openalex.org/W2486430950","https://openalex.org/W2605494178","https://openalex.org/W2782412726","https://openalex.org/W2922423435"],"related_works":["https://openalex.org/W3009420943","https://openalex.org/W1983453728","https://openalex.org/W2770543510","https://openalex.org/W2390459977","https://openalex.org/W2411171731","https://openalex.org/W2113600769","https://openalex.org/W3030443114","https://openalex.org/W1965664664","https://openalex.org/W2897477431","https://openalex.org/W4362601859"],"abstract_inverted_index":{"Gum":[0],"disease":[1,133],"is":[2,80,103],"one":[3],"of":[4,16,20,23,31,48,61,88,100,122,131,169,194,204,210],"the":[5,24,32,46,84,86,89,93,117,128,146,155,177,195,205],"most":[6],"common":[7],"problems":[8],"when":[9],"it":[10,27],"comes":[11],"to":[12,104,119,157,173],"oral":[13],"health.":[14],"Majority":[15],"people":[17],"are":[18,69,77],"unaware":[19],"their":[21,49,65,96,123],"status":[22,47],"gums":[25,50,124],"whether":[26],"falls":[28],"under":[29],"which":[30,63,143],"categories":[33],"namely":[34],"healthy,":[35],"gingivitis,":[36],"periodontitis,":[37],"or":[38,57],"advance":[39],"periodontitis.":[40],"People":[41],"should":[42],"be":[43,158],"informed":[44],"about":[45],"so":[51],"they":[52],"could":[53],"do":[54],"preemptive":[55],"action":[56],"maintenance.":[58],"The":[59,98,136,180,192,202],"number":[60],"individuals":[62],"have":[64],"own":[66],"smartphones":[67],"that":[68,114],"used":[70,160,172],"daily":[71],"both":[72],"for":[73,83,150,161],"necessity":[74],"and":[75,125,175,188],"entertainment":[76],"increasing.":[78],"It":[79],"with":[81],"ease":[82],"users":[85,118],"accessibility":[87],"application":[90,108,137,152,156,196],"by":[91,199],"installing":[92],"file":[94],"in":[95,212],"phones.":[97],"objective":[99],"this":[101],"study":[102,206],"develop":[105],"a":[106],"smartphone":[107],"based":[109],"on":[110,167,184],"convolutional":[111],"neural":[112],"network":[113],"will":[115],"allow":[116],"capture":[120],"images":[121,187],"detect":[126],"even":[127],"earliest":[129],"stage":[130],"gum":[132,186,214],"--":[134],"gingivitis.":[135],"was":[138,171,182,197],"created":[139],"using":[140],"Android":[141,151,162],"Studio":[142],"serves":[144],"as":[145],"integrated":[147],"development":[148],"environment":[149],"development,":[153],"rendering":[154],"specifically":[159],"OS.":[163],"Keras":[164],"framework":[165],"running":[166],"top":[168],"TensorFlow":[170],"define":[174],"train":[176],"CNN":[178],"model.":[179],"experiment":[181],"done":[183],"200":[185],"50":[189],"physical":[190],"examinations.":[191],"accuracy":[193,209],"verified":[198],"four":[200],"dentists.":[201],"result":[203],"shows":[207],"an":[208],"83.5%":[211],"classifying":[213],"diseases.":[215]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
