{"id":"https://openalex.org/W4403409634","doi":"https://doi.org/10.1093/bib/bbae505","title":"MultiFeatVotPIP: a voting-based ensemble learning framework for predicting proinflammatory peptides","display_name":"MultiFeatVotPIP: a voting-based ensemble learning framework for predicting proinflammatory peptides","publication_year":2024,"publication_date":"2024-09-23","ids":{"openalex":"https://openalex.org/W4403409634","doi":"https://doi.org/10.1093/bib/bbae505","pmid":"https://pubmed.ncbi.nlm.nih.gov/39406523"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbae505","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae505","pdf_url":"https://academic.oup.com/bib/article-pdf/25/6/bbae505/59764408/bbae505.pdf","source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/bib/article-pdf/25/6/bbae505/59764408/bbae505.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075264945","display_name":"Chaorui Yan","orcid":"https://orcid.org/0000-0003-4646-7215"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaorui Yan","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114270411","display_name":"Aoyun Geng","orcid":"https://orcid.org/0009-0004-9716-9415"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aoyun Geng","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111352380","display_name":"Zhuoyu Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoyu Pan","raw_affiliation_strings":["International Business School, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Business School, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115595834","display_name":"Zilong Zhang","orcid":"https://orcid.org/0009-0007-4710-9870"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zilong Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061028143","display_name":"Feifei Cui","orcid":"https://orcid.org/0000-0001-7055-3813"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feifei Cui","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,"],"raw_orcid":"https://orcid.org/0000-0001-7055-3813","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University , 58 Renmin Avenue, Meilan District, Haidian Campus, Haikou 570228,","institution_ids":["https://openalex.org/I20942203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20942203"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":3.1725,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.92668539,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"25","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11103","display_name":"Antimicrobial Peptides and Activities","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7731902599334717},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6516515016555786},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5445948839187622},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5315653681755066},{"id":"https://openalex.org/keywords/proinflammatory-cytokine","display_name":"Proinflammatory cytokine","score":0.522114634513855},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.5153169631958008},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5124309659004211},{"id":"https://openalex.org/keywords/matthews-correlation-coefficient","display_name":"Matthews correlation coefficient","score":0.49551689624786377},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.4876924753189087},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46847668290138245},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.44728606939315796},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3335341811180115},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.15609297156333923},{"id":"https://openalex.org/keywords/inflammation","display_name":"Inflammation","score":0.08217620849609375},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07002800703048706},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06800371408462524}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7731902599334717},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6516515016555786},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5445948839187622},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5315653681755066},{"id":"https://openalex.org/C164027704","wikidata":"https://www.wikidata.org/wiki/Q3491837","display_name":"Proinflammatory cytokine","level":3,"score":0.522114634513855},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.5153169631958008},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5124309659004211},{"id":"https://openalex.org/C164085508","wikidata":"https://www.wikidata.org/wiki/Q4811327","display_name":"Matthews correlation coefficient","level":3,"score":0.49551689624786377},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.4876924753189087},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46847668290138245},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.44728606939315796},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3335341811180115},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.15609297156333923},{"id":"https://openalex.org/C2776914184","wikidata":"https://www.wikidata.org/wiki/Q101991","display_name":"Inflammation","level":2,"score":0.08217620849609375},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07002800703048706},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06800371408462524},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000096264","descriptor_name":"Voting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000096264","descriptor_name":"Voting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000096264","descriptor_name":"Voting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000096264","descriptor_name":"Voting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000096264","descriptor_name":"Voting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007249","descriptor_name":"Inflammation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007249","descriptor_name":"Inflammation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007249","descriptor_name":"Inflammation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007249","descriptor_name":"Inflammation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007249","descriptor_name":"Inflammation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010455","descriptor_name":"Peptides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010455","descriptor_name":"Peptides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010455","descriptor_name":"Peptides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010455","descriptor_name":"Peptides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010455","descriptor_name":"Peptides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bib/bbae505","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae505","pdf_url":"https://academic.oup.com/bib/article-pdf/25/6/bbae505/59764408/bbae505.pdf","source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:39406523","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39406523","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11479713","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11479713","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11479713/pdf/bbae505.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brief Bioinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bib/bbae505","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae505","pdf_url":"https://academic.oup.com/bib/article-pdf/25/6/bbae505/59764408/bbae505.pdf","source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2800956338","display_name":null,"funder_award_id":"62101100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8875385470","display_name":null,"funder_award_id":"62262015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403409634.pdf","grobid_xml":"https://content.openalex.org/works/W4403409634.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W49407949","https://openalex.org/W1940872118","https://openalex.org/W1968968976","https://openalex.org/W2000770184","https://openalex.org/W2003204068","https://openalex.org/W2035981398","https://openalex.org/W2097606916","https://openalex.org/W2117155927","https://openalex.org/W2118742454","https://openalex.org/W2123641283","https://openalex.org/W2128980841","https://openalex.org/W2141818629","https://openalex.org/W2144821774","https://openalex.org/W2165578318","https://openalex.org/W2171033594","https://openalex.org/W2295598076","https://openalex.org/W2440607563","https://openalex.org/W2462347288","https://openalex.org/W2766220551","https://openalex.org/W2887293266","https://openalex.org/W2945153532","https://openalex.org/W2946853220","https://openalex.org/W2967960129","https://openalex.org/W2992625249","https://openalex.org/W3023923910","https://openalex.org/W3088621177","https://openalex.org/W3129096424","https://openalex.org/W3134163647","https://openalex.org/W3138274921","https://openalex.org/W3202017248","https://openalex.org/W3209054576","https://openalex.org/W3217789277","https://openalex.org/W4213310778","https://openalex.org/W4224737779","https://openalex.org/W4225373802","https://openalex.org/W4226113632","https://openalex.org/W4242171500","https://openalex.org/W4244895750","https://openalex.org/W4282962464","https://openalex.org/W4283739159","https://openalex.org/W4323808718","https://openalex.org/W4379209740","https://openalex.org/W4386081361","https://openalex.org/W4390955747","https://openalex.org/W4390971042","https://openalex.org/W4391618534","https://openalex.org/W4399153512","https://openalex.org/W4401163224","https://openalex.org/W4401171136","https://openalex.org/W6602005224","https://openalex.org/W6640362995"],"related_works":["https://openalex.org/W2794896638","https://openalex.org/W2891633941","https://openalex.org/W3202800081","https://openalex.org/W3101614107","https://openalex.org/W1909207154","https://openalex.org/W4390971112","https://openalex.org/W3036530763","https://openalex.org/W1514365828","https://openalex.org/W3149839747","https://openalex.org/W3204228978"],"abstract_inverted_index":{"Inflammatory":[0],"responses":[1],"may":[2],"lead":[3],"to":[4,65],"tissue":[5],"or":[6],"organ":[7],"damage,":[8],"and":[9,38,57,69,94,112,116],"proinflammatory":[10],"peptides":[11,15],"(PIPs)":[12],"are":[13,98],"signaling":[14],"that":[16,88],"can":[17,119,136],"induce":[18],"such":[19],"responses.":[20],"Many":[21],"diseases":[22],"have":[23,127],"been":[24],"redefined":[25],"as":[26],"inflammatory":[27],"diseases.":[28],"To":[29],"identify":[30],"PIPs":[31,72],"more":[32,52],"efficiently,":[33],"we":[34,49,126],"expanded":[35],"the":[36,59,89,104,114,117],"dataset":[37],"designed":[39],"an":[40,76],"ensemble":[41,77],"learning":[42,78],"model":[43,79,110,115],"with":[44],"manually":[45],"encoded":[46],"features.":[47],"Specifically,":[48],"adopted":[50],"a":[51,129],"comprehensive":[53],"feature":[54],"encoding":[55],"method":[56],"considered":[58],"actual":[60],"impact":[61],"of":[62,71,103],"certain":[63],"features":[64],"filter":[66],"them.":[67],"Identification":[68],"prediction":[70],"were":[73],"performed":[74],"using":[75],"based":[80],"on":[81],"five":[82],"different":[83],"classifiers.":[84],"The":[85],"results":[86],"show":[87],"model's":[90],"sensitivity,":[91],"specificity,":[92],"accuracy,":[93],"Matthews":[95],"correlation":[96],"coefficient":[97],"all":[99],"higher":[100],"than":[101],"those":[102],"state-of-the-art":[105],"models.":[106],"We":[107],"named":[108],"this":[109],"MultiFeatVotPIP,":[111],"both":[113],"data":[118],"be":[120,137],"accessed":[121,138],"publicly":[122],"at":[123,139],"https://github.com/ChaoruiYan019/MultiFeatVotPIP.":[124],"Additionally,":[125],"developed":[128],"user-friendly":[130],"web":[131],"interface":[132],"for":[133],"users,":[134],"which":[135],"http://www.bioai-lab.com/MultiFeatVotPIP.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":15}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}