{"id":"https://openalex.org/W3091038258","doi":"https://doi.org/10.1155/2020/8867380","title":"A Machine Learning Gateway for Scientific Workflow Design","display_name":"A Machine Learning Gateway for Scientific Workflow Design","publication_year":2020,"publication_date":"2020-09-29","ids":{"openalex":"https://openalex.org/W3091038258","doi":"https://doi.org/10.1155/2020/8867380","mag":"3091038258"},"language":"en","primary_location":{"id":"doi:10.1155/2020/8867380","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8867380","pdf_url":"https://downloads.hindawi.com/journals/sp/2020/8867380.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/sp/2020/8867380.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020961252","display_name":"Brian Broll","orcid":"https://orcid.org/0000-0003-4549-0333"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I4210160740","display_name":"Integrated Software (United States)","ror":"https://ror.org/05dp7m259","country_code":"US","type":"company","lineage":["https://openalex.org/I4210160740"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Brian Broll","raw_affiliation_strings":["Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I4210160740","https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021394259","display_name":"Umesh Timalsina","orcid":"https://orcid.org/0000-0002-5430-3993"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I4210160740","display_name":"Integrated Software (United States)","ror":"https://ror.org/05dp7m259","country_code":"US","type":"company","lineage":["https://openalex.org/I4210160740"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Umesh Timalsina","raw_affiliation_strings":["Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I4210160740","https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018179115","display_name":"P\u00e9ter V\u00f6lgyesi","orcid":"https://orcid.org/0000-0002-7478-4317"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I4210160740","display_name":"Integrated Software (United States)","ror":"https://ror.org/05dp7m259","country_code":"US","type":"company","lineage":["https://openalex.org/I4210160740"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P\u00e9ter V\u00f6lgyesi","raw_affiliation_strings":["Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I4210160740","https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058636306","display_name":"Tam\u00e1s Budav\u00e1ri","orcid":"https://orcid.org/0000-0002-7034-4621"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tam\u00e1s Budav\u00e1ri","raw_affiliation_strings":["Department of Applied Mathematics and Statistics, Department of Physics and Astronomy, and Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA"],"affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics and Statistics, Department of Physics and Astronomy, and Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086257343","display_name":"\u00c1kos L\u00e9deczi","orcid":"https://orcid.org/0000-0003-2876-585X"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I4210160740","display_name":"Integrated Software (United States)","ror":"https://ror.org/05dp7m259","country_code":"US","type":"company","lineage":["https://openalex.org/I4210160740"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"\u00c1kos L\u00e9deczi","raw_affiliation_strings":["Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Software Integrated Systems and Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I4210160740","https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010840475","display_name":"Manuel E. Acacio","orcid":"https://orcid.org/0000-0003-0935-4078"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel E. Acacio Sanchez","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020961252"],"corresponding_institution_ids":["https://openalex.org/I200719446","https://openalex.org/I4210160740"],"apc_list":{"value":1800,"currency":"USD","value_usd":1800},"apc_paid":{"value":1800,"currency":"USD","value_usd":1800},"fwci":0.9189,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87011276,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9843999743461609,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8410510420799255},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7883775234222412},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.668835461139679},{"id":"https://openalex.org/keywords/gateway","display_name":"Gateway (web page)","score":0.6286845803260803},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5732384324073792},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5000426769256592},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40820974111557007},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.39769282937049866},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.23534876108169556},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2050548493862152},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15676695108413696}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8410510420799255},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7883775234222412},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.668835461139679},{"id":"https://openalex.org/C2777710495","wikidata":"https://www.wikidata.org/wiki/Q5527195","display_name":"Gateway (web page)","level":2,"score":0.6286845803260803},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5732384324073792},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5000426769256592},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40820974111557007},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.39769282937049866},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23534876108169556},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2050548493862152},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15676695108413696},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2020/8867380","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8867380","pdf_url":"https://downloads.hindawi.com/journals/sp/2020/8867380.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:489875a5f29a4ac8a3a34522d89bf109","is_oa":true,"landing_page_url":"https://doaj.org/article/489875a5f29a4ac8a3a34522d89bf109","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/8867380","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8867380","pdf_url":"https://downloads.hindawi.com/journals/sp/2020/8867380.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G6710563682","display_name":null,"funder_award_id":"1740151","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3091038258.pdf","grobid_xml":"https://content.openalex.org/works/W3091038258.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1825675169","https://openalex.org/W1996734986","https://openalex.org/W2007339694","https://openalex.org/W2014019774","https://openalex.org/W2019952623","https://openalex.org/W2097117768","https://openalex.org/W2103211764","https://openalex.org/W2111996486","https://openalex.org/W2135514714","https://openalex.org/W2187089797","https://openalex.org/W2257979135","https://openalex.org/W2293306176","https://openalex.org/W2808496877","https://openalex.org/W2951523806","https://openalex.org/W3000891278","https://openalex.org/W3099523816","https://openalex.org/W3106076331","https://openalex.org/W4294170691","https://openalex.org/W4295312788","https://openalex.org/W6621378261","https://openalex.org/W6638389677","https://openalex.org/W6638693577","https://openalex.org/W6639204139","https://openalex.org/W6674914833","https://openalex.org/W6682691769","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W4223488648","https://openalex.org/W45233828","https://openalex.org/W3123141149","https://openalex.org/W2964988449","https://openalex.org/W4205786897","https://openalex.org/W2134969820","https://openalex.org/W2251605416"],"abstract_inverted_index":{"The":[0,63],"paper":[1],"introduces":[2],"DeepForge,":[3],"a":[4,38],"gateway":[5],"to":[6,16,22],"deep":[7,28],"learning":[8,29,61],"for":[9],"scientific":[10],"computing.":[11],"DeepForge":[12,48],"provides":[13],"an":[14],"easy":[15,73],"use,":[17],"yet":[18],"powerful":[19],"visual/textual":[20],"interface":[21],"facilitate":[23],"the":[24],"rapid":[25],"development":[26],"of":[27,53,59,75],"models":[30],"by":[31],"novices":[32],"as":[33,35],"well":[34],"experts.":[36],"Utilizing":[37],"cloud-based":[39],"infrastructure,":[40],"built-in":[41],"version":[42],"control,":[43],"and":[44,51,55],"multiuser":[45],"collaboration":[46],"support,":[47],"promotes":[49],"reproducibility":[50],"ease":[52],"access":[54],"enables":[56,72],"remote":[57],"execution":[58],"machine":[60],"pipelines.":[62],"tool":[64],"currently":[65],"supports":[66],"TensorFlow/Keras,":[67],"but":[68],"its":[69],"extensible":[70],"architecture":[71],"integration":[74],"additional":[76],"platforms.":[77]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
