{"id":"https://openalex.org/W4213170317","doi":"https://doi.org/10.21105/joss.03914","title":"MetaWards: A flexible metapopulation framework for modelling disease spread","display_name":"MetaWards: A flexible metapopulation framework for modelling disease spread","publication_year":2022,"publication_date":"2022-02-14","ids":{"openalex":"https://openalex.org/W4213170317","doi":"https://doi.org/10.21105/joss.03914"},"language":"en","primary_location":{"id":"doi:10.21105/joss.03914","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.03914","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.03914.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://joss.theoj.org/papers/10.21105/joss.03914.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034343670","display_name":"Christopher Woods","orcid":"https://orcid.org/0000-0001-6563-9903"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Christopher Woods","raw_affiliation_strings":["Research Software Engineering, Advanced Computing Research Centre, University of Bristol, UK"],"raw_orcid":"https://orcid.org/0000-0001-6563-9903","affiliations":[{"raw_affiliation_string":"Research Software Engineering, Advanced Computing Research Centre, University of Bristol, UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009409259","display_name":"Lester O. Hedges","orcid":"https://orcid.org/0000-0002-5624-0500"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lester Hedges","raw_affiliation_strings":["Research Software Engineering, Advanced Computing Research Centre, University of Bristol, UK","Research Software Engineering, Research Computing Services, University of Cambridge, UK"],"raw_orcid":"https://orcid.org/0000-0002-5624-0500","affiliations":[{"raw_affiliation_string":"Research Software Engineering, Advanced Computing Research Centre, University of Bristol, UK","institution_ids":["https://openalex.org/I36234482"]},{"raw_affiliation_string":"Research Software Engineering, Research Computing Services, University of Cambridge, UK","institution_ids":["https://openalex.org/I4210164937","https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003409244","display_name":"Christopher Edsall","orcid":"https://orcid.org/0000-0001-6863-2184"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]},{"id":"https://openalex.org/I4387154743","display_name":"MVJ College of Engineering","ror":"https://ror.org/01dez0c30","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154743"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christopher Edsall","raw_affiliation_strings":["College of Engineering,","Mathematics and Physical Sciences, University of Exeter, UK"],"raw_orcid":"https://orcid.org/0000-0001-6863-2184","affiliations":[{"raw_affiliation_string":"College of Engineering,","institution_ids":["https://openalex.org/I4387154743"]},{"raw_affiliation_string":"Mathematics and Physical Sciences, University of Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051888884","display_name":"Ellen Brooks\u2010Pollock","orcid":"https://orcid.org/0000-0002-5984-4932"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ellen Brooks-Pollock","raw_affiliation_strings":["Department of Engineering Mathematics, University of Bristol, UK"],"raw_orcid":"https://orcid.org/0000-0002-5984-4932","affiliations":[{"raw_affiliation_string":"Department of Engineering Mathematics, University of Bristol, UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033147103","display_name":"Christopher Parton-Fenton","orcid":"https://orcid.org/0000-0003-0052-8430"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]},{"id":"https://openalex.org/I4387154743","display_name":"MVJ College of Engineering","ror":"https://ror.org/01dez0c30","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154743"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christopher Parton-Fenton","raw_affiliation_strings":["College of Engineering,","Mathematics and Physical Sciences, University of Exeter, UK"],"raw_orcid":"https://orcid.org/0000-0003-0052-8430","affiliations":[{"raw_affiliation_string":"College of Engineering,","institution_ids":["https://openalex.org/I4387154743"]},{"raw_affiliation_string":"Mathematics and Physical Sciences, University of Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041581513","display_name":"Trevelyan J. McKinley","orcid":"https://orcid.org/0000-0002-9485-3236"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Trevelyan McKinley","raw_affiliation_strings":["College of Medicine and Health, University of Exeter, UK"],"raw_orcid":"https://orcid.org/0000-0002-9485-3236","affiliations":[{"raw_affiliation_string":"College of Medicine and Health, University of Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086651355","display_name":"Matt J. Keeling","orcid":"https://orcid.org/0000-0003-4639-4765"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matt Keeling","raw_affiliation_strings":["Zeeman Institute (SBIDER), University of Warwick, Coventry, UK"],"raw_orcid":"https://orcid.org/0000-0003-4639-4765","affiliations":[{"raw_affiliation_string":"Zeeman Institute (SBIDER), University of Warwick, Coventry, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042656326","display_name":"Le\u00f3n Danon","orcid":"https://orcid.org/0000-0002-7076-1871"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Leon Danon","raw_affiliation_strings":["Department of Engineering Mathematics, University of Bristol, UK"],"raw_orcid":"https://orcid.org/0000-0002-7076-1871","affiliations":[{"raw_affiliation_string":"Department of Engineering Mathematics, University of Bristol, UK","institution_ids":["https://openalex.org/I36234482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5034343670"],"corresponding_institution_ids":["https://openalex.org/I36234482"],"apc_list":null,"apc_paid":null,"fwci":0.8219,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.66051248,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"7","issue":"70","first_page":"3914","last_page":"3914"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/metapopulation","display_name":"Metapopulation","score":0.9598537087440491},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4524381160736084},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3516849875450134},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.14437198638916016},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.13701090216636658},{"id":"https://openalex.org/keywords/biological-dispersal","display_name":"Biological dispersal","score":0.06374651193618774},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.04468339681625366}],"concepts":[{"id":"https://openalex.org/C189569837","wikidata":"https://www.wikidata.org/wiki/Q954495","display_name":"Metapopulation","level":4,"score":0.9598537087440491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4524381160736084},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3516849875450134},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.14437198638916016},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.13701090216636658},{"id":"https://openalex.org/C47559259","wikidata":"https://www.wikidata.org/wiki/Q778143","display_name":"Biological dispersal","level":3,"score":0.06374651193618774},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.04468339681625366}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.21105/joss.03914","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.03914","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.03914.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},{"id":"pmh:oai:research-information.bris.ac.uk:publications/030ad7be-ced5-40d4-bfec-c9d30f8ffe01","is_oa":true,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/030ad7be-ced5-40d4-bfec-c9d30f8ffe01","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Woods, C, Hedges, L, Edsall, C, Brooks-Pollock, E, Parton-Fenton, C, McKinley, T, Keeling, M & Danon, L 2022, 'MetaWards: A flexible metapopulation framework for modelling disease spread', Journal of Open Source Software, vol. 7, no. 70. https://doi.org/10.21105/joss.03914","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:figshare.com:article/29785442","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:ore.exeter.ac.uk:10871/128876","is_oa":true,"landing_page_url":"http://hdl.handle.net/10871/128876","pdf_url":null,"source":{"id":"https://openalex.org/S4306401998","display_name":"Open Research Exeter (University of Exeter)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I23923803","host_organization_name":"University of Exeter","host_organization_lineage":["https://openalex.org/I23923803"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:research-information.bris.ac.uk:publications/030ad7be-ced5-40d4-bfec-c9d30f8ffe01","is_oa":true,"landing_page_url":"https://hdl.handle.net/1983/030ad7be-ced5-40d4-bfec-c9d30f8ffe01","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.21105/joss.03914","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.03914","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.03914.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1633672591","display_name":null,"funder_award_id":"N510129","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G1650259125","display_name":null,"funder_award_id":"MR/V038613/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G218040429","display_name":null,"funder_award_id":"MC/PC/19067","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G2357782629","display_name":null,"funder_award_id":"EP/N018591/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3855435662","display_name":null,"funder_award_id":"N510129","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G4072067573","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"},{"id":"https://openalex.org/G444630160","display_name":null,"funder_award_id":"EP/N510129/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4500485203","display_name":"The Alan Turing Institute","funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5131603865","display_name":"Sustainable RSE Careers for Sustainable Software Development","funder_award_id":"EP/N018591/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6585126884","display_name":null,"funder_award_id":"MR/V038613/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6983460074","display_name":"Uncertainty Quantification for Expensive COVID-19 Simulation Models (UQ4Covid)","funder_award_id":"EP/V051555/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8373959845","display_name":"COVID-19 Modelling Consortium: quantitative epidemiological predictions in response to an evolving pandemic","funder_award_id":"MR/V038613/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G8581904048","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G8795210754","display_name":null,"funder_award_id":"EP/N510129/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320307765","display_name":"Pfizer","ror":"https://ror.org/01xdqrp08"},{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"},{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320336061","display_name":"Research England","ror":"https://ror.org/02wxr8x18"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4213170317.pdf","grobid_xml":"https://content.openalex.org/works/W4213170317.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W2008344748","https://openalex.org/W2016609094","https://openalex.org/W3164131448","https://openalex.org/W3164436820"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3030042607","https://openalex.org/W2018503327","https://openalex.org/W2075736091","https://openalex.org/W2067056526","https://openalex.org/W2393573535","https://openalex.org/W4206603947","https://openalex.org/W3031864658","https://openalex.org/W1606426756","https://openalex.org/W4256617386"],"abstract_inverted_index":{"Understanding":[0],"how":[1],"disease":[2,21,28],"spreads":[3],"through":[4],"populations":[5],"is":[6,47],"important":[7],"when":[8],"designing":[9],"and":[10,51,73,123,137,143,150,154],"implementing":[11],"control":[12,75],"measures.":[13],"MetaWards":[14],"implements":[15,102],"a":[16,53,103,155,167],"stochastic":[17],"metapopulation":[18],"model":[19,70],"of":[20,27,82,85,88,91,95,98,135,158,169],"transmission":[22,39,106],"that":[23,30,113,140],"enables":[24,63],"geographical":[25,125],"modelling":[26,37],"spread":[29],"can":[31,114,128],"scale":[32],"all":[33],"the":[34,64,132],"way":[35],"from":[36,131],"local":[38],"up":[40],"to":[41,57,66,69,162,166],"full":[42],"national-or":[43],"international-scale":[44],"outbreaks.":[45],"It":[46,101],"built":[48],"in":[49],"Python":[50],"has":[52],"flexible":[54],"plugin":[55],"architecture":[56],"support":[58],"complex":[59],"scenario":[60],"modelling.":[61],"This":[62],"code":[65],"be":[67,115,129],"adapted":[68],"new":[71,74,83],"situations":[72],"measures":[76],"as":[77,109],"they":[78],"arise,":[79],"e.g.":[80],"emergence":[81],"variants":[84],"disease,":[86],"enaction":[87],"different":[89,96],"types":[90,97],"movement":[92,136],"restrictions,":[93],"availability":[94],"vaccines":[99],"etc.":[100],"userdefinable":[104],"compartmental":[105],"model,":[107,112],"such":[108],"an":[110],"SIR":[111],"extended":[116],"multi-dimensionally":[117],"via":[118,146],"multiple":[119,124],"demographics":[120],"or":[121],"sub-populations,":[122],"regions.":[126],"Models":[127],"constructed":[130],"various":[133],"sources":[134],"demographic":[138],"data":[139],"are":[141,144],"available,":[142],"accelerated":[145],"Cython":[147],"Python,":[148],"R":[149],"command":[151],"line":[152],"interfaces":[153],"complete":[156],"set":[157],"tutorials":[159],"empower":[160],"researchers":[161],"adapt":[163],"their":[164],"models":[165],"variety":[168],"scenarios.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}