{"id":"https://openalex.org/W7092578913","doi":"https://doi.org/10.5281/zenodo.17390678","title":"ML-IAM: Machine Learning Emulator for Integrated Assessment Models - Source Code","display_name":"ML-IAM: Machine Learning Emulator for Integrated Assessment Models - Source Code","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7092578913","doi":"https://doi.org/10.5281/zenodo.17390678"},"language":null,"primary_location":{"id":"pmh:doi:10.5281/zenodo.17390677","is_oa":true,"landing_page_url":"https://github.com/YenShin1891/ml-iam/tree/v1.0.1","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},"type":"other","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://github.com/YenShin1891/ml-iam/tree/v1.0.1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shin, Yen","orcid":"https://orcid.org/0009-0001-9765-1779"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Shin, Yen","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0001-9765-1779","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lee, Changyoon","orcid":"https://orcid.org/0009-0007-3781-5296"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Lee, Changyoon","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0007-3781-5296","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kim, Eunsu","orcid":"https://orcid.org/0009-0005-3833-502X"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kim, Eunsu","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0005-3833-502X","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Myung, Junho","orcid":"https://orcid.org/0009-0001-8603-1195"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myung, Junho","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0001-8603-1195","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Park, Kiwoong","orcid":"https://orcid.org/0009-0007-8873-8243"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Park, Kiwoong","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0007-8873-8243","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ha, Jiheun","orcid":"https://orcid.org/0009-0006-7079-0994"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ha, Jiheun","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0006-7079-0994","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Choi, Min-Young","orcid":"https://orcid.org/0000-0001-9363-8027"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Choi, Min-Young","raw_affiliation_strings":["Seoul National University"],"raw_orcid":"https://orcid.org/0000-0001-9363-8027","affiliations":[{"raw_affiliation_string":"Seoul National University","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kim, Bomi","orcid":"https://orcid.org/0009-0007-8920-8068"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210091929","display_name":"Konkuk University Medical Center","ror":"https://ror.org/00jcx1769","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I24062138","https://openalex.org/I4210091929"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kim, Bomi","raw_affiliation_strings":["Seoul National University","Konkuk University"],"raw_orcid":"https://orcid.org/0009-0007-8920-8068","affiliations":[{"raw_affiliation_string":"Seoul National University","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Konkuk University","institution_ids":["https://openalex.org/I4210091929"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ka, Hyun W.","orcid":"https://orcid.org/0009-0007-8920-8068"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ka, Hyun W.","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0009-0007-8920-8068","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Woo, Jung-Hun","orcid":"https://orcid.org/0000-0002-2515-8467"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woo, Jung-Hun","raw_affiliation_strings":["Seoul National University"],"raw_orcid":"https://orcid.org/0000-0002-2515-8467","affiliations":[{"raw_affiliation_string":"Seoul National University","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Oh, Alice","orcid":"https://orcid.org/0000-0002-7884-3038"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Oh, Alice","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology"],"raw_orcid":"https://orcid.org/0000-0002-7884-3038","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":null,"display_name":"McJeon, Haewon","orcid":"https://orcid.org/0000-0003-0348-5704"},"institutions":[{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I142606810","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"McJeon, Haewon","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology","Pacific Northwest National Laboratory"],"raw_orcid":"https://orcid.org/0000-0003-0348-5704","affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"Pacific Northwest National Laboratory","institution_ids":["https://openalex.org/I142606810"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10029","display_name":"Climate variability and models","score":0.07450000196695328,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10029","display_name":"Climate variability and models","score":0.07450000196695328,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.05999999865889549,"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/T13530","display_name":"Climate Change and Environmental Impact","score":0.057500001043081284,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.7300999760627747},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6003000140190125},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5220999717712402},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.42010000348091125},{"id":"https://openalex.org/keywords/data-source","display_name":"Data source","score":0.3849000036716461},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.3781999945640564}],"concepts":[{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.7300999760627747},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6818000078201294},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6003000140190125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5831999778747559},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5220999717712402},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4805999994277954},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.42010000348091125},{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.3849000036716461},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3781999945640564},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.36500000953674316},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33320000767707825},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.32760000228881836},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.296999990940094},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.27709999680519104},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.26019999384880066}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.5281/zenodo.17390677","is_oa":true,"landing_page_url":"https://github.com/YenShin1891/ml-iam/tree/v1.0.1","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},{"id":"doi:10.5281/zenodo.17390678","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17390678","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.5281/zenodo.17390677","is_oa":true,"landing_page_url":"https://github.com/YenShin1891/ml-iam/tree/v1.0.1","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8728647232055664,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"repository":[1,26],"contains":[2],"the":[3,14],"source":[4,29],"code":[5,30],"for":[6,31,43,70],"ML-IAM,":[7],"a":[8],"machine":[9],"learning":[10],"emulator":[11],"trained":[12],"on":[13],"IPCC":[15,65],"AR6":[16,66],"Scenarios":[17,67],"Database":[18,68],"to":[19,60],"rapidly":[20],"generate":[21],"climate":[22],"scenario":[23],"projections.":[24],"The":[25,40,64],"includes":[27],"complete":[28],"training":[32,72],"and":[33,37],"evaluating":[34],"XGBoost,":[35],"LSTM,":[36],"TFT":[38],"models.":[39],"files":[41],"essential":[42],"preprocessing":[44],"are":[45],"available":[46,74],"at":[47,75],"https://doi.org/10.5281/zenodo.17390113.":[48],"Related":[49],"publication:":[50],"\"ML-IAM:":[51],"Emulating":[52],"Integrated":[53],"Assessment":[54],"Models":[55],"With":[56],"Machine":[57],"Learning\"":[58],"(submitted":[59],"Geoscientific":[61],"Model":[62],"Development)":[63],"used":[69],"model":[71],"is":[73],"https://doi.org/10.5281/zenodo.7197970":[76]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-21T00:00:00"}