{"id":"https://openalex.org/W4407209244","doi":"https://doi.org/10.1021/acs.jcim.4c01944","title":"Machine Learning Methodologies Applied to Magnetocaloric Perovskites Discovery","display_name":"Machine Learning Methodologies Applied to Magnetocaloric Perovskites Discovery","publication_year":2025,"publication_date":"2025-02-06","ids":{"openalex":"https://openalex.org/W4407209244","doi":"https://doi.org/10.1021/acs.jcim.4c01944","pmid":"https://pubmed.ncbi.nlm.nih.gov/39915732"},"language":"en","primary_location":{"id":"doi:10.1021/acs.jcim.4c01944","is_oa":true,"landing_page_url":"https://doi.org/10.1021/acs.jcim.4c01944","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"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 Chemical Information and Modeling","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1021/acs.jcim.4c01944","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008676128","display_name":"Luis E. Castro-Anaya","orcid":"https://orcid.org/0000-0003-2959-9494"},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]},{"id":"https://openalex.org/I4210119692","display_name":"Numerical Method (China)","ror":"https://ror.org/02ns8zp42","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210119692"]}],"countries":["BR","CN"],"is_corresponding":false,"raw_author_name":"Luis E. Castro-Anaya","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering","institution_ids":["https://openalex.org/I4210119692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116176272","display_name":"Eduardo Marese","orcid":null},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]},{"id":"https://openalex.org/I4210119692","display_name":"Numerical Method (China)","ror":"https://ror.org/02ns8zp42","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210119692"]}],"countries":["BR","CN"],"is_corresponding":false,"raw_author_name":"Eduardo Marese","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering","institution_ids":["https://openalex.org/I4210119692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065209113","display_name":"Jaime A. Lozano","orcid":"https://orcid.org/0000-0003-2682-9952"},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jaime A. Lozano","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028502838","display_name":"Guilherme Fidelis Peixer","orcid":"https://orcid.org/0000-0002-5238-4910"},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme F. Peixer","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041426283","display_name":"Jader R. Barbosa","orcid":"https://orcid.org/0000-0002-8753-6670"},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jader R. Barbosa","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"POLO - Research Laboratories for Emerging Technologies in Cooling and Thermophysics, Department of Mechanical Engineering","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038392103","display_name":"Sergio Yesid G\u00f3mez Gonz\u00e1lez","orcid":"https://orcid.org/0000-0003-4019-261X"},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]},{"id":"https://openalex.org/I4210119692","display_name":"Numerical Method (China)","ror":"https://ror.org/02ns8zp42","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210119692"]}],"countries":["BR","CN"],"is_corresponding":true,"raw_author_name":"Sergio Yesid G\u00f3mez Gonz\u00e1lez","raw_affiliation_strings":["Federal University of Santa Catarina (UFSC)","Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering"],"affiliations":[{"raw_affiliation_string":"Federal University of Santa Catarina (UFSC)","institution_ids":["https://openalex.org/I4104125"]},{"raw_affiliation_string":"Laboratory of Mass Transfer and Numerical Simulation of Chemical Systems, Department of Chemical Engineering and Food Engineering","institution_ids":["https://openalex.org/I4210119692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5038392103"],"corresponding_institution_ids":["https://openalex.org/I4104125","https://openalex.org/I4210119692"],"apc_list":null,"apc_paid":null,"fwci":3.5962,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.93214742,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"65","issue":"4","first_page":"1812","last_page":"1825"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10607","display_name":"Magnetic and transport properties of perovskites and related materials","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10607","display_name":"Magnetic and transport properties of perovskites and related materials","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10440","display_name":"Advanced Thermoelectric Materials and Devices","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/magnetic-refrigeration","display_name":"Magnetic refrigeration","score":0.9494538307189941},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5596919655799866},{"id":"https://openalex.org/keywords/praseodymium","display_name":"Praseodymium","score":0.5338094830513},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5171277523040771},{"id":"https://openalex.org/keywords/perovskite","display_name":"Perovskite (structure)","score":0.4836083948612213},{"id":"https://openalex.org/keywords/characterization","display_name":"Characterization (materials science)","score":0.4817366898059845},{"id":"https://openalex.org/keywords/neodymium","display_name":"Neodymium","score":0.4665066599845886},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.45334574580192566},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43911707401275635},{"id":"https://openalex.org/keywords/curie-temperature","display_name":"Curie temperature","score":0.41765832901000977},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.36333268880844116},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.30399706959724426},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.149960458278656},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14487773180007935},{"id":"https://openalex.org/keywords/magnetization","display_name":"Magnetization","score":0.11880293488502502},{"id":"https://openalex.org/keywords/magnetic-field","display_name":"Magnetic field","score":0.10913190245628357},{"id":"https://openalex.org/keywords/ferromagnetism","display_name":"Ferromagnetism","score":0.0924747884273529},{"id":"https://openalex.org/keywords/condensed-matter-physics","display_name":"Condensed matter physics","score":0.09079092741012573}],"concepts":[{"id":"https://openalex.org/C186116631","wikidata":"https://www.wikidata.org/wiki/Q899364","display_name":"Magnetic refrigeration","level":4,"score":0.9494538307189941},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5596919655799866},{"id":"https://openalex.org/C537997061","wikidata":"https://www.wikidata.org/wiki/Q1386","display_name":"Praseodymium","level":2,"score":0.5338094830513},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5171277523040771},{"id":"https://openalex.org/C155011858","wikidata":"https://www.wikidata.org/wiki/Q3036449","display_name":"Perovskite (structure)","level":2,"score":0.4836083948612213},{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.4817366898059845},{"id":"https://openalex.org/C540262125","wikidata":"https://www.wikidata.org/wiki/Q1388","display_name":"Neodymium","level":3,"score":0.4665066599845886},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.45334574580192566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43911707401275635},{"id":"https://openalex.org/C63648874","wikidata":"https://www.wikidata.org/wiki/Q191073","display_name":"Curie temperature","level":3,"score":0.41765832901000977},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.36333268880844116},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.30399706959724426},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.149960458278656},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14487773180007935},{"id":"https://openalex.org/C32546565","wikidata":"https://www.wikidata.org/wiki/Q856711","display_name":"Magnetization","level":3,"score":0.11880293488502502},{"id":"https://openalex.org/C115260700","wikidata":"https://www.wikidata.org/wiki/Q11408","display_name":"Magnetic field","level":2,"score":0.10913190245628357},{"id":"https://openalex.org/C82217956","wikidata":"https://www.wikidata.org/wiki/Q184207","display_name":"Ferromagnetism","level":2,"score":0.0924747884273529},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.09079092741012573},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C8010536","wikidata":"https://www.wikidata.org/wiki/Q160398","display_name":"Crystallography","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C520434653","wikidata":"https://www.wikidata.org/wiki/Q38867","display_name":"Laser","level":2,"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":"D010087","descriptor_name":"Oxides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010087","descriptor_name":"Oxides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010087","descriptor_name":"Oxides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010087","descriptor_name":"Oxides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D010087","descriptor_name":"Oxides","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014025","descriptor_name":"Titanium","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D014025","descriptor_name":"Titanium","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D014025","descriptor_name":"Titanium","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D014025","descriptor_name":"Titanium","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D014025","descriptor_name":"Titanium","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D017610","descriptor_name":"Calcium Compounds","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D017610","descriptor_name":"Calcium Compounds","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D017610","descriptor_name":"Calcium Compounds","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D017610","descriptor_name":"Calcium Compounds","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D017610","descriptor_name":"Calcium Compounds","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D060328","descriptor_name":"Magnetic Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060328","descriptor_name":"Magnetic Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1021/acs.jcim.4c01944","is_oa":true,"landing_page_url":"https://doi.org/10.1021/acs.jcim.4c01944","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"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 Chemical Information and Modeling","raw_type":"journal-article"},{"id":"pmid:39915732","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39915732","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":"Journal of chemical information and modeling","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11863371","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11863371","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11863371/pdf/ci4c01944.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Chem Inf Model","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1021/acs.jcim.4c01944","is_oa":true,"landing_page_url":"https://doi.org/10.1021/acs.jcim.4c01944","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"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 Chemical Information and Modeling","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3331681876","display_name":null,"funder_award_id":"CAPES","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G3690646728","display_name":null,"funder_award_id":"00x0ma614","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"},{"id":"https://openalex.org/G5454179176","display_name":null,"funder_award_id":"404023/2019-3","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G8011623005","display_name":null,"funder_award_id":"405970/2021-8","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G8150667753","display_name":null,"funder_award_id":"2019TR0846","funder_id":"https://openalex.org/F4320323349","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa e Inova\u00e7\u00e3o do Estado de Santa Catarina"},{"id":"https://openalex.org/G8464931132","display_name":null,"funder_award_id":"Process","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G8506016091","display_name":null,"funder_award_id":"407491/2022-8","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"}],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320323349","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa e Inova\u00e7\u00e3o do Estado de Santa Catarina","ror":"https://ror.org/0503xdx77"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1967129554","https://openalex.org/W1969357112","https://openalex.org/W1988138539","https://openalex.org/W1994595537","https://openalex.org/W2105882406","https://openalex.org/W2183813665","https://openalex.org/W2203094161","https://openalex.org/W2278290104","https://openalex.org/W2295598076","https://openalex.org/W2525340308","https://openalex.org/W2767998993","https://openalex.org/W2778941649","https://openalex.org/W2804333359","https://openalex.org/W2806681928","https://openalex.org/W2935241576","https://openalex.org/W2939978349","https://openalex.org/W2949096148","https://openalex.org/W2965916669","https://openalex.org/W2966354860","https://openalex.org/W2976102057","https://openalex.org/W3003918006","https://openalex.org/W3014777786","https://openalex.org/W3023536870","https://openalex.org/W3030855368","https://openalex.org/W3033936018","https://openalex.org/W3099714901","https://openalex.org/W3100190820","https://openalex.org/W3107943547","https://openalex.org/W3119520457","https://openalex.org/W3199148417","https://openalex.org/W3200562499","https://openalex.org/W3201450596","https://openalex.org/W3204699439","https://openalex.org/W3209018300","https://openalex.org/W3214975046","https://openalex.org/W4223651257","https://openalex.org/W4254495840","https://openalex.org/W4286781802","https://openalex.org/W4291170528","https://openalex.org/W4323669879","https://openalex.org/W4365151413","https://openalex.org/W4385487968","https://openalex.org/W4385618292","https://openalex.org/W4386227090"],"related_works":["https://openalex.org/W2368737150","https://openalex.org/W2065957985","https://openalex.org/W2044321627","https://openalex.org/W2253465002","https://openalex.org/W2508226357","https://openalex.org/W2064873561","https://openalex.org/W2036022085","https://openalex.org/W1993161252","https://openalex.org/W2016912831","https://openalex.org/W2350265487"],"abstract_inverted_index":{"Traditionally,":[0],"designing":[1],"novel":[2],"materials":[3],"involves":[4],"exploring":[5,40],"new":[6],"compositions":[7],"guided":[8],"by":[9],"insights":[10,167],"from":[11,56,80,99],"previous":[12],"work,":[13],"relying":[14],"on":[15,168],"a":[16,47],"trial-and-error":[17],"approach,":[18],"where":[19,149],"continuous":[20],"synthesis":[21],"and":[22,116,135,171,186],"characterization":[23],"proceed":[24],"until":[25],"the":[26,29,37,54,60,91,129,150,172],"properties":[27,106],"meet":[28],"improvements.":[30],"This":[31],"method":[32],"is":[33,50],"inefficient":[34],"due":[35],"to":[36,52,64,103,127,177],"challenges":[38],"of":[39,107,132,154],"vast":[41],"chemical":[42,130],"spaces.":[43],"In":[44],"this":[45],"study,":[46],"machine-learning-based":[48],"methodology":[49,173],"developed":[51],"assist":[53],"design":[55],"available":[57],"data":[58],"in":[59,66],"literature,":[61],"allowing":[62],"us":[63],"test":[65],"silico":[67],"more":[68],"than":[69],"1.2":[70],"million":[71],"compositions.":[72],"Two":[73],"databases":[74],"with":[75],"1227":[76],"inputs":[77],"were":[78,88,125,157],"created":[79],"published":[81],"studies.":[82],"Four":[83],"machine":[84],"learning":[85],"(ML)":[86],"models":[87],"trained":[89],"over":[90],"feature":[92],"sets":[93],"using":[94],"517":[95],"compositional":[96],"features":[97],"(generated":[98],"58":[100],"atomic":[101],"properties)":[102],"predict":[104],"magnetocaloric":[105,169],"perovskites:":[108],"Curie":[109],"temperature":[110,143,147],"(<i>T</i><sub>C</sub>),":[111],"magnetic":[112],"entropy":[113],"change":[114],"(ME),":[115],"relative":[117],"cooling":[118],"power":[119],"(RCP).":[120],"The":[121,159],"best":[122],"model-feature":[123],"combinations":[124,153],"used":[126],"explore":[128],"space":[131],"lanthanum,":[133],"praseodymium,":[134],"neodymium":[136],"manganites,":[137],"identifying":[138],"composition":[139],"trends":[140],"for":[141,164],"different":[142],"applications,":[144],"including":[145],"room":[146],"refrigeration,":[148],"most":[151],"suitable":[152],"doping":[155],"elements":[156],"highlighted.":[158],"study":[160],"offers":[161],"valuable":[162],"guidelines":[163],"future":[165],"research":[166],"materials,":[170],"can":[174],"be":[175],"transferred":[176],"other":[178],"perovskite":[179],"related":[180],"material":[181],"areas,":[182],"such":[183],"as":[184],"catalysts":[185],"solar":[187],"cell":[188],"materials.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}