{"id":"https://openalex.org/W4405813232","doi":"https://doi.org/10.1063/5.0235541","title":"Machine learning prediction of materials properties from chemical composition: Status and prospects","display_name":"Machine learning prediction of materials properties from chemical composition: Status and prospects","publication_year":2024,"publication_date":"2024-12-01","ids":{"openalex":"https://openalex.org/W4405813232","doi":"https://doi.org/10.1063/5.0235541"},"language":"en","primary_location":{"id":"doi:10.1063/5.0235541","doi":"https://doi.org/10.1063/5.0235541","is_oa":true,"landing_page_url":"https://doi.org/10.1063/5.0235541","pdf_url":null,"source":{"id":"https://openalex.org/S4210232899","display_name":"Chemical Physics Reviews","issn_l":"2688-4070","issn":["2688-4070"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1"],"host_organization":"https://openalex.org/P4310320257","host_organization_name":"American Institute of Physics","host_organization_lineage":["https://openalex.org/P4310320257"],"host_organization_lineage_names":["American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chemical Physics Reviews","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1063/5.0235541","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012021687","display_name":"Mohammed Alghadeer","orcid":"https://orcid.org/0000-0003-1763-0757","observed_orcids":["https://orcid.org/0000-0003-1763-0757"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mohammad Alghadeer","raw_affiliation_strings":["Physics Department, Clarendon Laboratory, University of Oxford 1 , Oxford,"],"raw_orcid":"https://orcid.org/0000-0003-1763-0757","affiliations":[{"raw_affiliation_string":"Physics Department, Clarendon Laboratory, University of Oxford 1 , Oxford,","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nufida D. Aisyah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nufida D. Aisyah","raw_affiliation_strings":["Physics Department, King Fahd University of Petroleum and Minerals 2 , Dhahran,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physics Department, King Fahd University of Petroleum and Minerals 2 , Dhahran,","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034359786","display_name":"Mahmoud Hezam","orcid":"https://orcid.org/0000-0003-2567-0441","observed_orcids":["https://orcid.org/0000-0003-2567-0441"]},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mahmoud Hezam","raw_affiliation_strings":["Physics Department, Imam Mohammad Ibn Saud Islamic University 3 , Riyadh,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physics Department, Imam Mohammad Ibn Saud Islamic University 3 , Riyadh,","institution_ids":["https://openalex.org/I240666556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013731250","display_name":"Saad M. Alqahtani","orcid":"https://orcid.org/0000-0003-0563-3141","observed_orcids":["https://orcid.org/0000-0003-0563-3141"]},"institutions":[{"id":"https://openalex.org/I82401606","display_name":"Jubail Industrial College","ror":"https://ror.org/01rw40d12","country_code":"SA","type":"education","lineage":["https://openalex.org/I82401606"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Saad M. Alqahtani","raw_affiliation_strings":["Electrical Engineering Department, Jubail Industrial College, Jubail Industrial City 4 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Jubail Industrial College, Jubail Industrial City 4 ,","institution_ids":["https://openalex.org/I82401606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010214093","display_name":"Ahmer A.B. Baloch","orcid":"https://orcid.org/0000-0003-1674-3653","observed_orcids":["https://orcid.org/0000-0003-1674-3653"]},"institutions":[{"id":"https://openalex.org/I4405280823","display_name":"Dubai Electricity and Water Authority","ror":"https://ror.org/03frh2136","country_code":"AE","type":"government","lineage":["https://openalex.org/I4405280823"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahmer A. B. Baloch","raw_affiliation_strings":["Research & Development Center, Dubai Electricity and Water Authority (DEWA) 5 , Dubai,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research & Development Center, Dubai Electricity and Water Authority (DEWA) 5 , Dubai,","institution_ids":["https://openalex.org/I4405280823"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078672526","display_name":"Fahhad H. Alharbi","orcid":"https://orcid.org/0000-0002-4131-8491","observed_orcids":["https://orcid.org/0000-0002-4131-8491"]},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Fahhad H. Alharbi","raw_affiliation_strings":["Electrical Engineering Department, King Fahd University of Petroleum and Minerals 6 , Dhahran,","Physics Department, King Fahd University of Petroleum and Minerals 2 , Dhahran,"],"raw_orcid":"https://orcid.org/0000-0002-4131-8491","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, King Fahd University of Petroleum and Minerals 6 , Dhahran,","institution_ids":["https://openalex.org/I134085113"]},{"raw_affiliation_string":"Physics Department, King Fahd University of Petroleum and Minerals 2 , Dhahran,","institution_ids":["https://openalex.org/I134085113"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5012021687","https://openalex.org/A5078672526"],"corresponding_institution_ids":["https://openalex.org/I134085113","https://openalex.org/I40120149"],"apc_list":null,"apc_paid":null,"fwci":2.7708,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.92925665,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":1.0,"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/T10002","display_name":"Advanced Chemical Physics Studies","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3002","display_name":"Drug Discovery"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/chemical-composition","display_name":"chemical composition","score":0.843999981880188},{"id":"https://openalex.org/keywords/physics-guided-machine-learning","display_name":"physics-guided machine learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/materials-informatics","display_name":"materials informatics","score":0.9729999899864197},{"id":"https://openalex.org/keywords/materials-property-prediction","display_name":"materials property prediction","score":0.48100000619888306},{"id":"https://openalex.org/keywords/feature-reduction","display_name":"feature reduction","score":0.9330000281333923},{"id":"https://openalex.org/keywords/crystal-structure-prediction","display_name":"crystal structure prediction","score":0.6740000247955322},{"id":"https://openalex.org/keywords/electronic-properties","display_name":"electronic properties","score":0.6240000128746033},{"id":"https://openalex.org/keywords/materials-database","display_name":"materials database","score":0.47699999809265137},{"id":"https://openalex.org/keywords/materials-discovery","display_name":"materials discovery","score":0.7110000252723694}],"concepts":[{"id":"https://openalex.org/C183696295","wikidata":"https://www.wikidata.org/wiki/Q2487696","display_name":"Biochemical engineering","level":1,"score":0.38030800223350525},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.37077993154525757},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3504161834716797},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3463221490383148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34245580434799194},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2022767961025238}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1063/5.0235541","doi":"https://doi.org/10.1063/5.0235541","is_oa":true,"landing_page_url":"https://doi.org/10.1063/5.0235541","pdf_url":null,"source":{"id":"https://openalex.org/S4210232899","display_name":"Chemical Physics Reviews","issn_l":"2688-4070","issn":["2688-4070"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1"],"host_organization":"https://openalex.org/P4310320257","host_organization_name":"American Institute of Physics","host_organization_lineage":["https://openalex.org/P4310320257"],"host_organization_lineage_names":["American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chemical Physics Reviews","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1063/5.0235541","doi":"https://doi.org/10.1063/5.0235541","is_oa":true,"landing_page_url":"https://doi.org/10.1063/5.0235541","pdf_url":null,"source":{"id":"https://openalex.org/S4210232899","display_name":"Chemical Physics Reviews","issn_l":"2688-4070","issn":["2688-4070"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1"],"host_organization":"https://openalex.org/P4310320257","host_organization_name":"American Institute of Physics","host_organization_lineage":["https://openalex.org/P4310320257"],"host_organization_lineage_names":["American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chemical Physics Reviews","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":447,"referenced_works":["https://openalex.org/W131715005","https://openalex.org/W1524525881","https://openalex.org/W1563453094","https://openalex.org/W1625555899","https://openalex.org/W1656760058","https://openalex.org/W1678620623","https://openalex.org/W1800437104","https://openalex.org/W1964746686","https://openalex.org/W1969764198","https://openalex.org/W1971044734","https://openalex.org/W1971165466","https://openalex.org/W1971713783","https://openalex.org/W1971735090","https://openalex.org/W1973070144","https://openalex.org/W1976492731","https://openalex.org/W1976581079","https://openalex.org/W1978430844","https://openalex.org/W1981368803","https://openalex.org/W1981955214","https://openalex.org/W1987272342","https://openalex.org/W1987980016","https://openalex.org/W1989628244","https://openalex.org/W1992985800","https://openalex.org/W1995341919","https://openalex.org/W1996425351","https://openalex.org/W1998254538","https://openalex.org/W1998454259","https://openalex.org/W1999717631","https://openalex.org/W2001132147","https://openalex.org/W2001141328","https://openalex.org/W2001619934","https://openalex.org/W2003232804","https://openalex.org/W2003257689","https://openalex.org/W2004318959","https://openalex.org/W2007016642","https://openalex.org/W2018192662","https://openalex.org/W2020786104","https://openalex.org/W2023972500","https://openalex.org/W2025111634","https://openalex.org/W2025444507","https://openalex.org/W2025838043","https://openalex.org/W2029413789","https://openalex.org/W2033757486","https://openalex.org/W2034097448","https://openalex.org/W2035115350","https://openalex.org/W2035223648","https://openalex.org/W2039471878","https://openalex.org/W2048747356","https://openalex.org/W2051801258","https://openalex.org/W2056575351","https://openalex.org/W2057728133","https://openalex.org/W2062761089","https://openalex.org/W2064814369","https://openalex.org/W2073531811","https://openalex.org/W2074681440","https://openalex.org/W2075937489","https://openalex.org/W2076063813","https://openalex.org/W2080222864","https://openalex.org/W2080635178","https://openalex.org/W2083415705","https://openalex.org/W2084006266","https://openalex.org/W2084341220","https://openalex.org/W2084352415","https://openalex.org/W2085093563","https://openalex.org/W2087661061","https://openalex.org/W2091569933","https://openalex.org/W2093188662","https://openalex.org/W2095649738","https://openalex.org/W2096352448","https://openalex.org/W2097968133","https://openalex.org/W2098238896","https://openalex.org/W2098614082","https://openalex.org/W2100495367","https://openalex.org/W2100716186","https://openalex.org/W2103496339","https://openalex.org/W2115078241","https://openalex.org/W2115096312","https://openalex.org/W2115770258","https://openalex.org/W2117363206","https://openalex.org/W2121817924","https://openalex.org/W2123306226","https://openalex.org/W2128245586","https://openalex.org/W2137570937","https://openalex.org/W2137983211","https://openalex.org/W2140083733","https://openalex.org/W2142009706","https://openalex.org/W2143305397","https://openalex.org/W2148596493","https://openalex.org/W2150345533","https://openalex.org/W2150539921","https://openalex.org/W2150597297","https://openalex.org/W2151554678","https://openalex.org/W2152152303","https://openalex.org/W2154657307","https://openalex.org/W2154863148","https://openalex.org/W2155176366","https://openalex.org/W2155925556","https://openalex.org/W2159357141","https://openalex.org/W2162653998","https://openalex.org/W2163922914","https://openalex.org/W2164005910","https://openalex.org/W2164524421","https://openalex.org/W2166145023","https://openalex.org/W2170214641","https://openalex.org/W2173845293","https://openalex.org/W2194775991","https://openalex.org/W2239232218","https://openalex.org/W2278970271","https://openalex.org/W2279481448","https://openalex.org/W2292646695","https://openalex.org/W2295124130","https://openalex.org/W2297621926","https://openalex.org/W2308963249","https://openalex.org/W2312201898","https://openalex.org/W2312547514","https://openalex.org/W2313966941","https://openalex.org/W2318452386","https://openalex.org/W2319547265","https://openalex.org/W2326594632","https://openalex.org/W2328795346","https://openalex.org/W2328818605","https://openalex.org/W2338402873","https://openalex.org/W2342831537","https://openalex.org/W2346180883","https://openalex.org/W2406493898","https://openalex.org/W2415374455","https://openalex.org/W2415426395","https://openalex.org/W2460314483","https://openalex.org/W2464725281","https://openalex.org/W2469732900","https://openalex.org/W2509907061","https://openalex.org/W2510169513","https://openalex.org/W2520022941","https://openalex.org/W2520500207","https://openalex.org/W2522290688","https://openalex.org/W2526943155","https://openalex.org/W2527189750","https://openalex.org/W2527749992","https://openalex.org/W2528491735","https://openalex.org/W2530960271","https://openalex.org/W2531602199","https://openalex.org/W2551826627","https://openalex.org/W2561383859","https://openalex.org/W2562498401","https://openalex.org/W2563751252","https://openalex.org/W2565212977","https://openalex.org/W2567782165","https://openalex.org/W2578607490","https://openalex.org/W2588572017","https://openalex.org/W2600236415","https://openalex.org/W2608365206","https://openalex.org/W2614608854","https://openalex.org/W2616399381","https://openalex.org/W2616519837","https://openalex.org/W2617427947","https://openalex.org/W2618851150","https://openalex.org/W2620929915","https://openalex.org/W2623948956","https://openalex.org/W2734520197","https://openalex.org/W2735246657","https://openalex.org/W2740924709","https://openalex.org/W2742835787","https://openalex.org/W2750556263","https://openalex.org/W2752052391","https://openalex.org/W2753962198","https://openalex.org/W2755320374","https://openalex.org/W2760202681","https://openalex.org/W2766856748","https://openalex.org/W2768828389","https://openalex.org/W2768909439","https://openalex.org/W2770945786","https://openalex.org/W2771697124","https://openalex.org/W2778051509","https://openalex.org/W2780208476","https://openalex.org/W2783016230","https://openalex.org/W2785060548","https://openalex.org/W2788775653","https://openalex.org/W2789845225","https://openalex.org/W2790858109","https://openalex.org/W2790960441","https://openalex.org/W2801490189","https://openalex.org/W2801870733","https://openalex.org/W2802931990","https://openalex.org/W2804431384","https://openalex.org/W2806393871","https://openalex.org/W2806950429","https://openalex.org/W2807471255","https://openalex.org/W2808484747","https://openalex.org/W2810294304","https://openalex.org/W2883578585","https://openalex.org/W2885048850","https://openalex.org/W2885427655","https://openalex.org/W2888395196","https://openalex.org/W2889126882","https://openalex.org/W2890641732","https://openalex.org/W2891503716","https://openalex.org/W2897119344","https://openalex.org/W2899283552","https://openalex.org/W2900501930","https://openalex.org/W2901005646","https://openalex.org/W2901362243","https://openalex.org/W2902343986","https://openalex.org/W2902452488","https://openalex.org/W2903483166","https://openalex.org/W2904945723","https://openalex.org/W2905382113","https://openalex.org/W2907107150","https://openalex.org/W2907897763","https://openalex.org/W2913390193","https://openalex.org/W2917193084","https://openalex.org/W2921533983","https://openalex.org/W2921551555","https://openalex.org/W2929465105","https://openalex.org/W2945288028","https://openalex.org/W2945976633","https://openalex.org/W2947630964","https://openalex.org/W2949015218","https://openalex.org/W2949095042","https://openalex.org/W2949415003","https://openalex.org/W2949547603","https://openalex.org/W2950873748","https://openalex.org/W2950890616","https://openalex.org/W2953258777","https://openalex.org/W2953336023","https://openalex.org/W2953641512","https://openalex.org/W2954205360","https://openalex.org/W2963784900","https://openalex.org/W2964728723","https://openalex.org/W2965745744","https://openalex.org/W2966848807","https://openalex.org/W2968406915","https://openalex.org/W2968611394","https://openalex.org/W2968923792","https://openalex.org/W2969551072","https://openalex.org/W2971267910","https://openalex.org/W2972219719","https://openalex.org/W2972418846","https://openalex.org/W2976102057","https://openalex.org/W2978707075","https://openalex.org/W2980580024","https://openalex.org/W2983028326","https://openalex.org/W2983301919","https://openalex.org/W2984234582","https://openalex.org/W2988073060","https://openalex.org/W2988742961","https://openalex.org/W2992115806","https://openalex.org/W3003541441","https://openalex.org/W3004310419","https://openalex.org/W3006346191","https://openalex.org/W3007476249","https://openalex.org/W3007783889","https://openalex.org/W3008581599","https://openalex.org/W3012656698","https://openalex.org/W3014839916","https://openalex.org/W3015675112","https://openalex.org/W3017305623","https://openalex.org/W3023659252","https://openalex.org/W3023937119","https://openalex.org/W3024972982","https://openalex.org/W3025367393","https://openalex.org/W3026094172","https://openalex.org/W3030456995","https://openalex.org/W3033256537","https://openalex.org/W3036286896","https://openalex.org/W3036441178","https://openalex.org/W3038100938","https://openalex.org/W3039596418","https://openalex.org/W3046155253","https://openalex.org/W3046467941","https://openalex.org/W3048565185","https://openalex.org/W3081818595","https://openalex.org/W3082090128","https://openalex.org/W3082647646","https://openalex.org/W3082944422","https://openalex.org/W3084459653","https://openalex.org/W3088297452","https://openalex.org/W3089256683","https://openalex.org/W3091873932","https://openalex.org/W3094582681","https://openalex.org/W3109834426","https://openalex.org/W3111525765","https://openalex.org/W3111832747","https://openalex.org/W3115383201","https://openalex.org/W3116286104","https://openalex.org/W3116783766","https://openalex.org/W3117098906","https://openalex.org/W3118260203","https://openalex.org/W3119883934","https://openalex.org/W3120263227","https://openalex.org/W3120275863","https://openalex.org/W3122672821","https://openalex.org/W3128707818","https://openalex.org/W3129006275","https://openalex.org/W3129918465","https://openalex.org/W3133214788","https://openalex.org/W3134756482","https://openalex.org/W3137125108","https://openalex.org/W3138233895","https://openalex.org/W3143460494","https://openalex.org/W3144065698","https://openalex.org/W3152950602","https://openalex.org/W3157286395","https://openalex.org/W3158777740","https://openalex.org/W3159176610","https://openalex.org/W3162290828","https://openalex.org/W3162744268","https://openalex.org/W3163993681","https://openalex.org/W3164305566","https://openalex.org/W3165035943","https://openalex.org/W3165154036","https://openalex.org/W3166656282","https://openalex.org/W3167942196","https://openalex.org/W3171432109","https://openalex.org/W3172883699","https://openalex.org/W3174193676","https://openalex.org/W3178961439","https://openalex.org/W3180884672","https://openalex.org/W3181092610","https://openalex.org/W3181812524","https://openalex.org/W3184847901","https://openalex.org/W3185133949","https://openalex.org/W3189645387","https://openalex.org/W3193026719","https://openalex.org/W3198194473","https://openalex.org/W3198350258","https://openalex.org/W3198417928","https://openalex.org/W3200459218","https://openalex.org/W3203476487","https://openalex.org/W3204467576","https://openalex.org/W3205763334","https://openalex.org/W3207749172","https://openalex.org/W3208302614","https://openalex.org/W3208942935","https://openalex.org/W3210046735","https://openalex.org/W3210439999","https://openalex.org/W3212614934","https://openalex.org/W3213689657","https://openalex.org/W3216454430","https://openalex.org/W4200481712","https://openalex.org/W4210297613","https://openalex.org/W4210404229","https://openalex.org/W4210530905","https://openalex.org/W4210725851","https://openalex.org/W4210952225","https://openalex.org/W4220819606","https://openalex.org/W4221144946","https://openalex.org/W4223656915","https://openalex.org/W4224250834","https://openalex.org/W4224940913","https://openalex.org/W4225092916","https://openalex.org/W4225106311","https://openalex.org/W4225544398","https://openalex.org/W4226051622","https://openalex.org/W4226198073","https://openalex.org/W4226323522","https://openalex.org/W4226515707","https://openalex.org/W4229072155","https://openalex.org/W4230740487","https://openalex.org/W4233087347","https://openalex.org/W4238143865","https://openalex.org/W4244096624","https://openalex.org/W4281859794","https://openalex.org/W4281992305","https://openalex.org/W4282813767","https://openalex.org/W4283333204","https://openalex.org/W4283574547","https://openalex.org/W4283650522","https://openalex.org/W4285802213","https://openalex.org/W4286457309","https://openalex.org/W4292550610","https://openalex.org/W4293168382","https://openalex.org/W4293785387","https://openalex.org/W4296627438","https://openalex.org/W4298121036","https://openalex.org/W4303183233","https://openalex.org/W4303449054","https://openalex.org/W4303699662","https://openalex.org/W4304890682","https://openalex.org/W4305016511","https://openalex.org/W4308197773","https://openalex.org/W4308336054","https://openalex.org/W4310427984","https://openalex.org/W4310777145","https://openalex.org/W4313305655","https://openalex.org/W4313361848","https://openalex.org/W4313909728","https://openalex.org/W4318017281","https://openalex.org/W4318262876","https://openalex.org/W4319318839","https://openalex.org/W4319600924","https://openalex.org/W4319781797","https://openalex.org/W4320919502","https://openalex.org/W4321093998","https://openalex.org/W4327988391","https://openalex.org/W4328022495","https://openalex.org/W4360613230","https://openalex.org/W4360991008","https://openalex.org/W4361305538","https://openalex.org/W4362520119","https://openalex.org/W4366153163","https://openalex.org/W4366249648","https://openalex.org/W4366699868","https://openalex.org/W4367048909","https://openalex.org/W4376601972","https://openalex.org/W4377097933","https://openalex.org/W4379228984","https://openalex.org/W4379802335","https://openalex.org/W4383702815","https://openalex.org/W4385327868","https://openalex.org/W4385576721","https://openalex.org/W4385753924","https://openalex.org/W4385880483","https://openalex.org/W4385976646","https://openalex.org/W4386038361","https://openalex.org/W4386740911","https://openalex.org/W4386870578","https://openalex.org/W4387405990","https://openalex.org/W4387443463","https://openalex.org/W4387503094","https://openalex.org/W4387655061","https://openalex.org/W4387969703","https://openalex.org/W4388540929","https://openalex.org/W4389057991","https://openalex.org/W4389731473","https://openalex.org/W4390478984","https://openalex.org/W4390501063","https://openalex.org/W4391452033","https://openalex.org/W4391506067","https://openalex.org/W4391578539","https://openalex.org/W4391691359","https://openalex.org/W4391835969","https://openalex.org/W4392799752","https://openalex.org/W4393136874","https://openalex.org/W4393147658","https://openalex.org/W4394867205","https://openalex.org/W4395463829","https://openalex.org/W4396821501","https://openalex.org/W4396954501","https://openalex.org/W4399702219","https://openalex.org/W4399763726","https://openalex.org/W4400645955","https://openalex.org/W4401361881","https://openalex.org/W4402619932","https://openalex.org/W4404513480","https://openalex.org/W4405707062","https://openalex.org/W4412234568","https://openalex.org/W6929876209"],"related_works":["https://openalex.org/W4396680921","https://openalex.org/W3047312460","https://openalex.org/W4293733672","https://openalex.org/W4408074639","https://openalex.org/W4396725574","https://openalex.org/W4282813767","https://openalex.org/W4396611161","https://openalex.org/W4407605917","https://openalex.org/W4408474055","https://openalex.org/W2969927311"],"abstract_inverted_index":{"In":[0],"materials":[1,21,101,172],"science,":[2,22],"machine":[3,57],"learning":[4,58,93],"(ML)":[5],"has":[6,14],"become":[7],"an":[8],"essential":[9,145],"and":[10,42,94,103,113,131,148,174],"indispensable":[11],"tool.":[12],"ML":[13,47,65,170],"emerged":[15],"as":[16,108],"a":[17,35,52,79,97,151],"powerful":[18],"tool":[19],"in":[20,48,82,123,168],"particularly":[23],"for":[24,100,154,171],"predicting":[25],"material":[26,133],"properties":[27],"based":[28],"on":[29,55],"chemical":[30,114,136],"composition.":[31],"This":[32],"review":[33,139,162],"provides":[34,141],"comprehensive":[36],"overview":[37],"of":[38,45,91,126],"the":[39,83,88,120,124,157],"current":[40],"status":[41],"future":[43,166],"prospects":[44],"using":[46],"this":[49,161],"domain,":[50],"with":[51],"special":[53],"focus":[54],"physics-guided":[56],"(PGML).":[59],"By":[60],"integrating":[61],"physical":[62,84],"principles":[63],"into":[64],"models,":[66],"PGML":[67],"ensures":[68],"that":[69],"predictions":[70],"are":[71],"not":[72],"only":[73],"accurate":[74],"but":[75],"also":[76,140],"interpretable,":[77],"addressing":[78],"critical":[80],"need":[81],"sciences.":[85],"We":[86],"discuss":[87],"foundational":[89],"concepts":[90],"statistical":[92],"PGML,":[95],"outline":[96],"general":[98],"framework":[99],"informatics,":[102],"explore":[104],"key":[105],"aspects":[106],"such":[107],"data":[109],"analysis,":[110],"feature":[111],"reduction,":[112],"composition":[115],"representation.":[116],"Additionally,":[117],"we":[118],"survey":[119],"latest":[121],"advancements":[122],"prediction":[125],"geometric":[127],"structures,":[128],"electronic":[129],"properties,":[130],"other":[132],"characteristics":[134],"from":[135],"formulas.":[137],"The":[138],"resource":[142],"tables":[143],"listing":[144],"databases,":[146],"tools,":[147],"predictors,":[149],"offering":[150],"valuable":[152],"reference":[153],"researchers.":[155],"As":[156],"field":[158],"rapidly":[159],"expands,":[160],"aims":[163],"to":[164],"guide":[165],"efforts":[167],"harnessing":[169],"discovery":[173],"development.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":21},{"year":2025,"cited_by_count":10}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-12-27T00:00:00"}
