{"id":"https://openalex.org/W2791363371","doi":"https://doi.org/10.1631/jzus.b1700260","title":"Towards precision medicine: from quantitative imaging to radiomics","display_name":"Towards precision medicine: from quantitative imaging to radiomics","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2791363371","doi":"https://doi.org/10.1631/jzus.b1700260","mag":"2791363371","pmid":"https://pubmed.ncbi.nlm.nih.gov/29308604","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/5802973"},"language":"en","primary_location":{"id":"doi:10.1631/jzus.b1700260","doi":"https://doi.org/10.1631/jzus.b1700260","is_oa":true,"landing_page_url":"https://doi.org/10.1631/jzus.b1700260","pdf_url":"https://link.springer.com/content/pdf/10.1631/jzus.B1700260.pdf","source":{"id":"https://openalex.org/S47715536","display_name":"Journal of Zhejiang University SCIENCE B","issn_l":"1673-1581","issn":["1673-1581","1862-1783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Zhejiang University-SCIENCE B","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1631/jzus.B1700260.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074179735","display_name":"U. Rajendra Acharya","orcid":"https://orcid.org/0000-0003-2689-8552","observed_orcids":["https://orcid.org/0000-0003-2689-8552"]},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]},{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]},{"id":"https://openalex.org/I8696757","display_name":"Singapore University of Social Sciences","ror":"https://ror.org/01s57k749","country_code":"SG","type":"education","lineage":["https://openalex.org/I8696757"]}],"countries":["MY","SG"],"is_corresponding":false,"raw_author_name":"U. Rajendra Acharya","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia","Department of Biomedical Engineering, School of Science and Technology, Singapore University of Social Sciences, Singapore 599494, Singapore","Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Department of Biomedical Engineering, School of Science and Technology, Singapore University of Social Sciences, Singapore 599494, Singapore","institution_ids":["https://openalex.org/I8696757"]},{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089613770","display_name":"Yuki Hagiwara","orcid":"https://orcid.org/0000-0002-5418-738X","observed_orcids":["https://orcid.org/0000-0002-5418-738X"]},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yuki Hagiwara","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090585259","display_name":"Vidya K. Sudarshan","orcid":"https://orcid.org/0000-0003-4494-8226","observed_orcids":["https://orcid.org/0000-0003-4494-8226"]},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Vidya K. Sudarshan","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101694490","display_name":"Wai Yee Chan","orcid":"https://orcid.org/0000-0002-2718-3797","observed_orcids":["https://orcid.org/0000-0002-2718-3797"]},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Wai Yee Chan","raw_affiliation_strings":["Department of Biomedical Imaging, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Imaging, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027434723","display_name":"Kwan Hoong Ng","orcid":"https://orcid.org/0000-0002-8707-914X","observed_orcids":["https://orcid.org/0000-0002-8707-914X"]},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Kwan Hoong Ng","raw_affiliation_strings":["Department of Biomedical Imaging, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-8707-914X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Imaging, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5027434723"],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":{"value":4490,"currency":"USD","value_usd":4490},"apc_paid":null,"fwci":1.4631,"has_fulltext":true,"cited_by_count":77,"citation_normalized_percentile":{"value":0.79706601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"19","issue":"1","first_page":"6","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/radiomics","display_name":"radiomics","score":0.9990000128746033},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"precision medicine","score":0.9539999961853027},{"id":"https://openalex.org/keywords/quantitative-imaging","display_name":"quantitative imaging","score":0.9210000038146973},{"id":"https://openalex.org/keywords/imaging-phenotypes","display_name":"imaging phenotypes","score":0.7360000014305115},{"id":"https://openalex.org/keywords/solid-tumors","display_name":"solid tumors","score":0.7239999771118164},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"computer-aided diagnosis","score":0.800000011920929},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.9480000138282776},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"computed tomography","score":0.8650000095367432},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"magnetic resonance imaging","score":0.9990000128746033},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"positron emission tomography","score":0.925000011920929},{"id":"https://openalex.org/keywords/image-guided-interventions","display_name":"image-guided interventions","score":0.7599999904632568},{"id":"https://openalex.org/keywords/decision-support","display_name":"decision support","score":0.6389999985694885}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.9105293154716492},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.6615941524505615},{"id":"https://openalex.org/C163500349","wikidata":"https://www.wikidata.org/wiki/Q7281263","display_name":"Radiogenomics","level":3,"score":0.6215036511421204},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5972394943237305},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.5588718056678772},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.538600742816925},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5290094017982483},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4524374008178711},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.44259345531463623},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.4382937252521515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4281516671180725},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42045503854751587},{"id":"https://openalex.org/C2994024180","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Radiological imaging","level":2,"score":0.4123649299144745},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38069239258766174},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.23108243942260742},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015642","descriptor_name":"Radiology, Interventional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016678","descriptor_name":"Genome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D049268","descriptor_name":"Positron-Emission Tomography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1631/jzus.b1700260","doi":"https://doi.org/10.1631/jzus.b1700260","is_oa":true,"landing_page_url":"https://doi.org/10.1631/jzus.b1700260","pdf_url":"https://link.springer.com/content/pdf/10.1631/jzus.B1700260.pdf","source":{"id":"https://openalex.org/S47715536","display_name":"Journal of Zhejiang University SCIENCE B","issn_l":"1673-1581","issn":["1673-1581","1862-1783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Zhejiang University-SCIENCE B","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:5802973","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5802973","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"J Zhejiang Univ Sci B","raw_type":"Text"},{"id":"pmid:29308604","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29308604","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,"listed_in":[],"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 Zhejiang University. Science. B","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1631/jzus.b1700260","doi":"https://doi.org/10.1631/jzus.b1700260","is_oa":true,"landing_page_url":"https://doi.org/10.1631/jzus.b1700260","pdf_url":"https://link.springer.com/content/pdf/10.1631/jzus.B1700260.pdf","source":{"id":"https://openalex.org/S47715536","display_name":"Journal of Zhejiang University SCIENCE B","issn_l":"1673-1581","issn":["1673-1581","1862-1783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Zhejiang University-SCIENCE B","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8048999905586243,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2791363371.pdf","grobid_xml":"https://content.openalex.org/works/W2791363371.grobid-xml"},"referenced_works_count":119,"referenced_works":["https://openalex.org/W247104752","https://openalex.org/W1527254420","https://openalex.org/W1534340623","https://openalex.org/W1687542094","https://openalex.org/W1745724051","https://openalex.org/W1771067798","https://openalex.org/W1832209844","https://openalex.org/W1952602278","https://openalex.org/W1965818683","https://openalex.org/W1969604869","https://openalex.org/W1972019498","https://openalex.org/W1987054640","https://openalex.org/W1999478155","https://openalex.org/W2004931885","https://openalex.org/W2009936243","https://openalex.org/W2024569129","https://openalex.org/W2029316659","https://openalex.org/W2033973189","https://openalex.org/W2042445733","https://openalex.org/W2044465660","https://openalex.org/W2046032792","https://openalex.org/W2052295501","https://openalex.org/W2052507258","https://openalex.org/W2055575746","https://openalex.org/W2058333183","https://openalex.org/W2061077502","https://openalex.org/W2061476066","https://openalex.org/W2062744135","https://openalex.org/W2062754964","https://openalex.org/W2064214863","https://openalex.org/W2068638242","https://openalex.org/W2070919743","https://openalex.org/W2071070614","https://openalex.org/W2074774889","https://openalex.org/W2087676836","https://openalex.org/W2089588713","https://openalex.org/W2097475056","https://openalex.org/W2097528647","https://openalex.org/W2098298794","https://openalex.org/W2098812986","https://openalex.org/W2099698084","https://openalex.org/W2099719565","https://openalex.org/W2099835501","https://openalex.org/W2103004421","https://openalex.org/W2104095591","https://openalex.org/W2116044718","https://openalex.org/W2119139024","https://openalex.org/W2119374153","https://openalex.org/W2120386931","https://openalex.org/W2128733344","https://openalex.org/W2128739912","https://openalex.org/W2143779071","https://openalex.org/W2143831796","https://openalex.org/W2143944233","https://openalex.org/W2143967388","https://openalex.org/W2145283323","https://openalex.org/W2146787063","https://openalex.org/W2146967067","https://openalex.org/W2149184914","https://openalex.org/W2159375002","https://openalex.org/W2160049844","https://openalex.org/W2163423568","https://openalex.org/W2165927297","https://openalex.org/W2166036944","https://openalex.org/W2173608465","https://openalex.org/W2174661749","https://openalex.org/W2189880677","https://openalex.org/W2207540049","https://openalex.org/W2208071854","https://openalex.org/W2208322890","https://openalex.org/W2211029270","https://openalex.org/W2231056033","https://openalex.org/W2233967974","https://openalex.org/W2253150690","https://openalex.org/W2258186202","https://openalex.org/W2280762250","https://openalex.org/W2313422996","https://openalex.org/W2313906428","https://openalex.org/W2327203407","https://openalex.org/W2333277922","https://openalex.org/W2336302003","https://openalex.org/W2338137334","https://openalex.org/W2340118087","https://openalex.org/W2342295631","https://openalex.org/W2346343836","https://openalex.org/W2398056625","https://openalex.org/W2407353737","https://openalex.org/W2409649574","https://openalex.org/W2414064355","https://openalex.org/W2417742286","https://openalex.org/W2428512457","https://openalex.org/W2428619760","https://openalex.org/W2435760661","https://openalex.org/W2468725466","https://openalex.org/W2473669542","https://openalex.org/W2480617933","https://openalex.org/W2482340213","https://openalex.org/W2484742387","https://openalex.org/W2496284264","https://openalex.org/W2502949459","https://openalex.org/W2507699577","https://openalex.org/W2510367179","https://openalex.org/W2510617171","https://openalex.org/W2512672085","https://openalex.org/W2513587258","https://openalex.org/W2515331078","https://openalex.org/W2515401069","https://openalex.org/W2515855141","https://openalex.org/W2517065464","https://openalex.org/W2518674481","https://openalex.org/W2530038065","https://openalex.org/W2530141817","https://openalex.org/W2542974256","https://openalex.org/W2555689301","https://openalex.org/W2562395590","https://openalex.org/W2586307770","https://openalex.org/W2586932530","https://openalex.org/W2617383746","https://openalex.org/W6677322329"],"related_works":["https://openalex.org/W4214942420","https://openalex.org/W4231315447","https://openalex.org/W2810405935","https://openalex.org/W2791434829","https://openalex.org/W3184751587","https://openalex.org/W4389069299","https://openalex.org/W6958916950","https://openalex.org/W2981538714","https://openalex.org/W3106982505","https://openalex.org/W4402378567"],"abstract_inverted_index":{"Radiology":[0],"(imaging)":[1],"and":[2,9,38,48,79,106,134,151,154,193,202],"imaging-guided":[3],"interventions,":[4],"which":[5],"provide":[6,131],"multi-parametric":[7],"morphologic":[8],"functional":[10],"information,":[11],"are":[12,22,200],"playing":[13],"an":[14],"increasingly":[15],"significant":[16,132],"role":[17],"in":[18,44,81,114,122],"precision":[19,209],"medicine.":[20,210],"Radiologists":[21],"trained":[23],"to":[24,33,39,46,83,130],"understand":[25,47],"the":[26,41,50,61,74,85,108,115,128,168,173,197,203],"imaging":[27,191],"phenotypes,":[28,88],"transcribe":[29],"those":[30,65],"observations":[31],"(phenotypes)":[32],"correlate":[34],"with":[35],"underlying":[36],"diseases":[37],"characterize":[40,49],"images.":[42],"However,":[43],"order":[45,82],"molecular":[51],"phenotype":[52],"(to":[53],"obtain":[54],"genomic":[55],"information)":[56],"of":[57,64,94,117,144,162,170,175,206],"solid":[58],"heterogeneous":[59],"tumours,":[60],"advanced":[62],"sequencing":[63],"tissues":[66,75],"using":[67,180],"biopsy":[68],"is":[69,141],"required.":[70],"Thus,":[71],"radiologists":[72],"image":[73,87],"from":[76,99],"various":[77,176,181],"views":[78],"angles":[80],"have":[84],"complete":[86],"thereby":[89],"acquiring":[90],"a":[91,142],"huge":[92],"amount":[93],"data.":[95],"Deriving":[96],"meaningful":[97],"details":[98],"all":[100],"these":[101],"radiological":[102,182],"data":[103,110],"becomes":[104],"challenging":[105],"raises":[107],"big":[109],"issues.":[111],"Therefore,":[112],"interest":[113],"application":[116],"radiomics":[118,171,207],"has":[119,127],"been":[120],"growing":[121],"recent":[123],"years":[124],"as":[125,185],"it":[126],"potential":[129,204],"interpretive":[133],"predictive":[135],"information":[136],"for":[137,159],"decision":[138],"support.":[139],"Radiomics":[140],"combination":[143],"conventional":[145],"computer-aided":[146],"diagnosis,":[147],"deep":[148],"learning":[149],"methods,":[150],"human":[152],"skills,":[153],"thus":[155],"can":[156],"be":[157],"used":[158],"quantitative":[160],"characterization":[161],"tumour":[163],"phenotypes.":[164],"This":[165],"paper":[166],"discusses":[167],"overview":[169],"workflow,":[172],"results":[174],"radiomics-based":[177],"studies":[178],"conducted":[179],"images":[183],"such":[184],"computed":[186],"tomography":[187,195],"(CT),":[188],"magnetic":[189],"resonance":[190],"(MRI),":[192],"positron-emission":[194],"(PET),":[196],"challenges":[198],"we":[199],"facing,":[201],"contribution":[205],"towards":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-03-29T00:00:00"}