{"id":"https://openalex.org/W2050724546","doi":"https://doi.org/10.1016/s0933-3657(03)00062-9","title":"Inductive bias strength in knowledge-based neural networks: application to magnetic resonance spectroscopy of breast tissues","display_name":"Inductive bias strength in knowledge-based neural networks: application to magnetic resonance spectroscopy of breast tissues","publication_year":2003,"publication_date":"2003-06-01","ids":{"openalex":"https://openalex.org/W2050724546","doi":"https://doi.org/10.1016/s0933-3657(03)00062-9","mag":"2050724546","pmid":"https://pubmed.ncbi.nlm.nih.gov/12893116"},"language":"en","primary_location":{"id":"doi:10.1016/s0933-3657(03)00062-9","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0933-3657(03)00062-9","pdf_url":null,"source":{"id":"https://openalex.org/S42468263","display_name":"Artificial Intelligence in Medicine","issn_l":"0933-3657","issn":["0933-3657","1873-2860"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030608087","display_name":"Christian W. Omlin","orcid":"https://orcid.org/0000-0003-0299-171X"},"institutions":[{"id":"https://openalex.org/I869660684","display_name":"University of the Western Cape","ror":"https://ror.org/00h2vm590","country_code":"ZA","type":"education","lineage":["https://openalex.org/I869660684"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Christian W. Omlin","raw_affiliation_strings":["Department of Computer Science, University of the Western Cape, 7535 Bellville, South Africa. comlin@uwc.ac.za","Department of Computer Science, University of the Western Cape, 7535 Bellville, South Africa,"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of the Western Cape, 7535 Bellville, South Africa. comlin@uwc.ac.za","institution_ids":["https://openalex.org/I869660684"]},{"raw_affiliation_string":"Department of Computer Science, University of the Western Cape, 7535 Bellville, South Africa,","institution_ids":["https://openalex.org/I869660684"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053073269","display_name":"Sean Snyders","orcid":null},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Sean Snyders","raw_affiliation_strings":["Department of Computer Science, University of Stellenbosch, 7600 Stellenbosch, South Africa","Department of Computer Science, University of Stellenbosch, 7600 Stellenbosch, South Africa#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Stellenbosch, 7600 Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]},{"raw_affiliation_string":"Department of Computer Science, University of Stellenbosch, 7600 Stellenbosch, South Africa#TAB#","institution_ids":["https://openalex.org/I26092322"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5030608087"],"corresponding_institution_ids":["https://openalex.org/I869660684"],"apc_list":{"value":3230,"currency":"USD","value_usd":3230},"apc_paid":null,"fwci":0.4718,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.74365677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"28","issue":"2","first_page":"121","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10862","display_name":"AI in cancer detection","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.9419000148773193,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inductive-bias","display_name":"Inductive bias","score":0.807877779006958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7869515419006348},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.752020001411438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6360898017883301},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6075729131698608},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3242199420928955},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3204856216907501},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.13059744238853455}],"concepts":[{"id":"https://openalex.org/C197352929","wikidata":"https://www.wikidata.org/wiki/Q1074074","display_name":"Inductive bias","level":4,"score":0.807877779006958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7869515419006348},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.752020001411438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6360898017883301},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6075729131698608},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3242199420928955},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3204856216907501},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.13059744238853455},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D006801","descriptor_name":"Humans","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":"D008597","descriptor_name":"Menstrual Cycle","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D008597","descriptor_name":"Menstrual Cycle","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D008597","descriptor_name":"Menstrual Cycle","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009682","descriptor_name":"Magnetic Resonance Spectroscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009682","descriptor_name":"Magnetic Resonance Spectroscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009682","descriptor_name":"Magnetic Resonance Spectroscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010758","descriptor_name":"Phosphorus","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D010758","descriptor_name":"Phosphorus","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D010758","descriptor_name":"Phosphorus","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/s0933-3657(03)00062-9","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0933-3657(03)00062-9","pdf_url":null,"source":{"id":"https://openalex.org/S42468263","display_name":"Artificial Intelligence in Medicine","issn_l":"0933-3657","issn":["0933-3657","1873-2860"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence in Medicine","raw_type":"journal-article"},{"id":"pmid:12893116","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/12893116","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":"Artificial intelligence in medicine","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W99073943","https://openalex.org/W252213970","https://openalex.org/W1481761282","https://openalex.org/W1510981302","https://openalex.org/W1518789011","https://openalex.org/W1523521571","https://openalex.org/W1542450989","https://openalex.org/W1546185221","https://openalex.org/W1562286606","https://openalex.org/W1581339770","https://openalex.org/W1581847324","https://openalex.org/W1678602490","https://openalex.org/W1733124435","https://openalex.org/W1968680127","https://openalex.org/W1973911979","https://openalex.org/W1974370540","https://openalex.org/W1982817569","https://openalex.org/W1989789052","https://openalex.org/W2011978012","https://openalex.org/W2015140204","https://openalex.org/W2016843869","https://openalex.org/W2020647649","https://openalex.org/W2033500239","https://openalex.org/W2035174176","https://openalex.org/W2039024435","https://openalex.org/W2044887587","https://openalex.org/W2053589531","https://openalex.org/W2053987251","https://openalex.org/W2056715049","https://openalex.org/W2076118331","https://openalex.org/W2085388308","https://openalex.org/W2088203270","https://openalex.org/W2097924526","https://openalex.org/W2111376097","https://openalex.org/W2111494971","https://openalex.org/W2115806697","https://openalex.org/W2119315254","https://openalex.org/W2123715374","https://openalex.org/W2124652207","https://openalex.org/W2129626601","https://openalex.org/W2131528555","https://openalex.org/W2140256637","https://openalex.org/W2147684693","https://openalex.org/W2154225404","https://openalex.org/W2167567609","https://openalex.org/W2168019098","https://openalex.org/W2170702935","https://openalex.org/W2189004000","https://openalex.org/W2621208586","https://openalex.org/W3146590433","https://openalex.org/W4241489251","https://openalex.org/W6631025418","https://openalex.org/W6631388872","https://openalex.org/W7056172391"],"related_works":["https://openalex.org/W1810370127","https://openalex.org/W1594946127","https://openalex.org/W4312273141","https://openalex.org/W4310274968","https://openalex.org/W3040224948","https://openalex.org/W1587378402","https://openalex.org/W4382318988","https://openalex.org/W3011040805","https://openalex.org/W175299670","https://openalex.org/W4387323908"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
