{"id":"https://openalex.org/W2043014380","doi":"https://doi.org/10.1186/1472-6947-7-27","title":"Generating prior probabilities for classifiers of brain tumours using belief networks","display_name":"Generating prior probabilities for classifiers of brain tumours using belief networks","publication_year":2007,"publication_date":"2007-09-18","ids":{"openalex":"https://openalex.org/W2043014380","doi":"https://doi.org/10.1186/1472-6947-7-27","mag":"2043014380","pmid":"https://pubmed.ncbi.nlm.nih.gov/17877822"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-7-27","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-7-27","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-7-27","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-7-27","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083637750","display_name":"Greg Reynolds","orcid":null},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Greg M Reynolds","raw_affiliation_strings":["Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK. gmr001@bham.ac.uk","Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK. gmr001@bham.ac.uk","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK","institution_ids":["https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089084978","display_name":"Andrew C. Peet","orcid":"https://orcid.org/0000-0002-4846-5152"},"institutions":[{"id":"https://openalex.org/I4210100347","display_name":"Birmingham Children's Hospital","ror":"https://ror.org/017k80q27","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210100347","https://openalex.org/I4210155225"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew C Peet","raw_affiliation_strings":["Academic Department of Paediatrics and Child Health, University of Birmingham, UK and Birmingham Children's Hospital NHS Foundation Trust, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academic Department of Paediatrics and Child Health, University of Birmingham, UK and Birmingham Children's Hospital NHS Foundation Trust, Birmingham, UK","institution_ids":["https://openalex.org/I4210100347","https://openalex.org/I79619799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026657286","display_name":"Theodoros N. Arvanitis","orcid":"https://orcid.org/0000-0001-5473-135X"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Theodoros N Arvanitis","raw_affiliation_strings":["Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronic and Computer Engineering, University of Birmingham, Birmingham, UK","institution_ids":["https://openalex.org/I79619799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.4599,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.68630046,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"7","issue":"1","first_page":"27","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.8252000212669373,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.8252000212669373,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.04780000075697899,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.007899999618530273,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/medulloblastoma","display_name":"Medulloblastoma","score":0.8052629232406616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.628325879573822},{"id":"https://openalex.org/keywords/ependymoma","display_name":"Ependymoma","score":0.6221427917480469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6163327693939209},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.6088516116142273},{"id":"https://openalex.org/keywords/craniopharyngioma","display_name":"Craniopharyngioma","score":0.49150049686431885},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.4800666272640228},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.458393931388855},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4525711238384247},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44259393215179443},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3800545036792755},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.27543359994888306},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22620689868927002},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1906101107597351},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.16039621829986572},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.1103455126285553}],"concepts":[{"id":"https://openalex.org/C2780789225","wikidata":"https://www.wikidata.org/wiki/Q1333608","display_name":"Medulloblastoma","level":2,"score":0.8052629232406616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.628325879573822},{"id":"https://openalex.org/C2781432949","wikidata":"https://www.wikidata.org/wiki/Q1346753","display_name":"Ependymoma","level":2,"score":0.6221427917480469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6163327693939209},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.6088516116142273},{"id":"https://openalex.org/C2777047896","wikidata":"https://www.wikidata.org/wiki/Q1786513","display_name":"Craniopharyngioma","level":2,"score":0.49150049686431885},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.4800666272640228},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.458393931388855},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4525711238384247},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44259393215179443},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3800545036792755},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.27543359994888306},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22620689868927002},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1906101107597351},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.16039621829986572},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.1103455126285553}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003937","descriptor_name":"Diagnosis, Differential","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","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":false},{"descriptor_ui":"D009682","descriptor_name":"Magnetic Resonance Spectroscopy","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":false},{"descriptor_ui":"D009682","descriptor_name":"Magnetic Resonance Spectroscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D017599","descriptor_name":"Neuroectodermal Tumors","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018237","descriptor_name":"Germinoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/1472-6947-7-27","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-7-27","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-7-27","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:17877822","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/17877822","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:68ca5d962b1e4a76b0d41ed82b51268b","is_oa":false,"landing_page_url":"https://doaj.org/article/68ca5d962b1e4a76b0d41ed82b51268b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 7, Iss 1, p 27 (2007)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:2040142","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/2040142","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,"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":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/6c609e6a-5efd-4505-b7b1-182b89e1f7f5","is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/6c609e6a-5efd-4505-b7b1-182b89e1f7f5","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Reynolds, G, Peet, A & Arvanitis, T 2007, 'Generating Prior Probabilities for Classifiers of Brain Tumours Using Belief Networks', BMC Medical Informatics and Decision Making, vol. 7, no. 7. https://doi.org/10.1186/1472-6947-7-27","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:publications/6c609e6a-5efd-4505-b7b1-182b89e1f7f5","is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/portal/en/publications/generating-prior-probabilities-for-classifiers-of-brain-tumours-using-belief-networks(6c609e6a-5efd-4505-b7b1-182b89e1f7f5).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Reynolds , G , Peet , A & Arvanitis , T 2007 , ' Generating Prior Probabilities for Classifiers of Brain Tumours Using Belief Networks ' , BMC Medical Informatics and Decision Making , vol. 7 , no. 7 . https://doi.org/10.1186/1472-6947-7-27","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-7-27","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-7-27","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-7-27","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2043014380.pdf","grobid_xml":"https://content.openalex.org/works/W2043014380.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W208128215","https://openalex.org/W1518290724","https://openalex.org/W1965723744","https://openalex.org/W1980560915","https://openalex.org/W1981014506","https://openalex.org/W1998061827","https://openalex.org/W2015660037","https://openalex.org/W2024178757","https://openalex.org/W2062489629","https://openalex.org/W2068020400","https://openalex.org/W2121800619","https://openalex.org/W2126768332","https://openalex.org/W2127314075","https://openalex.org/W2133093738","https://openalex.org/W2140190241","https://openalex.org/W2151879381","https://openalex.org/W3163966812","https://openalex.org/W4250236131"],"related_works":["https://openalex.org/W2321516769","https://openalex.org/W4303033928","https://openalex.org/W2029543626","https://openalex.org/W2365318417","https://openalex.org/W4387015957","https://openalex.org/W2012013780","https://openalex.org/W2957280084","https://openalex.org/W2119664506","https://openalex.org/W2099577209","https://openalex.org/W4322616609"],"abstract_inverted_index":{"BACKGROUND:":[0],"Numerous":[1],"methods":[2,24],"for":[3,38,190,224],"classifying":[4],"brain":[5,281],"tumours":[6,154,282],"based":[7,53,155,235],"on":[8,50,54,157,236],"magnetic":[9],"resonance":[10],"spectra":[11],"and":[12,148,194,199,210],"imaging":[13,59],"have":[14],"been":[15,48],"presented":[16,141,189],"in":[17,142,256],"the":[18,40,119,130,133,138,218,227],"last":[19],"15":[20],"years.":[21],"Generally,":[22],"these":[23],"use":[25],"supervised":[26],"machine":[27],"learning":[28],"to":[29,176,220,252,265],"develop":[30],"a":[31,34,66,88,94,106,151,166,178,181,211,244,270],"classifier":[32],"from":[33,74,165],"database":[35,107,167],"of":[36,68,71,82,90,108,113,132,137,153,168,247,269,277,280],"cases":[37,111],"which":[39,143],"diagnosis":[41],"is":[42,77,85,96,140,183,273],"already":[43],"known.":[44],"However,":[45],"little":[46],"has":[47],"published":[49],"developing":[51],"classifiers":[52],"mixed":[55],"modalities,":[56],"e.g.":[57],"combining":[58],"information":[60,251],"with":[61,122,150,231],"spectroscopy.":[62],"In":[63],"this":[64,124],"work":[65],"method":[67,81,139,261],"generating":[69,91,232],"probabilities":[70,92,145,223,234,254],"tumour":[72,95,110,182,205],"class":[73,237],"anatomical":[75],"location":[76],"presented.":[78],"METHODS:":[79],"The":[80,100,258],"\"belief":[83],"networks\"":[84],"introduced":[86],"as":[87],"means":[89],"that":[93,180],"any":[97,184],"given":[98,185],"type.":[99,186],"belief":[101,241,259],"networks":[102,162,242],"are":[103,126,188,243],"constructed":[104,164],"using":[105,123,248],"paediatric":[109],"consisting":[112],"data":[114,125],"collected":[115],"over":[116,169],"five":[117],"decades;":[118],"problems":[120],"associated":[121],"discussed.":[127],"To":[128],"verify":[129],"usefulness":[131],"networks,":[134],"an":[135,274],"application":[136],"prior":[144,222,233],"were":[146,163],"generated":[147],"combined":[149],"classification":[152,225,279],"solely":[156],"MRS":[158],"data.":[159],"RESULTS:":[160],"Belief":[161],"1300":[170],"cases.":[171],"These":[172],"can":[173,262],"be":[174,263],"used":[175],"generate":[177,221,253],"probability":[179],"Networks":[187],"astrocytoma":[191,196],"grades":[192,197],"I":[193],"II,":[195],"III":[198],"IV,":[200],"ependymoma,":[201],"pineoblastoma,":[202],"primitive":[203],"neuroectodermal":[204],"(PNET),":[206],"germinoma,":[207],"medulloblastoma,":[208],"craniopharyngioma":[209],"group":[212],"representing":[213],"rare":[214],"tumours,":[215],"\"other\".":[216],"Using":[217],"network":[219,260],"improves":[226],"accuracy":[228],"when":[229],"compared":[230],"prevalence.":[238],"CONCLUSION:":[239],"Bayesian":[240],"simple":[245],"way":[246,276],"discrete":[249],"clinical":[250],"usable":[255],"classification.":[257],"robust":[264],"incomplete":[266],"datasets.":[267],"Inclusion":[268],"priori":[271],"knowledge":[272],"effective":[275],"improving":[278],"by":[283],"non-invasive":[284],"methods.":[285]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}