{"id":"https://openalex.org/W2889032571","doi":"https://doi.org/10.3233/978-1-61499-759-7-328","title":"Plausibility of Individual Decisions from Random Forests in Clinical Predictive Modelling Applications","display_name":"Plausibility of Individual Decisions from Random Forests in Clinical Predictive Modelling Applications","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2889032571","doi":"https://doi.org/10.3233/978-1-61499-759-7-328","mag":"2889032571","pmid":"https://pubmed.ncbi.nlm.nih.gov/28508814"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-759-7-328","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-759-7-328","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"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/A5066839719","display_name":"Dieter Hayn","orcid":"https://orcid.org/0000-0003-1822-9033"},"institutions":[{"id":"https://openalex.org/I132118926","display_name":"Austrian Institute of Technology","ror":"https://ror.org/04knbh022","country_code":"AT","type":"facility","lineage":["https://openalex.org/I132118926"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Hayn Dieter","raw_affiliation_strings":["AIT Austrian Institute of Technology, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"AIT Austrian Institute of Technology, Graz, Austria","institution_ids":["https://openalex.org/I132118926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021894140","display_name":"Harald Walch","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095341","display_name":"Stiftung Mercator","ror":"https://ror.org/00q6ynx29","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210095341"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Walch Harald","raw_affiliation_strings":["TIP Unternehmensberatung GmbH, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"TIP Unternehmensberatung GmbH, Graz, Austria","institution_ids":["https://openalex.org/I4210095341"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Stieg J&ouml;rg","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095341","display_name":"Stiftung Mercator","ror":"https://ror.org/00q6ynx29","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210095341"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stieg J&ouml;rg","raw_affiliation_strings":["TIP Unternehmensberatung GmbH, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"TIP Unternehmensberatung GmbH, Graz, Austria","institution_ids":["https://openalex.org/I4210095341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030072403","display_name":"Karl Kreiner","orcid":"https://orcid.org/0000-0001-6066-9708"},"institutions":[{"id":"https://openalex.org/I132118926","display_name":"Austrian Institute of Technology","ror":"https://ror.org/04knbh022","country_code":"AT","type":"facility","lineage":["https://openalex.org/I132118926"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Kreiner Karl","raw_affiliation_strings":["AIT Austrian Institute of Technology, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"AIT Austrian Institute of Technology, Graz, Austria","institution_ids":["https://openalex.org/I132118926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027613766","display_name":"Hubert Ebner","orcid":null},"institutions":[{"id":"https://openalex.org/I132118926","display_name":"Austrian Institute of Technology","ror":"https://ror.org/04knbh022","country_code":"AT","type":"facility","lineage":["https://openalex.org/I132118926"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Ebner Hubert","raw_affiliation_strings":["AIT Austrian Institute of Technology, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"AIT Austrian Institute of Technology, Graz, Austria","institution_ids":["https://openalex.org/I132118926"]}]},{"author_position":"last","author":{"id":null,"display_name":"Schreier G&uuml;nter","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095341","display_name":"Stiftung Mercator","ror":"https://ror.org/00q6ynx29","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210095341"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Schreier G&uuml;nter","raw_affiliation_strings":["TIP Unternehmensberatung GmbH, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"TIP Unternehmensberatung GmbH, Graz, Austria","institution_ids":["https://openalex.org/I4210095341"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5066839719"],"corresponding_institution_ids":["https://openalex.org/I132118926"],"apc_list":null,"apc_paid":null,"fwci":0.8476,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78813614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"236","issue":null,"first_page":"328","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9715999960899353,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9715999960899353,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9103999733924866,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9035999774932861,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.672224760055542},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5117075443267822},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38144367933273315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2749606668949127}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.672224760055542},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5117075443267822},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38144367933273315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2749606668949127}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-759-7-328","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-759-7-328","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:28508814","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28508814","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W3135126032","https://openalex.org/W2390279801"],"abstract_inverted_index":{"Feature":[0],"influence":[1],"on":[2],"a":[3,21],"specific":[4],"decision":[5],"can":[6],"be":[7,14],"quantified":[8],"in":[9,20],"RFs.":[10],"Further":[11],"studies":[12],"will":[13],"necessary":[15],"to":[16],"evaluate":[17],"our":[18],"approach":[19],"real":[22],"world":[23],"scenario.":[24]},"counts_by_year":[{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
