{"id":"https://openalex.org/W2057727318","doi":"https://doi.org/10.1186/1472-6947-13-134","title":"Evaluating predictive modeling algorithms to assess patient eligibility for clinical trials from routine data","display_name":"Evaluating predictive modeling algorithms to assess patient eligibility for clinical trials from routine data","publication_year":2013,"publication_date":"2013-12-01","ids":{"openalex":"https://openalex.org/W2057727318","doi":"https://doi.org/10.1186/1472-6947-13-134","mag":"2057727318","pmid":"https://pubmed.ncbi.nlm.nih.gov/24321610"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-13-134","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-134","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-134","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/10.1186/1472-6947-13-134","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017033430","display_name":"Felix K\u00f6pcke","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Felix K\u00f6pcke","raw_affiliation_strings":["Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054 Erlangen, Germany. Felix.Koepcke@imi.med.uni-erlangen.de","Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054 Erlangen, Germany. Felix.Koepcke@imi.med.uni-erlangen.de","institution_ids":[]},{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025079728","display_name":"Dorota \u0141ubgan","orcid":"https://orcid.org/0000-0002-2569-3814"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]},{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dorota Lubgan","raw_affiliation_strings":["Department of Radiation Oncology, Erlangen University Hospital, Erlangen, Germany","Department of Radiation Oncology; Erlangen University Hospital; Erlangen Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Department of Radiation Oncology; Erlangen University Hospital; Erlangen Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111831753","display_name":"Rainer Fietkau","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]},{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rainer Fietkau","raw_affiliation_strings":["Department of Radiation Oncology, Erlangen University Hospital, Erlangen, Germany","Department of Radiation Oncology; Erlangen University Hospital; Erlangen Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Department of Radiation Oncology; Erlangen University Hospital; Erlangen Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041888931","display_name":"A. Scholler","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Axel Scholler","raw_affiliation_strings":["Department of Anesthesiology, Erlangen University Hospital, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037152663","display_name":"Carla Nau","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carla Nau","raw_affiliation_strings":["Department of Anesthesiology, Erlangen University Hospital, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesiology, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084578003","display_name":"Michael St\u00fcrzl","orcid":"https://orcid.org/0000-0002-9276-2824"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael St\u00fcrzl","raw_affiliation_strings":["Division of Molecular and Experimental Surgery, Erlangen University Hospital, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Molecular and Experimental Surgery, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045920845","display_name":"Roland S. Croner","orcid":"https://orcid.org/0000-0001-6248-7086"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roland Croner","raw_affiliation_strings":["Department of Surgery, Erlangen University Hospital, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Erlangen University Hospital, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052931994","display_name":"Hans\u2010Ulrich Prokosch","orcid":"https://orcid.org/0000-0001-6200-753X"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans-Ulrich Prokosch","raw_affiliation_strings":["Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054, Erlangen, Germany","Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020380404","display_name":"Dennis Toddenroth","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dennis Toddenroth","raw_affiliation_strings":["Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054, Erlangen, Germany","Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Krankenhausstra\u00dfe 12, 91054, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Chair of Medical Informatics at the University Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5017033430"],"corresponding_institution_ids":["https://openalex.org/I181369854"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1542,"currency":"EUR","value_usd":1663},"fwci":7.1523,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.96537835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"134","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.5371000170707703,"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"}},"topics":[{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.5371000170707703,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.37119999527931213,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.024900000542402267,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.595976710319519},{"id":"https://openalex.org/keywords/clinical-trial","display_name":"Clinical trial","score":0.5635457038879395},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.5562225580215454},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5511417984962463},{"id":"https://openalex.org/keywords/terminology","display_name":"Terminology","score":0.5510585308074951},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.5416553020477295},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5116522908210754},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5055711269378662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48480501770973206},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4589977562427521},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4508041739463806},{"id":"https://openalex.org/keywords/snomed-ct","display_name":"SNOMED CT","score":0.4459439814090729},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44495052099227905},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.3722274899482727},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.1255406141281128},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10704723000526428},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.09699860215187073}],"concepts":[{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.595976710319519},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.5635457038879395},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.5562225580215454},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5511417984962463},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.5510585308074951},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.5416553020477295},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5116522908210754},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5055711269378662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48480501770973206},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4589977562427521},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4508041739463806},{"id":"https://openalex.org/C206497026","wikidata":"https://www.wikidata.org/wiki/Q1753883","display_name":"SNOMED CT","level":3,"score":0.4459439814090729},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44495052099227905},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3722274899482727},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.1255406141281128},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10704723000526428},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.09699860215187073},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004608","descriptor_name":"Eligibility Determination","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","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":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/1472-6947-13-134","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-134","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-134","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:24321610","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24321610","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:aleph.bib-bvb.de:BVB01-027085296","is_oa":false,"landing_page_url":"http://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/4225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"software, multimedia"},{"id":"pmh:oai:europepmc.org:3004277","is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC4029400","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:4029400","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4029400","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:ub.uni-erlangen.de-opus:4225","is_oa":true,"landing_page_url":"https://opus4.kobv.de/opus4-fau/files/4225/koepcke_evaluating.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402340","display_name":"OPUS FAU (Kooperativer Bibliotheksverbund Berlin-Brandenburg (KOBV), on behalf of the Universit\u00e4tsbibliothek Erlangen-N\u00fcrnberg)","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-13-134","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-13-134","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-13-134","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.550000011920929,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G4770905808","display_name":null,"funder_award_id":"01ES0807","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G6656545963","display_name":null,"funder_award_id":"01ES1001","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320323556","display_name":"Deutsche Krebshilfe","ror":"https://ror.org/01wxdd722"},{"id":"https://openalex.org/F4320327369","display_name":"European Society of Anaesthesiology","ror":"https://ror.org/0102p7z54"},{"id":"https://openalex.org/F4320327892","display_name":"European Society of Intensive Care Medicine","ror":"https://ror.org/0222qrf24"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2057727318.pdf","grobid_xml":"https://content.openalex.org/works/W2057727318.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W70066085","https://openalex.org/W104974432","https://openalex.org/W271409215","https://openalex.org/W1495377470","https://openalex.org/W1524322642","https://openalex.org/W1735704341","https://openalex.org/W1967985363","https://openalex.org/W1975794815","https://openalex.org/W2007106708","https://openalex.org/W2007296899","https://openalex.org/W2034562044","https://openalex.org/W2056412254","https://openalex.org/W2057937065","https://openalex.org/W2066578320","https://openalex.org/W2079159530","https://openalex.org/W2080519092","https://openalex.org/W2083885359","https://openalex.org/W2100558343","https://openalex.org/W2116457156","https://openalex.org/W2121499426","https://openalex.org/W2132996843","https://openalex.org/W2138239858","https://openalex.org/W2139736061","https://openalex.org/W2144319953","https://openalex.org/W2161266591","https://openalex.org/W2165067209","https://openalex.org/W2167142478","https://openalex.org/W2248340309","https://openalex.org/W2582743722","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4245848028","https://openalex.org/W2743915337","https://openalex.org/W2511597072","https://openalex.org/W1591051552","https://openalex.org/W2046929026","https://openalex.org/W2518467711","https://openalex.org/W2779278343","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,101,197],"necessity":[2],"to":[3,81,117,242],"translate":[4],"eligibility":[5,58,84,266],"criteria":[6,59,267],"from":[7,18,67,207,261],"free":[8],"text":[9],"into":[10,246],"decision":[11],"rules":[12],"that":[13,235],"are":[14,258],"compatible":[15],"with":[16,53,173],"data":[17,109,270],"the":[19,25,54,68,71,76,83,137,140,150,160,169,227,253,262],"electronic":[20],"health":[21],"record":[22],"(EHR)":[23],"constitutes":[24],"main":[26],"challenge":[27],"when":[28],"developing":[29],"and":[30,60,90,114,135,153,156,190,214,223,268,271],"deploying":[31],"clinical":[32,88,127,247],"trial":[33,182,188,195],"recruitment":[34,245],"support":[35,243],"systems.":[36],"Recruitment":[37],"decisions":[38],"based":[39],"on":[40,92],"case-based":[41],"reasoning,":[42],"i.e.":[43],"using":[44,105],"past":[45],"cases":[46],"rather":[47],"than":[48],"explicit":[49],"rules,":[50],"could":[51,61],"dispense":[52],"need":[55],"for":[56,87,96,125,143,181,187,194,274],"translating":[57],"also":[62],"be":[63],"implemented":[64],"largely":[65],"independently":[66],"terminology":[69],"of":[70,78,85,110,149,159,177,200,221,265],"EHR's":[72],"database.":[73],"We":[74],"evaluated":[75],"feasibility":[77],"predictive":[79,236],"modeling":[80,237],"assess":[82],"patients":[86,116,212],"trials":[89,128],"report":[91],"a":[93,174,239],"prototype's":[94],"performance":[95,229],"different":[97,144,147,154],"system":[98],"configurations.":[99],"METHODS:":[100],"prototype":[102],"worked":[103],"by":[104,129],"existing":[106],"basic":[107],"patient":[108,161,244],"manually":[111,210],"assessed":[112],"eligible":[113],"ineligible":[115],"induce":[118],"prediction":[119,145],"models.":[120],"Performance":[121],"was":[122,203],"measured":[123],"retrospectively":[124],"three":[126],"plotting":[130],"receiver":[131],"operating":[132],"characteristic":[133],"curves":[134],"comparing":[136],"area":[138],"under":[139],"curve":[141],"(ROC-AUC)":[142],"algorithms,":[146],"sizes":[148],"learning":[151,206],"set":[152],"numbers":[155],"aggregation":[157,220],"levels":[158],"attributes.":[162],"RESULTS:":[163],"Random":[164],"forests":[165],"were":[166],"generally":[167],"among":[168],"best":[170],"performing":[171],"models":[172],"maximum":[175],"ROC-AUC":[176],"0.81":[178],"(CI:":[179,185,192],"0.72-0.88)":[180],"A,":[183],"0.96":[184],"0.95-0.97)":[186],"B":[189],"0.99":[191],"0.98-0.99)":[193],"C.":[196],"full":[198],"potential":[199,273],"this":[201],"algorithm":[202],"reached":[204],"after":[205],"approximately":[208],"200":[209],"screened":[211],"(eligible":[213],"ineligible).":[215],"Neither":[216],"block-":[217],"nor":[218],"category-level":[219],"diagnosis":[222],"procedure":[224],"codes":[225],"influenced":[226],"algorithms'":[228],"substantially.":[230],"CONCLUSIONS:":[231],"Our":[232],"results":[233],"indicate":[234],"is":[238],"feasible":[240],"approach":[241],"trials.":[248],"Its":[249],"major":[250],"advantages":[251],"over":[252],"commonly":[254],"applied":[255],"rule-based":[256],"systems":[257],"its":[259,272],"independency":[260],"concrete":[263],"representation":[264],"EHR":[269],"automation.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":4}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
