{"id":"https://openalex.org/W2949838334","doi":"https://doi.org/10.1007/978-3-030-21642-9_25","title":"External Validation of a \u201cBlack-Box\u201d Clinical Predictive Model in Nephrology: Can Interpretability Methods Help Illuminate Performance Differences?","display_name":"External Validation of a \u201cBlack-Box\u201d Clinical Predictive Model in Nephrology: Can Interpretability Methods Help Illuminate Performance Differences?","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2949838334","doi":"https://doi.org/10.1007/978-3-030-21642-9_25","mag":"2949838334"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-21642-9_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-21642-9_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"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/A5017807272","display_name":"Harry FreitasDa Cruz","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Harry F. da Cruz","raw_affiliation_strings":["Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053865321","display_name":"Boris Pfahringer","orcid":"https://orcid.org/0000-0002-7921-8103"},"institutions":[{"id":"https://openalex.org/I4210105663","display_name":"Deutsches Herzzentrum der Charit\u00e9","ror":"https://ror.org/01mmady97","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210105663","https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Boris Pfahringer","raw_affiliation_strings":["Department of Cardiothoracic and Vascular Surgery, German Heart Center Berlin, Augustenburger Platz 1, 13353, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Cardiothoracic and Vascular Surgery, German Heart Center Berlin, Augustenburger Platz 1, 13353, Berlin, Germany","institution_ids":["https://openalex.org/I4210105663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108711400","display_name":"Fr\u00e9d\u00e9ric Schneider","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frederic Schneider","raw_affiliation_strings":["Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081790198","display_name":"Alexander Meyer","orcid":"https://orcid.org/0000-0002-6944-2478"},"institutions":[{"id":"https://openalex.org/I4210105663","display_name":"Deutsches Herzzentrum der Charit\u00e9","ror":"https://ror.org/01mmady97","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210105663","https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Meyer","raw_affiliation_strings":["Department of Cardiothoracic and Vascular Surgery, German Heart Center Berlin, Augustenburger Platz 1, 13353, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Cardiothoracic and Vascular Surgery, German Heart Center Berlin, Augustenburger Platz 1, 13353, Berlin, Germany","institution_ids":["https://openalex.org/I4210105663"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053012847","display_name":"Matthieu-P. Schapranow","orcid":"https://orcid.org/0000-0001-6601-2942"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthieu-P. Schapranow","raw_affiliation_strings":["Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Digital Health Center, Hasso Plattner Institute, Rudolf-Breitscheid-Stra\u00dfe 187, 14482, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5017807272"],"corresponding_institution_ids":["https://openalex.org/I143288331"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.8269,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74563953,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"191","last_page":"201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9988999962806702,"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":0.9988999962806702,"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9904999732971191,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.9635025858879089},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6911051273345947},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.594615638256073},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5743147730827332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.528724730014801},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.4542763829231262},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4533696174621582},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27401888370513916},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.20350122451782227}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9635025858879089},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6911051273345947},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.594615638256073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5743147730827332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.528724730014801},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4542763829231262},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4533696174621582},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27401888370513916},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20350122451782227}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-21642-9_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-21642-9_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W181583748","https://openalex.org/W2020285519","https://openalex.org/W2024887237","https://openalex.org/W2051411536","https://openalex.org/W2051483504","https://openalex.org/W2092926517","https://openalex.org/W2092939357","https://openalex.org/W2108986044","https://openalex.org/W2135994355","https://openalex.org/W2141413316","https://openalex.org/W2169178923","https://openalex.org/W2260115926","https://openalex.org/W2273527300","https://openalex.org/W2282821441","https://openalex.org/W2319550379","https://openalex.org/W2396881363","https://openalex.org/W2397616787","https://openalex.org/W2430394288","https://openalex.org/W2582793731","https://openalex.org/W2594475271","https://openalex.org/W2621053657","https://openalex.org/W2894773715","https://openalex.org/W2922468061","https://openalex.org/W2962772482"],"related_works":["https://openalex.org/W2943982549","https://openalex.org/W3166531723","https://openalex.org/W4213225422","https://openalex.org/W3037743169","https://openalex.org/W4287869605","https://openalex.org/W3127566540","https://openalex.org/W3095673320","https://openalex.org/W3133294580","https://openalex.org/W3180713997","https://openalex.org/W2616952103"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
