{"id":"https://openalex.org/W2188313976","doi":null,"title":"SEVERITY OF ILLNESS SCORING IN THE INTENSIVE CARE UNIT: A COMPARISON OF LOGISTIC REGRESSION AND ARTIFICIAL NEURAL NETWORKS","display_name":"SEVERITY OF ILLNESS SCORING IN THE INTENSIVE CARE UNIT: A COMPARISON OF LOGISTIC REGRESSION AND ARTIFICIAL NEURAL NETWORKS","publication_year":1999,"publication_date":"1999-01-01","ids":{"openalex":"https://openalex.org/W2188313976","mag":"2188313976"},"language":"en","primary_location":{"id":"pmh:oai:collectionscanada.gc.ca:OOAMICUS.24732306","doi":null,"is_oa":false,"landing_page_url":"http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape8/PQDD_0014/NQ42512.pdf","pdf_url":"http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape8/PQDD_0014/NQ42512.pdf","source":{"id":"https://openalex.org/S4306402307","display_name":"Library and Archives Canada (Government of Canada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2802286613","host_organization_name":"Government of Canada","host_organization_lineage":["https://openalex.org/I2802286613"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Electronic thesis or dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"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/A5086266988","display_name":"Gordon Stuart Doig","orcid":"https://orcid.org/0000-0003-2141-7000","observed_orcids":["https://orcid.org/0000-0003-2141-7000"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Gordon S. Doig","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2141-7000","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5086266988"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.5644999742507935,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.5644999742507935,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.23749999701976776,"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":0.1437000036239624,"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/intensive-care-unit","display_name":"intensive care unit","score":0.8330000042915344},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.8339999914169312},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":1.0},{"id":"https://openalex.org/keywords/severity-prediction","display_name":"severity prediction","score":0.4749999940395355},{"id":"https://openalex.org/keywords/model-comparison","display_name":"model comparison","score":0.47999998927116394}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.793235182762146},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6065385341644287},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.5843332409858704},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.42276132106781006},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37362736463546753},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.33982783555984497},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3234187364578247},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3071562647819519},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27483540773391724},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.26939916610717773},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15566909313201904}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:collectionscanada.gc.ca:OOAMICUS.24732306","doi":null,"is_oa":false,"landing_page_url":"http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape8/PQDD_0014/NQ42512.pdf","pdf_url":"http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape8/PQDD_0014/NQ42512.pdf","source":{"id":"https://openalex.org/S4306402307","display_name":"Library and Archives Canada (Government of Canada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2802286613","host_organization_name":"Government of Canada","host_organization_lineage":["https://openalex.org/I2802286613"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Electronic thesis or dissertation"},{"id":"mag:2188313976","doi":null,"is_oa":false,"landing_page_url":"https://www.evidencebased.net/files/GSDFinalThesis_Complete.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8560000061988831,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W240946540","https://openalex.org/W1972308004","https://openalex.org/W1973948212","https://openalex.org/W1979047398","https://openalex.org/W1984710451","https://openalex.org/W1998051514","https://openalex.org/W2016187596","https://openalex.org/W2021541804","https://openalex.org/W2032770855","https://openalex.org/W2040837602","https://openalex.org/W2053753869","https://openalex.org/W2060912770","https://openalex.org/W2062884568","https://openalex.org/W2062996249","https://openalex.org/W2067149985","https://openalex.org/W2084229232","https://openalex.org/W2085791174","https://openalex.org/W2120156715","https://openalex.org/W2266862209","https://openalex.org/W2342227720","https://openalex.org/W4293242440"],"related_works":["https://openalex.org/W7010849407","https://openalex.org/W2954812779","https://openalex.org/W2037104219","https://openalex.org/W7162426355","https://openalex.org/W2495683643","https://openalex.org/W2040316144","https://openalex.org/W1975672616","https://openalex.org/W3171867912","https://openalex.org/W3031160561","https://openalex.org/W4391121795"],"abstract_inverted_index":null,"counts_by_year":[{"year":2013,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}