{"id":"https://openalex.org/W2782642383","doi":null,"title":"Machine learning in healthcare : an investigation into model stability","display_name":"Machine learning in healthcare : an investigation into model stability","publication_year":2017,"publication_date":"2017-02-01","ids":{"openalex":"https://openalex.org/W2782642383","mag":"2782642383"},"language":"en","primary_location":{"id":"pmh:oai:figshare.com:article/21111691","doi":null,"is_oa":false,"landing_page_url":"https://figshare.com/articles/thesis/Machine_learning_in_healthcare_an_investigation_into_model_stability/21111691","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"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/A5036975157","display_name":"Shivapratap Gopakumar","orcid":"https://orcid.org/0000-0002-7986-7752","observed_orcids":["https://orcid.org/0000-0002-7986-7752"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shivapratap Gopakumar","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7986-7752","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5036975157"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9940999746322632,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9940999746322632,"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":0.004999999888241291,"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":9.999999747378752e-05,"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/machine-learning-in-healthcare","display_name":"machine learning in healthcare","score":0.902999997138977},{"id":"https://openalex.org/keywords/model-stability","display_name":"model stability","score":0.9350000023841858},{"id":"https://openalex.org/keywords/predictive-model","display_name":"prediction model","score":0.5759999752044678},{"id":"https://openalex.org/keywords/prognosis","display_name":"prognosis","score":0.8870000243186951},{"id":"https://openalex.org/keywords/heart-failure","display_name":"heart failure","score":0.9490000009536743},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"diabetes mellitus","score":0.9750000238418579},{"id":"https://openalex.org/keywords/health-data","display_name":"health data","score":0.7229999899864197},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.6480000019073486}],"concepts":[{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.6403084397315979},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5686020255088806},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.54704749584198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5416958332061768},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5338445901870728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5091840624809265},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.42297056317329407},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09521207213401794},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:figshare.com:article/21111691","doi":null,"is_oa":false,"landing_page_url":"https://figshare.com/articles/thesis/Machine_learning_in_healthcare_an_investigation_into_model_stability/21111691","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},{"id":"mag:2782642383","doi":null,"is_oa":false,"landing_page_url":"http://dro.deakin.edu.au/eserv/DU:30103475/gopakumar-machinelearning-2017.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":0.9476000070571899,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":166,"referenced_works":["https://openalex.org/W35527955","https://openalex.org/W37638844","https://openalex.org/W45588658","https://openalex.org/W142340926","https://openalex.org/W144440563","https://openalex.org/W1483994939","https://openalex.org/W1485545181","https://openalex.org/W1497745584","https://openalex.org/W1501626351","https://openalex.org/W1502054858","https://openalex.org/W1534477342","https://openalex.org/W1542652324","https://openalex.org/W1543004972","https://openalex.org/W1559796341","https://openalex.org/W1601741115","https://openalex.org/W1605688901","https://openalex.org/W1608932033","https://openalex.org/W1663973292","https://openalex.org/W1730693163","https://openalex.org/W1797914761","https://openalex.org/W1945017255","https://openalex.org/W1964357740","https://openalex.org/W1966075256","https://openalex.org/W1967889539","https://openalex.org/W1969966515","https://openalex.org/W1973714356","https://openalex.org/W1973825638","https://openalex.org/W1974961444","https://openalex.org/W1975822581","https://openalex.org/W1984633497","https://openalex.org/W1985258161","https://openalex.org/W1989765697","https://openalex.org/W1990801176","https://openalex.org/W1992909607","https://openalex.org/W1993528080","https://openalex.org/W1995945562","https://openalex.org/W1998025025","https://openalex.org/W2004147962","https://openalex.org/W2004910511","https://openalex.org/W2004915807","https://openalex.org/W2009055819","https://openalex.org/W2011723901","https://openalex.org/W2017337590","https://openalex.org/W2017605669","https://openalex.org/W2017746706","https://openalex.org/W2023924316","https://openalex.org/W2024969042","https://openalex.org/W2026415059","https://openalex.org/W2027106132","https://openalex.org/W2029519237","https://openalex.org/W2029731265","https://openalex.org/W2030422945","https://openalex.org/W2032909675","https://openalex.org/W2041729049","https://openalex.org/W2045294145","https://openalex.org/W2046867396","https://openalex.org/W2049129660","https://openalex.org/W2051411536","https://openalex.org/W2051434435","https://openalex.org/W2051743300","https://openalex.org/W2054091417","https://openalex.org/W2056102627","https://openalex.org/W2058414375","https://openalex.org/W2062359354","https://openalex.org/W2062421497","https://openalex.org/W2062533676","https://openalex.org/W2063978378","https://openalex.org/W2064412595","https://openalex.org/W2065189618","https://openalex.org/W2073738917","https://openalex.org/W2074932800","https://openalex.org/W2075192764","https://openalex.org/W2079554354","https://openalex.org/W2082233060","https://openalex.org/W2082376914","https://openalex.org/W2083311111","https://openalex.org/W2086026585","https://openalex.org/W2086173776","https://openalex.org/W2086465198","https://openalex.org/W2087952896","https://openalex.org/W2091692278","https://openalex.org/W2093469565","https://openalex.org/W2093717447","https://openalex.org/W2095049909","https://openalex.org/W2095526444","https://openalex.org/W2097554668","https://openalex.org/W2098421151","https://openalex.org/W2099894234","https://openalex.org/W2100233488","https://openalex.org/W2100495367","https://openalex.org/W2102104763","https://openalex.org/W2103106495","https://openalex.org/W2107376270","https://openalex.org/W2108423015","https://openalex.org/W2110171695","https://openalex.org/W2111406701","https://openalex.org/W2111722498","https://openalex.org/W2112598660","https://openalex.org/W2115709314","https://openalex.org/W2116063398","https://openalex.org/W2116512828","https://openalex.org/W2117254307","https://openalex.org/W2119910794","https://openalex.org/W2120448874","https://openalex.org/W2120539430","https://openalex.org/W2121815876","https://openalex.org/W2122922389","https://openalex.org/W2124972954","https://openalex.org/W2125475924","https://openalex.org/W2126455177","https://openalex.org/W2129284245","https://openalex.org/W2131391419","https://openalex.org/W2132413579","https://openalex.org/W2134752341","https://openalex.org/W2135195117","https://openalex.org/W2135378280","https://openalex.org/W2137207609","https://openalex.org/W2138019504","https://openalex.org/W2140514146","https://openalex.org/W2143426320","https://openalex.org/W2144327473","https://openalex.org/W2146767951","https://openalex.org/W2147838747","https://openalex.org/W2148199615","https://openalex.org/W2149026895","https://openalex.org/W2149199519","https://openalex.org/W2149648301","https://openalex.org/W2149963614","https://openalex.org/W2150227991","https://openalex.org/W2151990594","https://openalex.org/W2152238427","https://openalex.org/W2153579005","https://openalex.org/W2153699776","https://openalex.org/W2158012006","https://openalex.org/W2158262405","https://openalex.org/W2158542502","https://openalex.org/W2160151366","https://openalex.org/W2160280033","https://openalex.org/W2161212365","https://openalex.org/W2161327675","https://openalex.org/W2162118661","https://openalex.org/W2162162988","https://openalex.org/W2162341153","https://openalex.org/W2163042952","https://openalex.org/W2163922914","https://openalex.org/W2165232124","https://openalex.org/W2165250079","https://openalex.org/W2165432359","https://openalex.org/W2165698076","https://openalex.org/W2167042818","https://openalex.org/W2169353679","https://openalex.org/W2169997851","https://openalex.org/W2171515720","https://openalex.org/W2172064003","https://openalex.org/W2189193594","https://openalex.org/W2345478245","https://openalex.org/W2404901863","https://openalex.org/W2413868409","https://openalex.org/W2483529042","https://openalex.org/W2511974440","https://openalex.org/W2525984666","https://openalex.org/W2885604873","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W2963879412","https://openalex.org/W2986020773"],"related_works":["https://openalex.org/W7133353364","https://openalex.org/W4385654253","https://openalex.org/W4309799379","https://openalex.org/W4281262853","https://openalex.org/W7220069259","https://openalex.org/W6903535735","https://openalex.org/W7171647531","https://openalex.org/W7170276601","https://openalex.org/W3140288299","https://openalex.org/W7216448051"],"abstract_inverted_index":{"Current":[0],"machine":[1],"learning":[2],"algorithms,":[3],"when":[4],"directly":[5],"applied":[6],"to":[7,12,24],"medical":[8],"data,":[9],"often":[10],"fail":[11],"provide":[13],"a":[14,42],"good":[15],"understanding":[16],"of":[17],"prognosis.":[18],"This":[19],"study":[20,46],"provides":[21],"three":[22],"pathways":[23],"make":[25],"predictive":[26],"models":[27],"stable":[28],"and":[29,38],"usable":[30],"for":[31],"healthcare.":[32],"When":[33],"tested":[34],"on":[35],"heart":[36],"failure":[37],"diabetes":[39],"patients":[40],"from":[41],"local":[43],"hospital,":[44],"this":[45],"demonstrated":[47],"20%":[48],"improvement":[49],"over":[50],"existing":[51],"methods.":[52]},"counts_by_year":[{"year":2018,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2018-01-26T00:00:00"}
