{"id":"https://openalex.org/W2949955227","doi":null,"title":"Impact of Inferred Comorbidity Networks on Health Outcomes","display_name":"Impact of Inferred Comorbidity Networks on Health Outcomes","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2949955227","mag":"2949955227"},"language":"en","primary_location":{"id":"pmh:oai:shareok.org:11244/299521","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11244/299521","pdf_url":"https://hdl.handle.net/11244/299521","source":{"id":"https://openalex.org/S4306402274","display_name":"SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11244/299521","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088846616","display_name":"Pankush Kalgotra","orcid":"https://orcid.org/0000-0003-2684-0342","observed_orcids":["https://orcid.org/0000-0003-2684-0342"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Pankush Kalgotra","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2684-0342","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5088846616"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T12246","display_name":"Chronic Disease Management Strategies","score":0.5303000211715698,"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"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.5303000211715698,"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/T13283","display_name":"Mental Health Research Topics","score":0.2863999903202057,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.07100000232458115,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/comorbidity-networks","display_name":"comorbidity networks","score":0.9819999933242798},{"id":"https://openalex.org/keywords/network-inference","display_name":"network inference","score":0.953000009059906},{"id":"https://openalex.org/keywords/sample-size-effects","display_name":"sample size effects","score":0.9070000052452087},{"id":"https://openalex.org/keywords/pearson-correlation","display_name":"Pearson correlation","score":0.9190000295639038},{"id":"https://openalex.org/keywords/disease-co-occurrence","display_name":"disease co-occurrence","score":0.8399999737739563},{"id":"https://openalex.org/keywords/hospital-medical-records","display_name":"hospital medical records","score":0.5299999713897705},{"id":"https://openalex.org/keywords/high-dimensional-data","display_name":"high-dimensional data","score":0.6669999957084656},{"id":"https://openalex.org/keywords/network-robustness","display_name":"network robustness","score":0.8270000219345093}],"concepts":[{"id":"https://openalex.org/C2779159551","wikidata":"https://www.wikidata.org/wiki/Q1414874","display_name":"Comorbidity","level":2,"score":0.7999632358551025},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38012778759002686},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37487250566482544},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.34389540553092957},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2882131040096283},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2375025451183319}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:shareok.org:11244/299521","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11244/299521","pdf_url":"https://hdl.handle.net/11244/299521","source":{"id":"https://openalex.org/S4306402274","display_name":"SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertation"},{"id":"pmh:oai:openresearch.okstate.edu:20.500.14446/299521","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/20.500.14446/299521","pdf_url":null,"source":{"id":"https://openalex.org/S4306402274","display_name":"SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dissertation"},{"id":"mag:2949955227","doi":null,"is_oa":false,"landing_page_url":"https://shareok.org/bitstream/11244/299521/1/Kalgotra_okstate_0664D_15330.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":{"id":"pmh:oai:shareok.org:11244/299521","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11244/299521","pdf_url":"https://hdl.handle.net/11244/299521","source":{"id":"https://openalex.org/S4306402274","display_name":"SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertation"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309482","display_name":"Oklahoma State University","ror":"https://ror.org/045ntgf29"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2949955227.pdf","grobid_xml":"https://content.openalex.org/works/W2949955227.grobid-xml"},"referenced_works_count":106,"referenced_works":["https://openalex.org/W24539216","https://openalex.org/W82723556","https://openalex.org/W119271918","https://openalex.org/W289419902","https://openalex.org/W1480668309","https://openalex.org/W1515587369","https://openalex.org/W1724398224","https://openalex.org/W1906938096","https://openalex.org/W1949892024","https://openalex.org/W1956559956","https://openalex.org/W1957910991","https://openalex.org/W1963547174","https://openalex.org/W1965413234","https://openalex.org/W1967021867","https://openalex.org/W1974610980","https://openalex.org/W1976320242","https://openalex.org/W1977002484","https://openalex.org/W1979426401","https://openalex.org/W1979767919","https://openalex.org/W1985892520","https://openalex.org/W1985899955","https://openalex.org/W1991208598","https://openalex.org/W1993606481","https://openalex.org/W1995066202","https://openalex.org/W1995973721","https://openalex.org/W2005132321","https://openalex.org/W2006940889","https://openalex.org/W2008620264","https://openalex.org/W2010707723","https://openalex.org/W2023478835","https://openalex.org/W2030470432","https://openalex.org/W2032842788","https://openalex.org/W2038436407","https://openalex.org/W2041073071","https://openalex.org/W2048169322","https://openalex.org/W2053104823","https://openalex.org/W2056944867","https://openalex.org/W2057780602","https://openalex.org/W2059424469","https://openalex.org/W2062533676","https://openalex.org/W2064457180","https://openalex.org/W2073633823","https://openalex.org/W2080981386","https://openalex.org/W2082296390","https://openalex.org/W2083045667","https://openalex.org/W2085491458","https://openalex.org/W2086520272","https://openalex.org/W2087194317","https://openalex.org/W2091116980","https://openalex.org/W2092671439","https://openalex.org/W2094043926","https://openalex.org/W2095491050","https://openalex.org/W2096123611","https://openalex.org/W2100497914","https://openalex.org/W2101393389","https://openalex.org/W2104261859","https://openalex.org/W2106163721","https://openalex.org/W2107404071","https://openalex.org/W2108067580","https://openalex.org/W2112028307","https://openalex.org/W2112090702","https://openalex.org/W2112233006","https://openalex.org/W2120157356","https://openalex.org/W2122188074","https://openalex.org/W2122830295","https://openalex.org/W2128555200","https://openalex.org/W2129936978","https://openalex.org/W2131419242","https://openalex.org/W2132996843","https://openalex.org/W2133075481","https://openalex.org/W2134725489","https://openalex.org/W2135800910","https://openalex.org/W2136451344","https://openalex.org/W2137138384","https://openalex.org/W2138078247","https://openalex.org/W2140452679","https://openalex.org/W2142625784","https://openalex.org/W2144009057","https://openalex.org/W2147858235","https://openalex.org/W2150845035","https://openalex.org/W2151461605","https://openalex.org/W2152415104","https://openalex.org/W2152580867","https://openalex.org/W2152742787","https://openalex.org/W2154423338","https://openalex.org/W2154461664","https://openalex.org/W2154897810","https://openalex.org/W2160327429","https://openalex.org/W2165310418","https://openalex.org/W2165381896","https://openalex.org/W2166237122","https://openalex.org/W2219329093","https://openalex.org/W2258542398","https://openalex.org/W2262790950","https://openalex.org/W2265134483","https://openalex.org/W2280885197","https://openalex.org/W2329395632","https://openalex.org/W2339181429","https://openalex.org/W2400530958","https://openalex.org/W2417046997","https://openalex.org/W2504708865","https://openalex.org/W2811278729","https://openalex.org/W2891169577","https://openalex.org/W2951936974","https://openalex.org/W3143219376","https://openalex.org/W3150796314"],"related_works":["https://openalex.org/W4407163981","https://openalex.org/W4417160710","https://openalex.org/W2900225999","https://openalex.org/W2972218421","https://openalex.org/W2170003550","https://openalex.org/W7163153198","https://openalex.org/W2993432493","https://openalex.org/W3089484646","https://openalex.org/W2265134483","https://openalex.org/W3205866799"],"abstract_inverted_index":{"High":[0],"dimensionality":[1],"in":[2,79,93],"Big":[3],"Data":[4],"can":[5,48],"be":[6,49],"modeled":[7],"using":[8,55,135,156],"network":[9,63,154],"approach.":[10],"The":[11],"traditional":[12],"networks":[13,27,133],"(e.g.":[14],"online":[15],"social":[16],"network)":[17],"are":[18,25,29],"explicit":[19],"and":[20,31,140,150],"easily":[21],"observed.":[22],"However,":[23],"there":[24],"certain":[26],"that":[28,152],"implicit":[30,45,122],"exist":[32],"by":[33],"virtue":[34],"of":[35,60,88,120,128],"some":[36],"underlying":[37],"collective":[38],"behavior.":[39],"Our":[40],"focus":[41],"is":[42,64,110,158],"on":[43,76,84,131],"these":[44],"networks,":[46],"which":[47],"inferred":[50],"from":[51],"the":[52,85,118,126,166],"secondary":[53],"data":[54,83],"statistical":[56,103],"modeling.":[57],"An":[58],"example":[59],"such":[61],"a":[62,65,69,147,153],"comorbidity":[66,70,99,132],"network.":[67,123],"In":[68],"network,":[71],"diseases":[72],"form":[73],"connections":[74],"based":[75],"their":[77],"co-occurrences":[78],"patients.":[80],"We":[81,124,145],"use":[82],"health":[86],"history":[87],"24.7":[89],"million":[90],"patients":[91],"recorded":[92],"US":[94],"hospitals":[95],"(2000-2016)":[96],"to":[97,112,160,165],"infer":[98],"networks.":[100],"Since":[101],"most":[102],"models":[104],"depend":[105],"upon":[106],"sample":[107,115,129,161],"size,":[108],"it":[109],"important":[111],"study":[113,125],"how":[114],"size":[116,130,162],"affects":[117],"structure":[119],"an":[121],"impact":[127],"developed":[134,155],"Pearson's":[136],"Correlation":[137],"Coefficient":[138],"(PCC)":[139],"Salton":[141],"Cosine":[142],"Index":[143],"(SCI).":[144],"present":[146],"comparative":[148],"analysis":[149],"show":[151],"SCI":[157],"robust":[159],"as":[163],"compared":[164],"PCC.":[167]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2019-06-27T00:00:00"}