{"id":"https://openalex.org/W2180413167","doi":null,"title":"Mining Mozambique Health Data : The Case of Malaria: From Bayesian Incidence Risk to Incidence Case Predictions","display_name":"Mining Mozambique Health Data : The Case of Malaria: From Bayesian Incidence Risk to Incidence Case Predictions","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2180413167","mag":"2180413167"},"language":"en","primary_location":{"id":"pmh:oai:DiVA.org:su-122672","doi":null,"is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-122672","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I86987016","host_organization_name":"KTH Royal Institute of Technology","host_organization_lineage":["https://openalex.org/I86987016"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/doctoralThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-122672","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081340052","display_name":"Orlando P. Zacarias","orcid":"https://orcid.org/0000-0003-2087-9975","observed_orcids":["https://orcid.org/0000-0003-2087-9975"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Orlando P. Zacarias","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5081340052"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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/T10091","display_name":"Malaria Research and Control","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10091","display_name":"Malaria Research and Control","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.007199999876320362,"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/T11911","display_name":"Spatial and Panel Data Analysis","score":0.005900000222027302,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/malaria","display_name":"malaria","score":0.8360000252723694},{"id":"https://openalex.org/keywords/malaria-incidence-prediction","display_name":"malaria incidence prediction","score":0.8169999718666077},{"id":"https://openalex.org/keywords/malaria-risk-factors","display_name":"malaria risk factors","score":0.8199999928474426},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8939999938011169},{"id":"https://openalex.org/keywords/permutation-feature-importance","display_name":"permutation importance","score":0.796999990940094},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9259999990463257},{"id":"https://openalex.org/keywords/medical-data-mining","display_name":"medical data mining","score":0.765999972820282},{"id":"https://openalex.org/keywords/mozambique","display_name":"Mozambique","score":0.5759999752044678}],"concepts":[{"id":"https://openalex.org/C2778048844","wikidata":"https://www.wikidata.org/wiki/Q12156","display_name":"Malaria","level":2,"score":0.7593169212341309},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.6121575236320496},{"id":"https://openalex.org/C61511704","wikidata":"https://www.wikidata.org/wiki/Q1671857","display_name":"Incidence (geometry)","level":2,"score":0.5713698267936707},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.5252642035484314},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.46997302770614624},{"id":"https://openalex.org/C2780722889","wikidata":"https://www.wikidata.org/wiki/Q12090","display_name":"Cholera","level":2,"score":0.4537915289402008},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24915453791618347},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.09778210520744324},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:DiVA.org:su-122672","doi":null,"is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-122672","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I86987016","host_organization_name":"KTH Royal Institute of Technology","host_organization_lineage":["https://openalex.org/I86987016"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/doctoralThesis"},{"id":"mag:2180413167","doi":null,"is_oa":false,"landing_page_url":"http://su.diva-portal.org/smash/get/diva2:867936/FULLTEXT01","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:DiVA.org:su-122672","doi":null,"is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-122672","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I86987016","host_organization_name":"KTH Royal Institute of Technology","host_organization_lineage":["https://openalex.org/I86987016"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/doctoralThesis"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8371999859809875,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":107,"referenced_works":["https://openalex.org/W11657076","https://openalex.org/W59137919","https://openalex.org/W184227475","https://openalex.org/W205846015","https://openalex.org/W1500667213","https://openalex.org/W1505999675","https://openalex.org/W1510426010","https://openalex.org/W1517555081","https://openalex.org/W1527311855","https://openalex.org/W1543460201","https://openalex.org/W1554944419","https://openalex.org/W1565527452","https://openalex.org/W1567548236","https://openalex.org/W1570448133","https://openalex.org/W1579303078","https://openalex.org/W1582747462","https://openalex.org/W1588789783","https://openalex.org/W1596290048","https://openalex.org/W1693199222","https://openalex.org/W1714723801","https://openalex.org/W1741321747","https://openalex.org/W1849288288","https://openalex.org/W1869391892","https://openalex.org/W1971268741","https://openalex.org/W1971605653","https://openalex.org/W1976165667","https://openalex.org/W1984799410","https://openalex.org/W1989730355","https://openalex.org/W1990139299","https://openalex.org/W1990791331","https://openalex.org/W1997149866","https://openalex.org/W2000560165","https://openalex.org/W2004014822","https://openalex.org/W2006693698","https://openalex.org/W2014960525","https://openalex.org/W2015401436","https://openalex.org/W2020999234","https://openalex.org/W2030597423","https://openalex.org/W2033640589","https://openalex.org/W2034368206","https://openalex.org/W2034616896","https://openalex.org/W2035246504","https://openalex.org/W2040890757","https://openalex.org/W2042385018","https://openalex.org/W2044758663","https://openalex.org/W2045656233","https://openalex.org/W2056760934","https://openalex.org/W2058815839","https://openalex.org/W2065541466","https://openalex.org/W2080581973","https://openalex.org/W2083875149","https://openalex.org/W2084909427","https://openalex.org/W2084965074","https://openalex.org/W2092990185","https://openalex.org/W2094909653","https://openalex.org/W2097739795","https://openalex.org/W2098417983","https://openalex.org/W2100176599","https://openalex.org/W2101218573","https://openalex.org/W2105531341","https://openalex.org/W2106675691","https://openalex.org/W2109862630","https://openalex.org/W2111628838","https://openalex.org/W2112483442","https://openalex.org/W2113242816","https://openalex.org/W2114696480","https://openalex.org/W2116560236","https://openalex.org/W2117674045","https://openalex.org/W2118759103","https://openalex.org/W2121986789","https://openalex.org/W2122228761","https://openalex.org/W2127840002","https://openalex.org/W2129152140","https://openalex.org/W2136426670","https://openalex.org/W2136451344","https://openalex.org/W2138309709","https://openalex.org/W2138618552","https://openalex.org/W2139122730","https://openalex.org/W2143509207","https://openalex.org/W2146855196","https://openalex.org/W2148603752","https://openalex.org/W2149949617","https://openalex.org/W2151056789","https://openalex.org/W2156750171","https://openalex.org/W2163598528","https://openalex.org/W2165936664","https://openalex.org/W2168020168","https://openalex.org/W2169781650","https://openalex.org/W2169805800","https://openalex.org/W2172189017","https://openalex.org/W2177607909","https://openalex.org/W2290907386","https://openalex.org/W2313348178","https://openalex.org/W2322524800","https://openalex.org/W2324392187","https://openalex.org/W2326462370","https://openalex.org/W2476647140","https://openalex.org/W2498503053","https://openalex.org/W2549349192","https://openalex.org/W2751318774","https://openalex.org/W2764846514","https://openalex.org/W2799061466","https://openalex.org/W2911964244","https://openalex.org/W2975247854","https://openalex.org/W3023287005","https://openalex.org/W4210847921","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W1856541221","https://openalex.org/W3030633468","https://openalex.org/W7078949439","https://openalex.org/W69996952","https://openalex.org/W2774161943","https://openalex.org/W2534423652","https://openalex.org/W6950685935","https://openalex.org/W2094607999","https://openalex.org/W4416292055","https://openalex.org/W4409268098"],"abstract_inverted_index":{"The":[0,21,77,196,242],"health":[1,14,29,40,54,106],"sector":[2],"in":[3,264,297,319],"Mozambique":[4],"is":[5,34,68,82,171,175,245,256],"piled":[6],"with":[7,57],"data,":[8],"holding":[9],"records":[10],"of":[11,23,28,79,127,135,152,156,169,179,203,206,224,232,253,259,262,267,270,308],"major":[12],"public":[13],"diseases,":[15],"such":[16,25],"as":[17,98],"malaria,":[18,271],"cholera,":[19],"etc.":[20],"process":[22],"scrutinizing":[24],"a":[26,218,230,248,294,309],"mass":[27],"data":[30,75,87,107],"for":[31,38,60,140,221,247],"useful":[32,101],"information":[33],"challenging":[35],"but":[36],"essential":[37],"the":[39,66,133,136,150,153,157,166,180,207,222,236,239,257,260,265,268,275,280,285,298,306,316],"authorities":[41],"and":[42,46,63,74,89,112,123,234],"professionals.":[43],"Statistical":[44],"learning":[45],"inferential":[47],"approaches":[48],"can":[49,93,209],"be":[50,94,163,210],"used":[51,95],"to":[52,83,99,108,162,184,293],"provide":[53],"decision":[55,110],"makers":[56],"appropriate":[58],"tools":[59],"disease":[61,158,208],"diagnosis":[62],"assessment,":[64],"where":[65,324],"analysis":[67,151],"performed":[69,190,272],"using":[70,191,217,284],"Bayesian":[71,90,117],"predictive":[72,86,118,187,194,299,317],"techniques":[73],"mining.":[76],"purpose":[78],"this":[80,254],"thesis":[81,255],"investigate":[84],"how":[85],"mining":[88],"regression":[91,193],"methods":[92,119],"effectively,":[96],"so":[97],"extract":[100],"knowledge":[102],"from":[103],"reported":[104,125],"malaria":[105,128],"support":[109,214],"making":[111],"management.":[113],"In":[114],"summary,":[115],"effective":[116,182,200],"based":[120,228],"on":[121,229],"spatial":[122],"space-time":[124,154],"cases":[126,205],"have":[129,159],"been":[130,160,303],"derived,":[131],"allowing":[132],"extraction":[134],"main":[137],"risk":[138],"factors":[139],"malaria.":[141],"Predictive":[142],"models":[143,188,318],"that":[144,199],"combine":[145],"consecutive":[146],"temporal":[147],"connections":[148],"within":[149],"variations":[155],"found":[161],"relevant":[164],"when":[165],"explicit":[167],"modeling":[168],"seasonality":[170],"not":[172],"required":[173],"or":[174],"even":[176],"unfeasible.":[177],"Investigation":[178],"most":[181],"ways":[183],"derive":[185],"numerical":[186,201],"was":[189],"several":[192],"methods.":[195],"conclusions":[197],"are":[198],"prediction":[202,266],"new":[204],"achieved":[211],"by":[212,273,305],"training":[213,226],"vector":[215],"machines":[216],"time-window":[219],"approach":[220],"choice":[223],"different":[225,320],"sets":[227],"number":[231],"years":[233],"reducing":[235],"time":[237],"towards":[238],"test":[240,286],"set.":[241,287],"best":[243],"performance":[244],"obtained":[246,304],"smaller":[249],"time-window.":[250],"Another":[251],"contribution":[252,291],"determining":[258],"importance":[261],"predictors":[263],"incidence":[269],"adopting":[274],"permutation":[276],"accuracy":[277],"strategy":[278],"(from":[279],"random":[281],"forests":[282],"method)":[283],"Also,":[288],"an":[289],"additional":[290],"relates":[292],"significant":[295],"reduction":[296],"error,":[300],"which":[301],"has":[302],"employment":[307],"sample":[310],"correction":[311],"bias":[312],"strategy,":[313],"while":[314],"testing":[315],"regions,":[321],"other":[322],"than":[323],"they":[325],"were":[326],"initially":[327],"developed.":[328]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
