{"id":"https://openalex.org/W2183996401","doi":"https://doi.org/10.1007/s10916-015-0379-z","title":"Improvement of the Prediction of Drugs Demand Using Spatial Data Mining Tools","display_name":"Improvement of the Prediction of Drugs Demand Using Spatial Data Mining Tools","publication_year":2015,"publication_date":"2015-10-29","ids":{"openalex":"https://openalex.org/W2183996401","doi":"https://doi.org/10.1007/s10916-015-0379-z","mag":"2183996401","pmid":"https://pubmed.ncbi.nlm.nih.gov/26573643"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-015-0379-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-015-0379-z","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5025136272","display_name":"M. Isabel Ramos","orcid":"https://orcid.org/0000-0002-3006-4166"},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"M. Isabel Ramos","raw_affiliation_strings":["Department of Cartography, Geodesy and Photogrammetry Engineering, University of Jaen, Jaen, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cartography, Geodesy and Photogrammetry Engineering, University of Jaen, Jaen, Spain","institution_ids":["https://openalex.org/I191420491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039940511","display_name":"Juan Jos\u00e9 Cubillas","orcid":"https://orcid.org/0000-0002-5138-8872"},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan Jos\u00e9 Cubillas","raw_affiliation_strings":["Department of Computer Science, TIC-144 Andalusian Research Plan (PAI), University of Jaen, Jaen, Spain. jjcubillas@indra.es","Department of Computer Science, TIC-144 Andalusian Research Plan (PAI), University of Jaen, Jaen, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, TIC-144 Andalusian Research Plan (PAI), University of Jaen, Jaen, Spain. jjcubillas@indra.es","institution_ids":["https://openalex.org/I191420491"]},{"raw_affiliation_string":"Department of Computer Science, TIC-144 Andalusian Research Plan (PAI), University of Jaen, Jaen, Spain","institution_ids":["https://openalex.org/I191420491"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025098926","display_name":"Francisco R. Feito","orcid":"https://orcid.org/0000-0001-8230-6529"},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco R. Feito","raw_affiliation_strings":["Department of Computer Science, University of Jaen, Jaen, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Jaen, Jaen, Spain","institution_ids":["https://openalex.org/I191420491"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5039940511"],"corresponding_institution_ids":["https://openalex.org/I191420491"],"apc_list":{"value":4390,"currency":"USD","value_usd":4390},"apc_paid":null,"fwci":0.9849,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.80353741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"40","issue":"1","first_page":"6","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.8677999973297119,"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/T10866","display_name":"Nutritional Studies and Diet","score":0.8677999973297119,"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":0.835099995136261,"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/T10144","display_name":"Blood Pressure and Hypertension Studies","score":0.807200014591217,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/pharmacy","display_name":"Pharmacy","score":0.5441715121269226},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5331456065177917},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5176435112953186},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.5174206495285034},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4728451371192932},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.42765629291534424},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3422462046146393},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2831075191497803},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2751704454421997},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.12602663040161133},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11386704444885254}],"concepts":[{"id":"https://openalex.org/C104863432","wikidata":"https://www.wikidata.org/wiki/Q614304","display_name":"Pharmacy","level":2,"score":0.5441715121269226},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5331456065177917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5176435112953186},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.5174206495285034},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4728451371192932},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.42765629291534424},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3422462046146393},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2831075191497803},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2751704454421997},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.12602663040161133},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11386704444885254},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000420","descriptor_name":"Albuterol","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D000420","descriptor_name":"Albuterol","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D000420","descriptor_name":"Albuterol","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D001993","descriptor_name":"Bronchodilator Agents","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D001993","descriptor_name":"Bronchodilator Agents","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D001993","descriptor_name":"Bronchodilator Agents","qualifier_ui":"Q000600","qualifier_name":"supply & distribution","is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002675","descriptor_name":"Child, Preschool","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007223","descriptor_name":"Infant","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007223","descriptor_name":"Infant","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007223","descriptor_name":"Infant","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014887","descriptor_name":"Weather","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014887","descriptor_name":"Weather","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014887","descriptor_name":"Weather","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055553","descriptor_name":"Prescription Drugs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055553","descriptor_name":"Prescription Drugs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055553","descriptor_name":"Prescription Drugs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1007/s10916-015-0379-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-015-0379-z","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:26573643","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26573643","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of medical systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1563088657","https://openalex.org/W1573613494","https://openalex.org/W1601740268","https://openalex.org/W1968450808","https://openalex.org/W1973628995","https://openalex.org/W1990746233","https://openalex.org/W1991346313","https://openalex.org/W1991842821","https://openalex.org/W2002645597","https://openalex.org/W2007845192","https://openalex.org/W2037931255","https://openalex.org/W2045616259","https://openalex.org/W2059297378","https://openalex.org/W2060957083","https://openalex.org/W2068580389","https://openalex.org/W2087571430","https://openalex.org/W2090378144","https://openalex.org/W2106951123","https://openalex.org/W2132605206","https://openalex.org/W2132996843","https://openalex.org/W2144718155","https://openalex.org/W2152451389","https://openalex.org/W2155988679","https://openalex.org/W2165587907","https://openalex.org/W2168772307","https://openalex.org/W2240335858","https://openalex.org/W2329094530","https://openalex.org/W2461512675","https://openalex.org/W2488433815","https://openalex.org/W2541135516","https://openalex.org/W4206495155","https://openalex.org/W4300918092","https://openalex.org/W4301049225","https://openalex.org/W4302853952"],"related_works":["https://openalex.org/W4285744524","https://openalex.org/W2168506491","https://openalex.org/W2092466058","https://openalex.org/W3217520525","https://openalex.org/W2767064241","https://openalex.org/W2069062969","https://openalex.org/W428834070","https://openalex.org/W2997248193","https://openalex.org/W3198973851","https://openalex.org/W1772676042"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
