{"id":"https://openalex.org/W2010929933","doi":"https://doi.org/10.1186/1472-6947-9-28","title":"Using data mining techniques to explore physicians' therapeutic decisions when clinical guidelines do not provide recommendations: methods and example for type 2 diabetes","display_name":"Using data mining techniques to explore physicians' therapeutic decisions when clinical guidelines do not provide recommendations: methods and example for type 2 diabetes","publication_year":2009,"publication_date":"2009-06-10","ids":{"openalex":"https://openalex.org/W2010929933","doi":"https://doi.org/10.1186/1472-6947-9-28","mag":"2010929933","pmid":"https://pubmed.ncbi.nlm.nih.gov/19515252"},"language":"en","primary_location":{"id":"doi:10.1186/1472-6947-9-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-9-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-9-28","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-9-28","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003251056","display_name":"Massoud Toussi","orcid":"https://orcid.org/0000-0001-6780-0676"},"institutions":[{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Massoud Toussi","raw_affiliation_strings":["UFR SMBH, Universit\u00e9 Paris, Bobigny, France. massoudtoussi@gmail.com","Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFR SMBH, Universit\u00e9 Paris, Bobigny, France. massoudtoussi@gmail.com","institution_ids":["https://openalex.org/I204730241"]},{"raw_affiliation_string":"Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France","institution_ids":["https://openalex.org/I4210091279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022433434","display_name":"Jean-Baptiste Lamy","orcid":"https://orcid.org/0000-0002-5477-180X"},"institutions":[{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Baptiste Lamy","raw_affiliation_strings":["Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France","institution_ids":["https://openalex.org/I4210091279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043229126","display_name":"Philippe Le Toumelin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129146","display_name":"H\u00f4pital Avicenne","ror":"https://ror.org/03n6vs369","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210129146"]},{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210145195","display_name":"Institut th\u00e9matique Sant\u00e9 Publique","ror":"https://ror.org/04wbsq162","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210145195"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Philippe Le Toumelin","raw_affiliation_strings":["D\u00e9partement Inter-hospitalier de Sant\u00e9 publique, H\u00f4pital Avicenne, Assistance publique-H\u00f4pitaux de Paris, Universit\u00e9 Paris 13, Bobigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"D\u00e9partement Inter-hospitalier de Sant\u00e9 publique, H\u00f4pital Avicenne, Assistance publique-H\u00f4pitaux de Paris, Universit\u00e9 Paris 13, Bobigny, France","institution_ids":["https://openalex.org/I4210129146","https://openalex.org/I4210091279","https://openalex.org/I4210145195"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023181692","display_name":"Alain Venot","orcid":"https://orcid.org/0000-0002-6842-2512"},"institutions":[{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210129146","display_name":"H\u00f4pital Avicenne","ror":"https://ror.org/03n6vs369","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210129146"]},{"id":"https://openalex.org/I4210145195","display_name":"Institut th\u00e9matique Sant\u00e9 Publique","ror":"https://ror.org/04wbsq162","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210145195"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alain Venot","raw_affiliation_strings":["D\u00e9partement Inter-hospitalier de Sant\u00e9 publique, H\u00f4pital Avicenne, Assistance publique-H\u00f4pitaux de Paris, Universit\u00e9 Paris 13, Bobigny, France","Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"D\u00e9partement Inter-hospitalier de Sant\u00e9 publique, H\u00f4pital Avicenne, Assistance publique-H\u00f4pitaux de Paris, Universit\u00e9 Paris 13, Bobigny, France","institution_ids":["https://openalex.org/I4210129146","https://openalex.org/I4210091279","https://openalex.org/I4210145195"]},{"raw_affiliation_string":"Laboratoire d'Informatique M\u00e9dicale et Bioinformatique (LIM&BIO EA 3969), UFR SMBH, Universit\u00e9 Paris 13, Bobigny, France","institution_ids":["https://openalex.org/I4210091279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003251056"],"corresponding_institution_ids":["https://openalex.org/I204730241","https://openalex.org/I4210091279"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":4.3915,"has_fulltext":true,"cited_by_count":65,"citation_normalized_percentile":{"value":0.93427575,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"9","issue":"1","first_page":"28","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12664","display_name":"Clinical practice guidelines implementation","score":0.6419000029563904,"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/T12664","display_name":"Clinical practice guidelines implementation","score":0.6419000029563904,"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/T10350","display_name":"Electronic Health Records Systems","score":0.10400000214576721,"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":0.09650000184774399,"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/medical-prescription","display_name":"Medical prescription","score":0.625495970249176},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5778129696846008},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5349677205085754},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.5015640258789062},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.4902816116809845},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.470132440328598},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.43721985816955566},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3524152934551239},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34708982706069946},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1707839071750641},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10114207863807678},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.08572414517402649}],"concepts":[{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.625495970249176},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5778129696846008},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5349677205085754},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.5015640258789062},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.4902816116809845},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.470132440328598},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.43721985816955566},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3524152934551239},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34708982706069946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1707839071750641},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10114207863807678},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.08572414517402649},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003131","descriptor_name":"Combined Modality Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003131","descriptor_name":"Combined Modality Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003131","descriptor_name":"Combined Modality Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004359","descriptor_name":"Drug Therapy, Combination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006442","descriptor_name":"Glycated Hemoglobin","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D006442","descriptor_name":"Glycated Hemoglobin","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D006442","descriptor_name":"Glycated Hemoglobin","qualifier_ui":"Q000032","qualifier_name":"analysis","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":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","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":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016347","descriptor_name":"Medical Records Systems, Computerized","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016347","descriptor_name":"Medical Records Systems, Computerized","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016347","descriptor_name":"Medical Records Systems, Computerized","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D017410","descriptor_name":"Practice Guidelines as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017410","descriptor_name":"Practice Guidelines as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017410","descriptor_name":"Practice Guidelines as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019317","descriptor_name":"Evidence-Based Medicine","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D019317","descriptor_name":"Evidence-Based Medicine","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D019317","descriptor_name":"Evidence-Based Medicine","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/1472-6947-9-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-9-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-9-28","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:19515252","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19515252","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:35e0f9fb49d8401ab26601757204ead1","is_oa":true,"landing_page_url":"https://doaj.org/article/35e0f9fb49d8401ab26601757204ead1","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 9, Iss 1, p 28 (2009)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:2700100","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/2700100","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1472-6947-9-28","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1472-6947-9-28","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/1472-6947-9-28","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2010929933.pdf","grobid_xml":"https://content.openalex.org/works/W2010929933.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W56474521","https://openalex.org/W103202430","https://openalex.org/W129383413","https://openalex.org/W202007523","https://openalex.org/W1500756490","https://openalex.org/W1551627600","https://openalex.org/W1570856740","https://openalex.org/W1580312531","https://openalex.org/W1876621266","https://openalex.org/W1989917464","https://openalex.org/W2003535046","https://openalex.org/W2024814039","https://openalex.org/W2034054918","https://openalex.org/W2086258072","https://openalex.org/W2104819660","https://openalex.org/W2117909411","https://openalex.org/W2128908119","https://openalex.org/W2132996843","https://openalex.org/W2163302807","https://openalex.org/W2274692630","https://openalex.org/W2464632456","https://openalex.org/W2966207845","https://openalex.org/W4300341216"],"related_works":["https://openalex.org/W2361820086","https://openalex.org/W2368224867","https://openalex.org/W3029903131","https://openalex.org/W2341334583","https://openalex.org/W4388487825","https://openalex.org/W2385685139","https://openalex.org/W2358949696","https://openalex.org/W3111030087","https://openalex.org/W3032266754","https://openalex.org/W2038092528"],"abstract_inverted_index":{"BACKGROUND:":[0],"Clinical":[1],"guidelines":[2,18,39,75,96,181,283,300],"carry":[3],"medical":[4],"evidence":[5,12],"to":[6,50,83,106,179,186,268],"the":[7,63,72,77,95,149,153,157,160,166,173,180,196,209,212,220,223,230,233,239,249,269,273,297,347],"point":[8],"of":[9,65,79,113,123,132,146,148,155,168,198,201,211,214,222,226,232,251,272,299,330,346],"practice.":[10,29],"As":[11],"is":[13],"not":[14,20,89,98],"always":[15],"available,":[16],"many":[17],"do":[19,97],"provide":[21,99],"recommendations":[22,284],"for":[23,34,41,76,93,130,143,257,281,317],"all":[24],"clinical":[25,85,108,331],"situations":[26],"encountered":[27],"in":[28,38,62,182,342],"We":[30,55,70,101,126,140,171,191],"propose":[31],"an":[32,60,314],"approach":[33],"identifying":[35],"knowledge":[36,53],"gaps":[37],"and":[40,165,216,238],"exploring":[42],"physicians'":[43,128,290],"therapeutic":[44,150,321],"decisions":[45,322],"with":[46,176,265,285,323],"data":[47],"mining":[48],"techniques":[49],"fill":[51],"these":[52,133,258],"gaps.":[54],"demonstrate":[56],"our":[57],"method":[58,277],"by":[59,326],"example":[61,334],"domain":[64],"type":[66,80,114,154,213],"2":[67,81,115],"diabetes.":[68],"METHODS:":[69],"analyzed":[71],"French":[73],"national":[74],"management":[78],"diabetes":[82],"identify":[84],"conditions":[86],"that":[87,338],"are":[88],"covered":[90],"or":[91],"those":[92,177,266,324],"which":[94],"recommendations.":[100],"extracted":[102,192,261],"patient":[103,203,252],"records":[104,253],"corresponding":[105],"each":[107,131,169,227],"condition":[109],"from":[110,195,289,305],"a":[111,183,199,245,302,319,327],"database":[112,200],"diabetic":[116],"patients":[117],"treated":[118],"at":[119],"Avicenne":[120],"University":[121],"Hospital":[122],"Bobigny,":[124],"France.":[125],"explored":[127],"prescriptions":[129],"profiles":[134],"using":[135],"C5.0":[136],"decision-tree":[137],"learning":[138],"algorithm.":[139],"developed":[141],"decision-trees":[142],"different":[144],"levels":[145],"detail":[147],"decision,":[151],"namely":[152],"treatment,":[156],"pharmaco-therapeutic":[158,224],"class,":[159],"international":[161,234],"non":[162,235],"proprietary":[163,236],"name,":[164],"dose":[167],"medication.":[170],"compared":[172],"rules":[174,194,206,218,247,262,286],"generated":[175],"added":[178,267],"newer":[184,270],"version,":[185],"examine":[187],"their":[188],"similarity.":[189],"RESULTS:":[190],"27":[193],"analysis":[197],"463":[202],"records.":[204],"Eleven":[205],"were":[207],"about":[208,219],"choice":[210,221,231],"treatment":[215],"thirteen":[217],"class":[225],"drug.":[228],"For":[229],"name":[237],"dose,":[240],"we":[241,335],"could":[242,293],"extract":[243],"only":[244],"few":[246],"because":[248],"number":[250],"was":[254,341],"too":[255],"low":[256],"factors.":[259],"The":[260,333],"showed":[263,278,337],"similarities":[264],"version":[271],"guidelines.":[274,332],"CONCLUSION:":[275],"Our":[276],"its":[279],"usefulness":[280],"completing":[282],"learnt":[287],"automatically":[288],"prescriptions.":[291],"It":[292,308],"be":[294,311],"used":[295,312],"during":[296],"development":[298],"as":[301,313],"complementary":[303],"source":[304],"practice-based":[306],"knowledge.":[307],"can":[309],"also":[310],"evaluation":[315],"tool":[316],"comparing":[318],"physician's":[320],"recommended":[325],"given":[328],"set":[329],"described":[336],"physician":[339],"practice":[340],"some":[343],"ways":[344],"ahead":[345],"guideline.":[348]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":5}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}