{"id":"https://openalex.org/W2985591740","doi":"https://doi.org/10.1093/jamia/ocz202","title":"The science of informatics and predictive analytics","display_name":"The science of informatics and predictive analytics","publication_year":2019,"publication_date":"2019-11-14","ids":{"openalex":"https://openalex.org/W2985591740","doi":"https://doi.org/10.1093/jamia/ocz202","mag":"2985591740","pmid":"https://pubmed.ncbi.nlm.nih.gov/31730703"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocz202","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz202","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"editorial","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647169","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040777053","display_name":"Leslie Lenert","orcid":"https://orcid.org/0000-0002-9680-5094"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Leslie Lenert","raw_affiliation_strings":["Institution of Medical University of South Carolina, Charleston, SC"],"affiliations":[{"raw_affiliation_string":"Institution of Medical University of South Carolina, Charleston, SC","institution_ids":["https://openalex.org/I153297377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5040777053"],"corresponding_institution_ids":["https://openalex.org/I153297377"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":1.28000339,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83599849,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"26","issue":"12","first_page":"1425","last_page":"1426"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.9401000142097473,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9380000233650208,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7227743864059448},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.7131448984146118},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7098736763000488},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.7020275592803955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6349269151687622},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5668380260467529},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4914029836654663},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.43379196524620056},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4327498972415924},{"id":"https://openalex.org/keywords/materials-informatics","display_name":"Materials informatics","score":0.4243290424346924},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.41818031668663025},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.328485906124115},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.32534071803092957},{"id":"https://openalex.org/keywords/engineering-informatics","display_name":"Engineering informatics","score":0.18548595905303955},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.15623459219932556},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1313507854938507},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10257038474082947}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7227743864059448},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.7131448984146118},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7098736763000488},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.7020275592803955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6349269151687622},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5668380260467529},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4914029836654663},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.43379196524620056},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4327498972415924},{"id":"https://openalex.org/C62085286","wikidata":"https://www.wikidata.org/wiki/Q6786605","display_name":"Materials informatics","level":5,"score":0.4243290424346924},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.41818031668663025},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.328485906124115},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.32534071803092957},{"id":"https://openalex.org/C158518442","wikidata":"https://www.wikidata.org/wiki/Q2843902","display_name":"Engineering informatics","level":4,"score":0.18548595905303955},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.15623459219932556},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1313507854938507},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10257038474082947},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocz202","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz202","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:31730703","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31730703","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 the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7647169","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647169","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7647169","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647169","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2127856078","https://openalex.org/W2395172628","https://openalex.org/W2951484576","https://openalex.org/W2965782433","https://openalex.org/W2967329333","https://openalex.org/W2972207715","https://openalex.org/W2974408919"],"related_works":["https://openalex.org/W4375957285","https://openalex.org/W4206469383","https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W4376271842","https://openalex.org/W3123055770","https://openalex.org/W1495820741","https://openalex.org/W2044191049","https://openalex.org/W144526594","https://openalex.org/W2559498555"],"abstract_inverted_index":{"As":[0],"an":[1],"interdisciplinary":[2],"technologically":[3],"driven":[4],"field,":[5],"the":[6,19,38,77,93,104,120,130,151],"science":[7,39],"of":[8,16,18,29,37,40,76,95,106,147],"informatics":[9,87],"is":[10,79,124],"rapidly":[11],"evolving.":[12],"In":[13],"this":[14],"issue":[15],"Journal":[17],"American":[20],"Medical":[21],"Informatics":[22],"Association,":[23],"we":[24],"bring":[25],"together":[26],"a":[27,83,140],"series":[28],"articles":[30,44],"and":[31,53,68,89,109,143],"commentaries":[32],"that":[33,49],"describe":[34,45],"various":[35],"aspects":[36],"predictive":[41,98,153],"modeling.":[42],"These":[43],"work":[46],"to":[47,62,80,118,126,136],"ensure":[48],"models":[50,96,138],"are":[51],"useful":[52],"valid":[54],"on":[55,103,116],"release":[56],"and,":[57],"perhaps":[58],"more":[59],"importantly,":[60],"continue":[61],"be":[63,114],"so":[64],"as":[65],"clinical":[66],"processes":[67],"patient":[69],"populations":[70],"evolve":[71],"over":[72],"time.":[73],"The":[74],"upshot":[75],"collection":[78],"point":[81],"out":[82],"new":[84],"direction":[85],"for":[86,97],"research":[88],"policy":[90],"advocacy":[91],"in":[92,139],"development":[94],"analytics.":[99],"Rather":[100],"than":[101],"focus":[102],"mechanics":[105],"model":[107,131],"building":[108],"validation,":[110],"scientists":[111],"should":[112],"now":[113],"focused":[115],"how":[117,135],"document":[119],"model,1":[121],"when":[122],"it":[123],"likely":[125],"yield":[127],"benefits,2":[128],"what":[129],"life":[132],"cycle":[133],"is,3":[134],"maintain":[137],"sustainable":[141],"way,4":[142],"even":[144],"which":[145],"types":[146],"health":[148],"care":[149],"offer":[150],"optimal":[152],"performance.5":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}