{"id":"https://openalex.org/W1997248429","doi":"https://doi.org/10.13172/2053-2636-1-2-1109","title":"Diffusion of innovation in systematic review methodology: Why is study selection not yet assisted by automation?","display_name":"Diffusion of innovation in systematic review methodology: Why is study selection not yet assisted by automation?","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W1997248429","doi":"https://doi.org/10.13172/2053-2636-1-2-1109","mag":"1997248429"},"language":"en","primary_location":{"id":"doi:10.13172/2053-2636-1-2-1109","doi":"https://doi.org/10.13172/2053-2636-1-2-1109","is_oa":true,"landing_page_url":"https://doi.org/10.13172/2053-2636-1-2-1109","pdf_url":null,"source":{"id":"https://openalex.org/S4210218076","display_name":"OA Evidence-Based Medicine","issn_l":"2053-2636","issn":["2053-2636"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"OA Evidence-Based Medicine","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.13172/2053-2636-1-2-1109","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110420176","display_name":"JM Thomas","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"JM Thomas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5110420176"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6488,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.87226387,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"1","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10206","display_name":"Meta-analysis and systematic reviews","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10206","display_name":"Meta-analysis and systematic reviews","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T10102","display_name":"scientometrics and bibliometrics research","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/3309","display_name":"Library and Information Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/diffusion-of-innovations","display_name":"diffusion of innovations","score":0.8080000281333923},{"id":"https://openalex.org/keywords/study-selection","display_name":"study selection","score":0.9129999876022339},{"id":"https://openalex.org/keywords/title-and-abstract-screening","display_name":"title and abstract screening","score":0.7160000205039978},{"id":"https://openalex.org/keywords/technology-adoption","display_name":"technology adoption","score":0.5389999747276306},{"id":"https://openalex.org/keywords/relative-advantage","display_name":"relative advantage","score":0.7850000262260437},{"id":"https://openalex.org/keywords/compatibility","display_name":"compatibility","score":0.8970000147819519},{"id":"https://openalex.org/keywords/trialability","display_name":"trialability","score":0.9789999723434448},{"id":"https://openalex.org/keywords/observability","display_name":"observability","score":0.9670000076293945},{"id":"https://openalex.org/keywords/complexity","display_name":"complexity","score":0.47999998927116394},{"id":"https://openalex.org/keywords/publication-bias","display_name":"publication bias","score":0.7609999775886536},{"id":"https://openalex.org/keywords/systematic-literature-search","display_name":"systematic search","score":0.5120000243186951},{"id":"https://openalex.org/keywords/data-deluge","display_name":"data deluge","score":0.7870000004768372}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6607773900032043},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6000356674194336},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.581195592880249},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.4251609444618225},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38389143347740173},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3747784495353699},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37109458446502686},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3197151720523834},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26243627071380615},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17118889093399048},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.08056843280792236},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0738588273525238},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.13172/2053-2636-1-2-1109","doi":"https://doi.org/10.13172/2053-2636-1-2-1109","is_oa":true,"landing_page_url":"https://doi.org/10.13172/2053-2636-1-2-1109","pdf_url":null,"source":{"id":"https://openalex.org/S4210218076","display_name":"OA Evidence-Based Medicine","issn_l":"2053-2636","issn":["2053-2636"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"OA Evidence-Based Medicine","raw_type":"journal-article"},{"id":"mag:2187978956","doi":null,"is_oa":false,"landing_page_url":"http://www.oapublishinglondon.com/images/article/pdf/1411781001.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":"doi:10.13172/2053-2636-1-2-1109","doi":"https://doi.org/10.13172/2053-2636-1-2-1109","is_oa":true,"landing_page_url":"https://doi.org/10.13172/2053-2636-1-2-1109","pdf_url":null,"source":{"id":"https://openalex.org/S4210218076","display_name":"OA Evidence-Based Medicine","issn_l":"2053-2636","issn":["2053-2636"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"OA Evidence-Based Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G5257038696","display_name":"Identifying relevant studies for systematic reviews and health technology assessments using text mining","funder_award_id":"MR/J005037/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W168362576","https://openalex.org/W1574624044","https://openalex.org/W1576855214","https://openalex.org/W1977535059","https://openalex.org/W1988790080","https://openalex.org/W1990513740","https://openalex.org/W2006585276","https://openalex.org/W2026981750","https://openalex.org/W2043566294","https://openalex.org/W2099883114","https://openalex.org/W2122423682","https://openalex.org/W2129453959","https://openalex.org/W2146668368","https://openalex.org/W2183168769","https://openalex.org/W2293597779","https://openalex.org/W2806703257"],"related_works":["https://openalex.org/W2187978956","https://openalex.org/W6998478692","https://openalex.org/W2905431510","https://openalex.org/W6903934713","https://openalex.org/W2953029151","https://openalex.org/W3178695691","https://openalex.org/W6887723026","https://openalex.org/W2961191798","https://openalex.org/W2952369760","https://openalex.org/W4400421957"],"abstract_inverted_index":{"Introduction":[0],"Systematic":[1],"reviews,":[2],"the":[3,75,84,161,172,213,267,286],"foundation":[4],"of":[5,23,58,70,86,88,114,163,174,180,215,269,288],"much":[6],"Evidence-Based":[7],"medicine,":[8],"are":[9,169,199,203,223,263],"suffering":[10],"from":[11],"increasing":[12],"\u2018data":[13],"deluge\u2019:":[14],"reviewers":[15,228,245,271],"often":[16],"need":[17],"to":[18,27,66,79,149,206,209,229,252,282,294],"manually":[19],"assess":[20],"many":[21],"thousands":[22],"titles":[24],"and":[25,99,101,142,155,186,208,221,238,249,261,272],"abstracts":[26],"determine":[28],"their":[29,145,273],"relevance.":[30],"Automation":[31],"has":[32,116],"been":[33,117],"advanced":[34],"as":[35,92,137],"a":[36,183,257,279],"potential":[37],"solution;":[38],"but":[39],"given":[40],"that":[41],"its":[42],"efficacy":[43],"was":[44],"first":[45],"demonstrated":[46,118],"in":[47,122,126,284],"2006,":[48],"why":[49,71],"is":[50,64,190,219,241],"it":[51],"not":[52],"yet":[53,148],"widely":[54],"used?":[55],"The":[56,111,196,201],"Diffusion":[57],"Innovations":[59],"framework":[60],"by":[61],"EM":[62],"Rogers":[63],"used":[65],"structure":[67],"an":[68],"exploration":[69],"this":[72],"might":[73],"be":[74,105,150],"case.":[76],"Discussion":[77],"According":[78],"Rogers,":[80],"five":[81],"characteristics":[82],"affect":[83],"rate":[85],"adoption":[87],"innovations:":[89],"those":[90],"perceived":[91],"having":[93],"greater":[94],"relative":[95,112,259],"advantage,":[96],"compatibility,":[97],"trialability":[98,214],"observability,":[100],"less":[102],"complexity,":[103],"will":[104],"adopted":[106],"more":[107,131],"rapidly":[108],"than":[109,130],"others.":[110],"advantage":[113,260],"automation":[115,175],"empirically,":[119],"though":[120],"usually":[121],"narrowly":[123],"focused":[124],"reviews":[125],"clinical":[127],"areas,":[128],"rather":[129],"challenging":[132],"areas":[133],"for":[134,144,227],"automation,":[135],"such":[136],"public":[138],"health.":[139],"Detailed":[140],"methods":[141],"procedures":[143],"use":[146,173],"have":[147,256,278],"established,":[151],"addressing":[152,285],"transparency,":[153],"replicability":[154],"reporting":[156],"practices.":[157],"While":[158],"issues":[159],"concerning":[160],"compatibility":[162],"new":[164,289],"technology":[165],"with":[166,247,266],"existing":[167],"infrastructure":[168],"probably":[170],"surmountable,":[171],"may":[176,277],"challenge":[177],"contemporary":[178],"notions":[179],"what":[181],"constitutes":[182],"systematic":[184,244,270,296],"search":[185,194],"how":[187],"publication":[188],"bias":[189],"addressed":[191],"using":[192,232],"sensitive":[193],"techniques.":[195],"remaining":[197],"factors":[198],"interrelated.":[200],"technologies":[202],"complex,":[204],"both":[205],"understand":[207],"deploy.":[210],"This":[211],"affects":[212],"automation:":[216],"technical":[217,237],"expertise":[218],"required":[220],"there":[222],"thus":[224],"few":[225],"opportunities":[226],"observe":[230],"others":[231],"these":[233],"technologies.":[234],"Conclusion":[235],"Further":[236],"empirical":[239],"work":[240,246,276],"needed":[242],"where":[243],"information":[248],"computer":[250],"scientists":[251],"develop":[253],"solutions":[254],"which":[255,262,292],"demonstrative":[258],"clearly":[264],"compatible":[265],"needs":[268],"users.":[274],"Such":[275],"significant":[280],"role":[281],"play":[283],"deluge":[287],"research":[290],"publications":[291],"threaten":[293],"overwhelm":[295],"review":[297],"processes.":[298]},"counts_by_year":[{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":5}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2016-06-24T00:00:00"}
