{"id":"https://openalex.org/W4396229368","doi":"https://doi.org/10.3233/shti240038","title":"Quality and Effectiveness of AI Tools for Students and Researchers for Scientific Literature Review and Analysis","display_name":"Quality and Effectiveness of AI Tools for Students and Researchers for Scientific Literature Review and Analysis","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4396229368","doi":"https://doi.org/10.3233/shti240038","pmid":"https://pubmed.ncbi.nlm.nih.gov/38682531"},"language":"en","primary_location":{"id":"doi:10.3233/shti240038","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240038","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti240038","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5095931880","display_name":"Martin Danler","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114246","display_name":"UMIT - Private Universit\u00e4t f\u00fcr Gesundheitswissenschaften, Medizinische Informatik und Technik","ror":"https://ror.org/02d0kps43","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210114246"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Martin Danler","raw_affiliation_strings":["Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria","institution_ids":["https://openalex.org/I4210114246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042923403","display_name":"Werner O. Hackl","orcid":"https://orcid.org/0000-0002-2688-3396"},"institutions":[{"id":"https://openalex.org/I4210114246","display_name":"UMIT - Private Universit\u00e4t f\u00fcr Gesundheitswissenschaften, Medizinische Informatik und Technik","ror":"https://ror.org/02d0kps43","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210114246"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Werner O. Hackl","raw_affiliation_strings":["Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria","institution_ids":["https://openalex.org/I4210114246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044116629","display_name":"Sabrina Neururer","orcid":"https://orcid.org/0000-0003-3827-4376"},"institutions":[{"id":"https://openalex.org/I4210114246","display_name":"UMIT - Private Universit\u00e4t f\u00fcr Gesundheitswissenschaften, Medizinische Informatik und Technik","ror":"https://ror.org/02d0kps43","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210114246"]},{"id":"https://openalex.org/I4210121717","display_name":"Tirol Kliniken","ror":"https://ror.org/028ze1052","country_code":"AT","type":"healthcare","lineage":["https://openalex.org/I4210121717"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sabrina B. Neururer","raw_affiliation_strings":["Department of Clinical Epidemiology, Tyrolean Federal Institute for Integrated Care, Tirol Kliniken GmbH, Innsbruck, Austria","Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Epidemiology, Tyrolean Federal Institute for Integrated Care, Tirol Kliniken GmbH, Innsbruck, Austria","institution_ids":["https://openalex.org/I4210121717"]},{"raw_affiliation_string":"Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria","institution_ids":["https://openalex.org/I4210114246"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074776782","display_name":"Bernhard Pfeifer","orcid":"https://orcid.org/0000-0003-1507-1015"},"institutions":[{"id":"https://openalex.org/I4210114246","display_name":"UMIT - Private Universit\u00e4t f\u00fcr Gesundheitswissenschaften, Medizinische Informatik und Technik","ror":"https://ror.org/02d0kps43","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210114246"]},{"id":"https://openalex.org/I4210121717","display_name":"Tirol Kliniken","ror":"https://ror.org/028ze1052","country_code":"AT","type":"healthcare","lineage":["https://openalex.org/I4210121717"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Bernhard Pfeifer","raw_affiliation_strings":["Department of Clinical Epidemiology, Tyrolean Federal Institute for Integrated Care, Tirol Kliniken GmbH, Innsbruck, Austria","Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Epidemiology, Tyrolean Federal Institute for Integrated Care, Tirol Kliniken GmbH, Innsbruck, Austria","institution_ids":["https://openalex.org/I4210121717"]},{"raw_affiliation_string":"Division for Digital Medicine and Telehealth, UMIT TIROL - Private University for Health Sciences and Health Technology, Hall in Tirol, Austria","institution_ids":["https://openalex.org/I4210114246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.4976,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.991285,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"313","issue":null,"first_page":"203","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9746000170707703,"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":0.9746000170707703,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9433000087738037,"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/transparency","display_name":"Transparency (behavior)","score":0.7244013547897339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6398890018463135},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6237871646881104},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5746598243713379},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5633193254470825},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.41564080119132996},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16608867049217224},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14149409532546997}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.7244013547897339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6398890018463135},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6237871646881104},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5746598243713379},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5633193254470825},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.41564080119132996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16608867049217224},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14149409532546997},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti240038","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240038","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:38682531","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38682531","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti240038","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti240038","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4382930947","https://openalex.org/W3081288631","https://openalex.org/W3152382318","https://openalex.org/W3004686567","https://openalex.org/W2738656338","https://openalex.org/W2603787370","https://openalex.org/W2555400967","https://openalex.org/W3214759741","https://openalex.org/W3174876210","https://openalex.org/W3126697728"],"abstract_inverted_index":{"This":[0,94,139],"study":[1,72,140],"scrutinizes":[2],"free":[3],"AI":[4,30,81,110,124],"tools":[5,31,50,62,82,88,103,111,163],"tailored":[6],"for":[7,112],"supporting":[8],"literature":[9],"review":[10],"and":[11,32,37,54,83,104,132,158],"analysis":[12],"in":[13,68,149,164],"academic":[14,150,165],"research,":[15,151],"emphasizing":[16,152],"their":[17,34],"response":[18,46,137],"to":[19,142],"direct":[20,91],"inquiries.":[21],"Through":[22],"a":[23,43,64,143],"targeted":[24],"keyword":[25],"search,":[26],"we":[27],"cataloged":[28],"relevant":[29],"evaluated":[33],"output":[35],"variation":[36],"source":[38,69],"validity.":[39],"Our":[40,71],"results":[41],"reveal":[42],"spectrum":[44],"of":[45,66,79,101,107,122,129,146,155,161],"qualities,":[47],"with":[48],"some":[49],"integrating":[51],"non-academic":[52],"sources":[53],"others":[55],"depending":[56],"on":[57,87],"outdated":[58],"information.":[59],"Notably,":[60],"most":[61],"showed":[63],"lack":[65],"transparency":[67],"selection.":[70],"highlights":[73],"two":[74],"key":[75],"limitations:":[76],"the":[77,84,98,105,120,127,134,153],"exclusion":[78],"commercial":[80,130],"focus":[85],"solely":[86],"that":[89],"accept":[90],"research":[92,114,117],"queries.":[93],"raises":[95],"questions":[96],"about":[97],"potential":[99],"capabilities":[100],"paid":[102],"efficacy":[106],"combining":[108],"various":[109],"enhanced":[113],"outcomes.":[115],"Future":[116],"should":[118],"explore":[119],"integration":[121],"diverse":[123],"tools,":[125,131],"assess":[126],"impact":[128],"investigate":[133],"algorithms":[135],"behind":[136],"variability.":[138],"contributes":[141],"better":[144],"understanding":[145],"AI's":[147],"role":[148],"importance":[154],"careful":[156],"selection":[157],"critical":[159],"evaluation":[160],"these":[162],"endeavors.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
