{"id":"https://openalex.org/W2980366557","doi":null,"title":"Adaptive Learning in Medical Education: The Final Piece of Technology Enhanced Learning?","display_name":"Adaptive Learning in Medical Education: The Final Piece of Technology Enhanced Learning?","publication_year":2017,"publication_date":"2017-09-01","ids":{"openalex":"https://openalex.org/W2980366557","mag":"2980366557","pmid":"https://pubmed.ncbi.nlm.nih.gov/29581634","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/5849979"},"language":"en","primary_location":{"id":"pmh:oai:pubmedcentral.nih.gov:5849979","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5849979","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,"listed_in":[],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ulster Med J","raw_type":"Text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5849979","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101767643","display_name":"Neel Sharma","orcid":"https://orcid.org/0000-0002-3693-4185","observed_orcids":["https://orcid.org/0000-0002-3693-4185"]},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210146690","display_name":"National University Hospital","ror":"https://ror.org/04fp9fm22","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I165932596","https://openalex.org/I4210146690","https://openalex.org/I4210150261"]}],"countries":["SG","US"],"is_corresponding":false,"raw_author_name":"Neel Sharma","raw_affiliation_strings":["National University Hospital, Singapore, Faculty Scholar Member Harvard Macy Institute, Boston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University Hospital, Singapore, Faculty Scholar Member Harvard Macy Institute, Boston, USA","institution_ids":["https://openalex.org/I136199984","https://openalex.org/I4210146690"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054562337","display_name":"Iain Doherty","orcid":"https://orcid.org/0000-0002-6568-2554","observed_orcids":["https://orcid.org/0000-0002-6568-2554"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iain Doherty","raw_affiliation_strings":["Learning and Teaching Innovation, Navitas Professional and English Programs at Navitas, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Learning and Teaching Innovation, Navitas Professional and English Programs at Navitas, Sydney, Australia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010587444","display_name":"Chaoyan Dong","orcid":"https://orcid.org/0000-0002-9912-0998","observed_orcids":["https://orcid.org/0000-0002-9912-0998"]},"institutions":[{"id":"https://openalex.org/I4210159875","display_name":"Sengkang General Hospital","ror":"https://ror.org/05cqp3018","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210159875"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chaoyan Dong","raw_affiliation_strings":["Sengkang Health, Singapore, Research Secretary Pan Asia Simulation Society in Healthcare"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sengkang Health, Singapore, Research Secretary Pan Asia Simulation Society in Healthcare","institution_ids":["https://openalex.org/I4210159875"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.3237,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.97748599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"86","issue":"3","first_page":"198","last_page":"200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10254","display_name":"Innovations in Medical Education","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10254","display_name":"Innovations in Medical Education","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.033799998462200165,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/adaptive-learning","display_name":"adaptive learning","score":1.0},{"id":"https://openalex.org/keywords/technology-enhanced-learning","display_name":"technology-enhanced learning","score":0.949999988079071},{"id":"https://openalex.org/keywords/medical-education","display_name":"medical education","score":0.9779999852180481},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"personalized learning","score":0.8629999756813049},{"id":"https://openalex.org/keywords/student-needs","display_name":"student needs","score":0.8500000238418579},{"id":"https://openalex.org/keywords/high-fidelity-simulation","display_name":"high-fidelity simulation","score":0.8209999799728394},{"id":"https://openalex.org/keywords/online-learning-modules","display_name":"online learning modules","score":0.8790000081062317},{"id":"https://openalex.org/keywords/e-portfolio","display_name":"e-portfolio","score":0.7689999938011169},{"id":"https://openalex.org/keywords/virtual-patients","display_name":"virtual patients","score":0.6470000147819519},{"id":"https://openalex.org/keywords/massive-open-online-courses","display_name":"massive open online courses","score":0.847000002861023},{"id":"https://openalex.org/keywords/flipped-classroom","display_name":"flipped classroom","score":0.9330000281333923},{"id":"https://openalex.org/keywords/competency-attainment","display_name":"competency attainment","score":0.3160000145435333}],"concepts":[{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6690272092819214},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6563515663146973},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5955221652984619},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.563057005405426},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4952007830142975},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.43393510580062866},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43068158626556396},{"id":"https://openalex.org/C83849155","wikidata":"https://www.wikidata.org/wiki/Q1472399","display_name":"Internet access","level":3,"score":0.42690831422805786},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000070856","descriptor_name":"High Fidelity Simulation Training","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076363","descriptor_name":"Academic Success","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003194","descriptor_name":"Computer-Assisted Instruction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","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":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"pmh:oai:pubmedcentral.nih.gov:5849979","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5849979","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,"listed_in":[],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ulster Med J","raw_type":"Text"},{"id":"pmid:29581634","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29581634","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,"listed_in":[],"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":"The Ulster medical journal","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/24635910","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Adaptive_Learning_in_Medical_Education_The_Final_Piece_of_Technology_Enhanced_Learning_/24635910","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"mag:2980366557","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29581634","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,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":"PubMed","raw_type":null}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:5849979","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5849979","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,"listed_in":[],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ulster Med J","raw_type":"Text"},"sustainable_development_goals":[{"score":0.9235000014305115,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2019182036","https://openalex.org/W2103747145","https://openalex.org/W2135003856","https://openalex.org/W2140608827","https://openalex.org/W2141502265","https://openalex.org/W2148206754","https://openalex.org/W2192405677","https://openalex.org/W2318853992","https://openalex.org/W2326563865"],"related_works":["https://openalex.org/W2794311238","https://openalex.org/W2555083533","https://openalex.org/W2138232362","https://openalex.org/W7063789854","https://openalex.org/W1616974294","https://openalex.org/W4387822117","https://openalex.org/W7104362945","https://openalex.org/W2774555580","https://openalex.org/W4250582736","https://openalex.org/W2192405677"],"abstract_inverted_index":{"Technology":[0],"enhanced":[1],"learning":[2,35,137,164,171,196],"(TEL)":[3],"is":[4,22,121,157,180],"now":[5],"common":[6],"practice":[7],"in":[8,72,154],"the":[9,16,47,60,66,76,104,163,184,187,192,198],"field":[10],"of":[11,15,19,24,53,62,70,79,107,115,117,148,186,200],"medical":[12,129],"education.":[13],"One":[14],"primary":[17],"examples":[18,32],"its":[20,113],"use":[21],"that":[23,90,127,162],"high":[25],"fidelity":[26],"simulation":[27],"and":[28,46,68,86,97,139,161,197],"computerised":[29],"mannequins.":[30],"Further":[31],"include":[33],"online":[34,44],"modules,":[36],"electronic":[37],"portfolios,":[38],"virtual":[39],"patient":[40],"interactions,":[41],"massive":[42],"open":[43],"courses":[45],"flipped":[48],"classroom":[49],"movement.":[50],"The":[51],"rise":[52],"TEL":[54,108,156],"has":[55,88,109,134,151],"occurred":[56],"primarily":[57],"due":[58],"to":[59,92,174,183],"ease":[61],"internet":[63,80],"access":[64,91],"enabling":[65],"retrieval":[67],"sharing":[69],"information":[71,93],"an":[73,100,202],"instant.":[74],"Furthermore,":[75],"compact":[77],"nature":[78],"ready":[81],"devices":[82],"such":[83,201],"as":[84,124],"smartphones":[85],"laptops":[87],"meant":[89],"can":[94,172],"occur":[95],"anytime":[96],"anywhere.":[98],"From":[99],"educational":[101],"perspective":[102],"however,":[103],"current":[105],"utilisation":[106],"been":[110,152],"hindered":[111],"by":[112,177],"lack":[114],"understanding":[116],"learners'":[118],"needs.":[119],"This":[120,189],"concerning,":[122],"particularly":[123],"evidence":[125],"highlights":[126,191],"during":[128],"training,":[130],"each":[131],"individual":[132],"learner":[133,159],"their":[135],"own":[136],"requirements":[138],"often":[140],"achieves":[141],"competency":[142],"at":[143],"different":[144],"rates.":[145],"In":[146],"view":[147],"this,":[149],"there":[150],"interest":[153],"ensuring":[155,178],"more":[158,168],"aware":[160],"process":[165],"should":[166],"be":[167],"personalised.":[169],"Adaptive":[170],"aim":[173],"achieve":[175],"this":[176],"content":[179],"delivered":[181],"according":[182],"needs":[185],"learner.":[188],"commentary":[190],"move":[193],"towards":[194],"adaptive":[195],"benefits":[199],"intervention.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2019-10-25T00:00:00"}
