{"id":"https://openalex.org/W4412492026","doi":"https://doi.org/10.1038/s41746-025-01805-w","title":"A mixed methods formative evaluation of the United Kingdom National Health Service Artificial Intelligence Lab","display_name":"A mixed methods formative evaluation of the United Kingdom National Health Service Artificial Intelligence Lab","publication_year":2025,"publication_date":"2025-07-17","ids":{"openalex":"https://openalex.org/W4412492026","doi":"https://doi.org/10.1038/s41746-025-01805-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/40676147"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01805-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01805-w","pdf_url":null,"source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"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":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1038/s41746-025-01805-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013730266","display_name":"Kathrin Cresswell","orcid":"https://orcid.org/0000-0001-6634-9537"},"institutions":[{"id":"https://openalex.org/I4210129077","display_name":"Institute of Occupational Medicine","ror":"https://ror.org/03r6k1a05","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210129077"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Kathrin Cresswell","raw_affiliation_strings":["Usher Institute, University of Edinburgh, Edinburgh, UK. Kathrin.Cresswell@ed.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Usher Institute, University of Edinburgh, Edinburgh, UK. Kathrin.Cresswell@ed.ac.uk","institution_ids":["https://openalex.org/I4210129077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017965175","display_name":"Robin Williams","orcid":"https://orcid.org/0000-0003-2999-5286"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Robin Williams","raw_affiliation_strings":["Institute for the Study of Science, Technology and Innovation, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Study of Science, Technology and Innovation, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046256978","display_name":"Sheena Dungey","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125297","display_name":"NIHR Central Commissioning Facility","ror":"https://ror.org/03c1etk80","country_code":"GB","type":"government","lineage":["https://openalex.org/I34931013","https://openalex.org/I4210125297"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sheena Dungey","raw_affiliation_strings":["NHS Arden GEM Commissioning Support Unit, Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NHS Arden GEM Commissioning Support Unit, Warwick, UK","institution_ids":["https://openalex.org/I4210125297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058502599","display_name":"Stuart Anderson","orcid":"https://orcid.org/0000-0002-3035-3478"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stuart Anderson","raw_affiliation_strings":["School of Informatics, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015181633","display_name":"Miguel O. Bernab\u00e9u","orcid":"https://orcid.org/0000-0002-6456-3756"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Miguel O. Bernabeu","raw_affiliation_strings":["Usher Institute, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Usher Institute, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048090738","display_name":"Hajar Mozaffar","orcid":"https://orcid.org/0000-0002-6400-5260"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hajar Mozaffar","raw_affiliation_strings":["Business School, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business School, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744560","display_name":"Xiao Yang","orcid":"https://orcid.org/0000-0002-0046-832X"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiao Yang","raw_affiliation_strings":["Institute for the Study of Science, Technology and Innovation, University of Edinburgh, Edinburgh, UK","School of Informatics, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Study of Science, Technology and Innovation, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"School of Informatics, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092920627","display_name":"Varun Sai","orcid":null},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Varun Sai","raw_affiliation_strings":["Usher Institute, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Usher Institute, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050358924","display_name":"Sara Bea","orcid":"https://orcid.org/0000-0002-2164-8514"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sara Bea","raw_affiliation_strings":["Usher Institute, University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Usher Institute, University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042405805","display_name":"Sally Eason","orcid":"https://orcid.org/0000-0003-4891-4103"},"institutions":[{"id":"https://openalex.org/I4210125297","display_name":"NIHR Central Commissioning Facility","ror":"https://ror.org/03c1etk80","country_code":"GB","type":"government","lineage":["https://openalex.org/I34931013","https://openalex.org/I4210125297"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sally Eason","raw_affiliation_strings":["NHS Arden GEM Commissioning Support Unit, Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NHS Arden GEM Commissioning Support Unit, Warwick, UK","institution_ids":["https://openalex.org/I4210125297"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5013730266"],"corresponding_institution_ids":["https://openalex.org/I4210129077"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":2.9327,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91786137,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"448","last_page":"448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9991999864578247,"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"}},{"id":"https://openalex.org/T10582","display_name":"Ethics in Clinical Research","score":0.9865000247955322,"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/T13555","display_name":"Healthcare cost, quality, practices","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/software-deployment","display_name":"Software deployment","score":0.6283388137817383},{"id":"https://openalex.org/keywords/stakeholder","display_name":"Stakeholder","score":0.5213688015937805},{"id":"https://openalex.org/keywords/formative-assessment","display_name":"Formative assessment","score":0.5185990333557129},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.45457950234413147},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.42005911469459534},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.4048722982406616},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3200363218784332},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.3159482479095459},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27135616540908813},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17984867095947266}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6283388137817383},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.5213688015937805},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.5185990333557129},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.45457950234413147},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.42005911469459534},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4048722982406616},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3200363218784332},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3159482479095459},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27135616540908813},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17984867095947266},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1038/s41746-025-01805-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01805-w","pdf_url":null,"source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40676147","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40676147","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:9b04556a6c204c4b832db25b4ec7bd31","is_oa":true,"landing_page_url":"https://doaj.org/article/9b04556a6c204c4b832db25b4ec7bd31","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-19 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12271305","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12271305","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/a514b10d-32b8-4524-bdcb-b1ed7305cb36","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/a514b10d-32b8-4524-bdcb-b1ed7305cb36","pdf_url":null,"source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cresswell, K, Williams, R, Dungey, S, Anderson, S, Bernabeu, M O, Mozaffar, H, Yang, X, Sai, V, Bea, S & Eason, S 2025, 'A mixed methods formative evaluation of the United Kingdom National Health Service Artificial Intelligence Lab', npj Digital Medicine, vol. 8, no. 1, 448, pp. 1-19. https://doi.org/10.1038/s41746-025-01805-w","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.ed.ac.uk:publications/a514b10d-32b8-4524-bdcb-b1ed7305cb36","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11820/a514b10d-32b8-4524-bdcb-b1ed7305cb36","pdf_url":null,"source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cresswell, K, Williams, R, Dungey, S, Anderson, S, Bernabeu, M O, Mozaffar, H, Yang, X, Sai, V, Bea, S & Eason, S 2025, 'A mixed methods formative evaluation of the United Kingdom National Health Service Artificial Intelligence Lab', npj Digital Medicine, vol. 8, no. 1, 448, pp. 1-19. https://doi.org/10.1038/s41746-025-01805-w","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01805-w","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01805-w","pdf_url":null,"source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2089925438","https://openalex.org/W2126604418","https://openalex.org/W2130400904","https://openalex.org/W2557671501","https://openalex.org/W2799424660","https://openalex.org/W2884686506","https://openalex.org/W2885510848","https://openalex.org/W2892567470","https://openalex.org/W2897620540","https://openalex.org/W2906295032","https://openalex.org/W3017262051","https://openalex.org/W3029078373","https://openalex.org/W3044666894","https://openalex.org/W3089037107","https://openalex.org/W3158602089","https://openalex.org/W3160249436","https://openalex.org/W3177378510","https://openalex.org/W3187411693","https://openalex.org/W3196824153","https://openalex.org/W3203186347","https://openalex.org/W4226295806","https://openalex.org/W4226437623","https://openalex.org/W4293689835","https://openalex.org/W4386764913","https://openalex.org/W4392131273","https://openalex.org/W4392293571","https://openalex.org/W4399284154","https://openalex.org/W4399726134","https://openalex.org/W4401919652","https://openalex.org/W4407364505"],"related_works":["https://openalex.org/W4392721137","https://openalex.org/W609482051","https://openalex.org/W3199325201","https://openalex.org/W2792035366","https://openalex.org/W4386050096","https://openalex.org/W2360976019","https://openalex.org/W2906881146","https://openalex.org/W2351166673","https://openalex.org/W2390109066","https://openalex.org/W2002537515"],"abstract_inverted_index":{"Internationally,":[0],"health":[1,153],"systems":[2],"are":[3],"investing":[4],"in":[5,91,136,152],"Artificial":[6],"Intelligence":[7],"(AI)":[8],"to":[9,47,74,145],"improve":[10],"safety,":[11],"quality,":[12],"and":[13,20,35,40,64,79,82,99,108,122,139,154],"efficiency,":[14],"yet":[15],"many":[16],"efforts":[17],"remain":[18],"localised":[19],"do":[21],"not":[22],"progress":[23],"beyond":[24],"early":[25],"development":[26],"stages.":[27],"In":[28],"2019,":[29],"National":[30],"Health":[31,39],"Service":[32],"(NHS)":[33],"England":[34],"the":[36,44,58,84,128,140,147],"Department":[37],"of":[38,57,150],"Social":[41],"Care":[42],"launched":[43],"AI":[45,50,59,69,76,92,115,129,151],"Lab":[46,70,130],"accelerate":[48],"safe":[49],"adoption.":[51],"We":[52],"conducted":[53],"a":[54,88],"mixed-methods":[55],"evaluation":[56],"Lab,":[60],"analysing":[61],"1021":[62],"documents":[63],"85":[65],"stakeholder":[66],"interviews.":[67],"The":[68],"made":[71],"important":[72],"contributions":[73],"national":[75],"policy,":[77],"regulation,":[78],"capability":[80],"building,":[81],"positioned":[83],"United":[85],"Kingdom":[86],"as":[87],"global":[89],"leader":[90],"deployment":[93],"for":[94,142],"health.":[95],"Despite":[96],"progress,":[97],"implementation":[98],"scaling":[100,137],"were":[101],"hindered":[102],"by":[103],"shifting":[104],"objectives,":[105],"limited":[106],"capacity,":[107],"systemic":[109],"misalignment":[110],"with":[111],"service":[112],"needs.":[113],"Some":[114],"technologies":[116],"demonstrated":[117],"high":[118],"return":[119],"on":[120],"investment":[121],"improved":[123],"clinical":[124],"processes.":[125],"Lessons":[126],"from":[127],"highlight":[131],"critical":[132],"socio-organisational":[133],"factors,":[134],"gaps":[135],"support,":[138],"need":[141],"sustained":[143],"coordination":[144],"realise":[146],"long-term":[148],"benefits":[149],"social":[155],"care":[156],"systems.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}