{"id":"https://openalex.org/W7166512979","doi":"https://doi.org/10.3138/jvme-2025-0198","title":"Structured AI-Supported Assessment (SAISA): A Novel Design Integrating ChatGPT to Support Clinical Reasoning and Reflective Engagement in Veterinary Students","display_name":"Structured AI-Supported Assessment (SAISA): A Novel Design Integrating ChatGPT to Support Clinical Reasoning and Reflective Engagement in Veterinary Students","publication_year":2026,"publication_date":"2026-06-29","ids":{"openalex":"https://openalex.org/W7166512979","doi":"https://doi.org/10.3138/jvme-2025-0198","pmid":"https://pubmed.ncbi.nlm.nih.gov/42371717"},"language":"en","primary_location":{"id":"doi:10.3138/jvme-2025-0198","doi":"https://doi.org/10.3138/jvme-2025-0198","is_oa":false,"landing_page_url":"https://doi.org/10.3138/jvme-2025-0198","pdf_url":null,"source":{"id":"https://openalex.org/S43434489","display_name":"Journal of Veterinary Medical Education","issn_l":"0748-321X","issn":["0748-321X","1943-7218"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","medline","norway-1"],"host_organization":"https://openalex.org/P4310320517","host_organization_name":"University of Toronto Press","host_organization_lineage":["https://openalex.org/P4310320517","https://openalex.org/P4310313000"],"host_organization_lineage_names":["University of Toronto Press","University of Toronto"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Veterinary Medical Education","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111290583","display_name":"Santiago Alonso Sousa","orcid":"https://orcid.org/0009-0005-1180-5087","observed_orcids":["https://orcid.org/0009-0005-1180-5087"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Santiago Alonso Sousa","raw_affiliation_strings":["Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0009-0005-1180-5087","affiliations":[{"raw_affiliation_string":"Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046456929","display_name":"Syed S. U. H. Bukhari","orcid":"https://orcid.org/0000-0003-2747-6319","observed_orcids":["https://orcid.org/0000-0003-2747-6319"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Syed Saad Ul Hassan Bukhari","raw_affiliation_strings":["Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, the Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0003-2747-6319","affiliations":[{"raw_affiliation_string":"Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, the Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130914688","display_name":"Mathew Tang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Mathew Tang","raw_affiliation_strings":["City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139548704","display_name":"Yung Kit Man","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yung Kit Man","raw_affiliation_strings":["City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077677042","display_name":"Stefan Hobi","orcid":"https://orcid.org/0000-0002-4517-7729","observed_orcids":["https://orcid.org/0000-0002-4517-7729"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Stefan Hobi","raw_affiliation_strings":["Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, the Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-4517-7729","affiliations":[{"raw_affiliation_string":"Department of Veterinary Clinical Sciences, Jockey Club College of Veterinary Medicine and Life Sciences, the Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068546352","display_name":"Paulo V M Steagall","orcid":"https://orcid.org/0000-0003-4150-6043","observed_orcids":["https://orcid.org/0000-0003-4150-6043"]},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Paulo V. Steagall","raw_affiliation_strings":["Department of Veterinary Clinical Sciences, Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0003-4150-6043","affiliations":[{"raw_affiliation_string":"Department of Veterinary Clinical Sciences, Centre for Animal Health and Welfare at the City University of Hong Kong in Kowloon Tong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I168719708"],"apc_list":null,"apc_paid":null,"fwci":1.9321,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88914767,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"e20250198","last_page":"e20250198"},"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":0.9345999956130981,"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":0.9345999956130981,"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/T10254","display_name":"Innovations in Medical Education","score":0.02539999969303608,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.02290000021457672,"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/generative-ai-in-assessment","display_name":"generative AI in assessment","score":0.7860000133514404},{"id":"https://openalex.org/keywords/chatgpt","display_name":"ChatGPT","score":0.9909999966621399},{"id":"https://openalex.org/keywords/veterinary-education","display_name":"veterinary education","score":0.8230000138282776},{"id":"https://openalex.org/keywords/clinical-reasoning","display_name":"clinical reasoning","score":0.9120000004768372},{"id":"https://openalex.org/keywords/assessment-validity","display_name":"assessment validity","score":0.7070000171661377},{"id":"https://openalex.org/keywords/equine-medicine","display_name":"equine medicine","score":0.7020000219345093},{"id":"https://openalex.org/keywords/role-play-simulation","display_name":"role-play simulation","score":0.6259999871253967},{"id":"https://openalex.org/keywords/clinical-case-resolution","display_name":"clinical case resolution","score":0.6669999957084656},{"id":"https://openalex.org/keywords/student-engagement","display_name":"student engagement","score":0.753000020980835},{"id":"https://openalex.org/keywords/reflective-learning","display_name":"reflective learning","score":0.6869999766349792},{"id":"https://openalex.org/keywords/professional-judgment","display_name":"professional judgment","score":0.5839999914169312}],"concepts":[{"id":"https://openalex.org/C2778000598","wikidata":"https://www.wikidata.org/wiki/Q11237593","display_name":"Objective structured clinical examination","level":2,"score":0.7092000246047974},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.5641000270843506},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5375999808311462},{"id":"https://openalex.org/C2776548248","wikidata":"https://www.wikidata.org/wiki/Q12621536","display_name":"Judgement","level":2,"score":0.5134999752044678},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.46700000762939453},{"id":"https://openalex.org/C22367795","wikidata":"https://www.wikidata.org/wiki/Q7625208","display_name":"Structured prediction","level":2,"score":0.44920000433921814},{"id":"https://openalex.org/C22156102","wikidata":"https://www.wikidata.org/wiki/Q5341294","display_name":"Educational measurement","level":3,"score":0.4397999942302704},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4296000003814697},{"id":"https://openalex.org/C3018781618","wikidata":"https://www.wikidata.org/wiki/Q454812","display_name":"Clinical judgement","level":2,"score":0.38350000977516174},{"id":"https://openalex.org/C2994419455","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competency assessment","level":2,"score":0.37959998846054077},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.3605000078678131},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.3573000133037567},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.3319999873638153},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C132413290","wikidata":"https://www.wikidata.org/wiki/Q7307322","display_name":"Reflective practice","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28619998693466187},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C152541439","wikidata":"https://www.wikidata.org/wiki/Q5186693","display_name":"Critical appraisal","level":3,"score":0.2802000045776367},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C2994106188","wikidata":"https://www.wikidata.org/wiki/Q6049213","display_name":"Veterinary education","level":3,"score":0.27469998598098755},{"id":"https://openalex.org/C15302153","wikidata":"https://www.wikidata.org/wiki/Q470863","display_name":"Employability","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C2780909375","wikidata":"https://www.wikidata.org/wiki/Q1060990","display_name":"Problem-based learning","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C176777502","wikidata":"https://www.wikidata.org/wiki/Q4774623","display_name":"Anticipation (artificial intelligence)","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3138/jvme-2025-0198","doi":"https://doi.org/10.3138/jvme-2025-0198","is_oa":false,"landing_page_url":"https://doi.org/10.3138/jvme-2025-0198","pdf_url":null,"source":{"id":"https://openalex.org/S43434489","display_name":"Journal of Veterinary Medical Education","issn_l":"0748-321X","issn":["0748-321X","1943-7218"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","medline","norway-1"],"host_organization":"https://openalex.org/P4310320517","host_organization_name":"University of Toronto Press","host_organization_lineage":["https://openalex.org/P4310320517","https://openalex.org/P4310313000"],"host_organization_lineage_names":["University of Toronto Press","University of Toronto"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Veterinary Medical Education","raw_type":"journal-article"},{"id":"pmid:42371717","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42371717","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":"Journal of veterinary medical education","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.975600004196167,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"sustainable_development_goals_aurora":[{"score":0.8450340032577515,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[{"id":"https://openalex.org/study-designs/clinical-trial","display_name":"Clinical Trial"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":83,"referenced_works":["https://openalex.org/W1633674991","https://openalex.org/W1978623124","https://openalex.org/W2086922099","https://openalex.org/W2103384492","https://openalex.org/W2104348209","https://openalex.org/W2109638824","https://openalex.org/W2152168437","https://openalex.org/W2256824667","https://openalex.org/W2336843187","https://openalex.org/W2626659553","https://openalex.org/W2750816854","https://openalex.org/W2758245304","https://openalex.org/W2855469196","https://openalex.org/W2889976627","https://openalex.org/W2908201961","https://openalex.org/W2945550720","https://openalex.org/W2974155013","https://openalex.org/W2975930174","https://openalex.org/W2997700626","https://openalex.org/W3006837908","https://openalex.org/W3007086729","https://openalex.org/W3012349076","https://openalex.org/W3111695260","https://openalex.org/W3114878918","https://openalex.org/W3170631054","https://openalex.org/W3189751383","https://openalex.org/W3197755468","https://openalex.org/W3199342368","https://openalex.org/W4200156467","https://openalex.org/W4207032844","https://openalex.org/W4210404118","https://openalex.org/W4280567834","https://openalex.org/W4281635691","https://openalex.org/W4367285270","https://openalex.org/W4376137749","https://openalex.org/W4376640725","https://openalex.org/W4378469471","https://openalex.org/W4379376212","https://openalex.org/W4380730209","https://openalex.org/W4380786362","https://openalex.org/W4381982883","https://openalex.org/W4385227045","https://openalex.org/W4386152171","https://openalex.org/W4386457251","https://openalex.org/W4386520156","https://openalex.org/W4387311042","https://openalex.org/W4388281421","https://openalex.org/W4389828769","https://openalex.org/W4390054202","https://openalex.org/W4390124976","https://openalex.org/W4391400075","https://openalex.org/W4392059579","https://openalex.org/W4393061716","https://openalex.org/W4393527427","https://openalex.org/W4394823256","https://openalex.org/W4394884057","https://openalex.org/W4394891390","https://openalex.org/W4394934695","https://openalex.org/W4395037579","https://openalex.org/W4395117938","https://openalex.org/W4395961081","https://openalex.org/W4398197396","https://openalex.org/W4399474904","https://openalex.org/W4401171954","https://openalex.org/W4401417829","https://openalex.org/W4401729352","https://openalex.org/W4403321301","https://openalex.org/W4404905135","https://openalex.org/W4405228616","https://openalex.org/W4405318562","https://openalex.org/W4405726304","https://openalex.org/W4405922642","https://openalex.org/W4406216423","https://openalex.org/W4406274252","https://openalex.org/W4406474705","https://openalex.org/W4407714371","https://openalex.org/W4408361954","https://openalex.org/W4408922199","https://openalex.org/W4409703747","https://openalex.org/W4410988391","https://openalex.org/W4411716958","https://openalex.org/W4412943690","https://openalex.org/W4413642672"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"emergence":[2],"of":[3,195,215,234,240],"generative":[4,216],"artificial":[5],"intelligence":[6],"(AI)":[7],"tools":[8],"such":[9],"as":[10,115,146,244],"ChatGPT":[11,81,113],"is":[12,53,220],"reshaping":[13],"higher":[14,179],"education":[15],"and":[16,34,71,101,103,128,133,151,162,200],"challenging":[17],"traditional":[18],"approaches":[19],"to":[20,79,175],"assessment.":[21,172],"In":[22],"veterinary":[23,83,97],"education,":[24],"these":[25],"developments":[26],"raise":[27],"critical":[28,134],"questions":[29],"about":[30],"how":[31],"clinical":[32,124,203,229],"reasoning":[33,204],"professional":[35],"judgement":[36],"can":[37],"be":[38],"validly":[39],"evaluated":[40],"in":[41,56,85,139,202,252],"an":[42,108,121,129,253],"AI-enabled":[43,254],"learning":[44],"environment.":[45],"Rather":[46],"than":[47,185,238],"excluding":[48],"AI":[49,63,217,241],"from":[50,158,166],"assessment,":[51],"there":[52],"growing":[54],"interest":[55],"designing":[57],"structured":[58,213],"assessment":[59,84,207,219,235,250],"models":[60],"that":[61,212],"integrate":[62,80],"while":[64],"preserving":[65,249],"educational":[66,255],"validity.":[67],"This":[68],"study":[69],"describes":[70],"evaluates":[72],"a":[73,86,95,116,140,155,163,167,245],"Structured":[74],"AI-Supported":[75],"Assessment":[76],"(SAISA)":[77],"designed":[78],"into":[82],"controlled,":[87],"pedagogically":[88],"grounded":[89],"manner.":[90],"SAISA":[91,176],"was":[92,152],"implemented":[93],"within":[94,218],"fifth-year":[96],"course":[98,161,169],"(Equine":[99],"Medicine":[100],"Surgery)":[102],"comprised":[104],"three":[105],"AI-integrated":[106,206],"exercises:":[107],"AI-mediated":[109],"role-playing":[110],"consultation":[111],"with":[112,154,222],"functioning":[114],"simulated":[117],"client":[118],"or":[119],"instructor,":[120],"AI-supported":[122,171],"stepwise":[123],"case":[125,131],"resolution":[126],"task,":[127],"AI-based":[130],"creation":[132],"appraisal":[135],"exercise.":[136],"Student":[137],"performance":[138,224],"final":[141,182],"non-AI-assisted":[142,183],"case-based":[143,226],"examination":[144,184],"served":[145],"the":[147,159,181,232],"primary":[148],"outcome":[149],"measure":[150],"compared":[153],"historical":[156],"cohort":[157,165],"same":[160],"concurrent":[164],"related":[168],"without":[170],"Students":[173],"exposed":[174],"scored":[177],"significantly":[178],"on":[180,225],"both":[186],"comparison":[187],"cohorts.":[188],"Exploratory":[189],"survey":[190],"data":[191],"indicated":[192],"high":[193],"levels":[194],"reported":[196],"engagement,":[197],"reflective":[198],"behavior,":[199],"confidence":[201],"during":[205],"activities.":[208],"These":[209],"findings":[210],"suggest":[211],"integration":[214],"associated":[221],"improved":[223],"tasks":[227],"requiring":[228],"reasoning,":[230],"supporting":[231],"redesign":[233],"structures,":[236],"rather":[237],"restriction":[239],"use":[242],"alone,":[243],"viable":[246],"strategy":[247],"for":[248],"validity":[251],"context.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-03T13:16:28.481748","created_date":"2026-06-30T00:00:00"}
