{"id":"https://openalex.org/W7117243169","doi":"https://doi.org/10.48550/arxiv.2512.19707","title":"Bidirectional human-AI collaboration in brain tumour assessments improves both expert human and AI agent performance","display_name":"Bidirectional human-AI collaboration in brain tumour assessments improves both expert human and AI agent performance","publication_year":2025,"publication_date":"2025-12-13","ids":{"openalex":"https://openalex.org/W7117243169","doi":"https://doi.org/10.48550/arxiv.2512.19707"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2512.19707","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058747191","display_name":"James K. Ruffle","orcid":"https://orcid.org/0000-0001-6248-7203"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruffle, James K","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060921300","display_name":"Samia Mohinta","orcid":"https://orcid.org/0000-0002-6675-5006"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohinta, Samia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023050945","display_name":"Guilherme Pombo","orcid":"https://orcid.org/0000-0001-5547-1297"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pombo, Guilherme","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050321836","display_name":"Asthik Biswas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Biswas, Asthik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121275588","display_name":"Alan Campbell","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Campbell, Alan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022140806","display_name":"Indran Davagnanam","orcid":"https://orcid.org/0000-0002-0363-1911"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Davagnanam, Indran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080237784","display_name":"David Doig","orcid":"https://orcid.org/0000-0002-7492-6610"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Doig, David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Hammam, Ahmed","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hammam, Ahmed","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007559948","display_name":"Harpreet Hyare","orcid":"https://orcid.org/0000-0002-4672-3349"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hyare, Harpreet","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121268050","display_name":"Farrah Jabeen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jabeen, Farrah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089345363","display_name":"Emma Lim","orcid":"https://orcid.org/0000-0001-8073-1943"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lim, Emma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027355372","display_name":"Dermot Mallon","orcid":"https://orcid.org/0000-0001-7434-1201"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mallon, Dermot","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011100088","display_name":"Stephanie Owen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Owen, Stephanie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075446431","display_name":"Sophie K. Wilkinson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wilkinson, Sophie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121245464","display_name":"Sebastian Brandner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brandner, Sebastian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5020597757","display_name":"Parashkev Nachev","orcid":"https://orcid.org/0000-0002-2718-4423"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nachev, Parashkev","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":16,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.6653000116348267,"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":0.6653000116348267,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.08560000360012054,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.025699999183416367,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/leverage","display_name":"Leverage (statistics)","score":0.5753999948501587},{"id":"https://openalex.org/keywords/general-partnership","display_name":"General partnership","score":0.5144000053405762},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.4203000068664551},{"id":"https://openalex.org/keywords/human-intelligence","display_name":"Human intelligence","score":0.36980000138282776},{"id":"https://openalex.org/keywords/metacognition","display_name":"Metacognition","score":0.35499998927116394},{"id":"https://openalex.org/keywords/human-health","display_name":"Human health","score":0.30250000953674316},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.2985999882221222}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5753999948501587},{"id":"https://openalex.org/C71750763","wikidata":"https://www.wikidata.org/wiki/Q646164","display_name":"General partnership","level":2,"score":0.5144000053405762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4690000116825104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4293999969959259},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.4203000068664551},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35920000076293945},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.35499998927116394},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33230000734329224},{"id":"https://openalex.org/C2987857752","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Human health","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28850001096725464},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28610000014305115},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C2777670902","wikidata":"https://www.wikidata.org/wiki/Q492038","display_name":"Human brain","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.25679999589920044}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2512.19707","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2512.19707","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2512.19707","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2512.19707","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.5472220182418823,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"benefits":[1],"of":[2,32,51,130],"artificial":[3],"intelligence":[4],"(AI)":[5],"human":[6,13,35,95,120,139],"partnerships-evaluating":[7],"how":[8],"AI":[9,27,76,90,109,131,143],"agents":[10,77,144],"enhance":[11],"expert":[12,34],"performance-are":[14],"increasingly":[15],"studied.":[16],"Though":[17],"rarely":[18],"evaluated":[19],"in":[20,45,99,132],"healthcare,":[21],"an":[22,33,89],"inverse":[23],"approach":[24],"is":[25],"possible:":[26],"benefiting":[28],"from":[29,137,142],"the":[30,46,82,127],"support":[31],"agent.":[36],"Here,":[37],"we":[38],"investigate":[39],"both":[40],"human-AI":[41,59],"clinical":[42,117],"partnership":[43],"paradigms":[44],"magnetic":[47],"resonance":[48],"imaging-guided":[49],"characterisation":[50],"patients":[52],"with":[53,88],"brain":[54],"tumours.":[55],"We":[56],"reveal":[57],"that":[58,108,126,145],"partnerships":[60],"improve":[61],"accuracy":[62],"and":[63,104,115,148],"metacognitive":[64,102],"ability":[65],"not":[66,136],"only":[67],"for":[68,75],"radiologists":[69],"supported":[70,78,92],"by":[71,79,93],"AI,":[72],"but":[73,141],"also":[74],"radiologists.":[80],"Moreover,":[81],"greatest":[83],"patient":[84],"benefit":[85],"was":[86],"evident":[87],"agent":[91,100],"a":[94],"one.":[96],"Synergistic":[97],"improvements":[98],"accuracy,":[101],"performance,":[103],"inter-rater":[105],"agreement":[106],"suggest":[107],"can":[110],"create":[111],"more":[112],"capable,":[113],"confident,":[114],"consistent":[116],"agents,":[118],"whether":[119],"or":[121],"model-based.":[122],"Our":[123],"work":[124],"suggests":[125],"maximal":[128],"value":[129],"healthcare":[133],"could":[134],"emerge":[135],"replacing":[138],"intelligence,":[140],"routinely":[146],"leverage":[147],"amplify":[149],"it.":[150]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-12-25T00:00:00"}
