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References from Generative large language models in medicine: a scoping review of recent methodological advances. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/j.technovation.2024.103002
10.1016/j.technovation.2024.103002 · 2024 · External reference
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2025 · External reference
10.1093/jamia/ocaf233
10.1093/jamia/ocaf233 · External reference
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2025 · External reference
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10.1038/s44159-023-00241-5
10.1038/s44159-023-00241-5 · 2023 · External reference
10.1038/s41591-024-02856-4
10.1038/s41591-024-02856-4 · 2024 · External reference
10.1038/s43588-024-00662-z
10.1038/s43588-024-00662-z · External reference
10.1038/s41591-024-03148-7
10.1038/s41591-024-03148-7 · External reference
10.1038/s43856-025-01091-3
10.1038/s43856-025-01091-3 · 2025 · External reference
10.2196/68998
10.2196/68998 · 2025 · External reference
10.1016/j.jbi.2025.104867
10.1016/j.jbi.2025.104867 · 2025 · External reference
10.1038/s41575-025-01108-1
10.1038/s41575-025-01108-1 · 2025 · External reference
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10.1038/s41746-026-02545-1
10.1038/s41746-026-02545-1 · 2026 · External reference
10.1016/j.cell.2025.05.018
10.1016/j.cell.2025.05.018 · 2025 · External reference
10.1016/j.isci.2024.109713
10.1016/j.isci.2024.109713 · 2024 · External reference
10.1016/j.ijmedinf.2025.106091
10.1016/j.ijmedinf.2025.106091 · 2026 · External reference
10.1038/s41591-023-02448-8
10.1038/s41591-023-02448-8 · 2023 · External reference
10.1016/j.artmed.2025.103268
10.1016/j.artmed.2025.103268 · 2025 · External reference
10.48550/arxiv.2509.18690
10.48550/arxiv.2509.18690 · External reference
10.48550/arxiv.2311.05112
10.48550/arxiv.2311.05112 · External reference
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10.48550/arxiv.2506.10016
10.48550/arxiv.2506.10016 · External reference
10.1007/s42452-025-07668-w
10.1007/s42452-025-07668-w · 2025 · External reference
10.1007/s11633-022-1369-5
10.1007/s11633-022-1369-5 · 2023 · External reference
10.24963/ijcai.2022/773
10.24963/ijcai.2022/773 · External reference
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10.1109/tpami.2024.3415112
10.1109/tpami.2024.3415112 · 2024 · External reference
10.1109/tpami.2024.3429301
10.1109/tpami.2024.3429301 · 2025 · External reference
10.1109/tmi.2023.3341948
10.1109/tmi.2023.3341948 · 2024 · External reference
10.1109/tmi.2023.3337253
10.1109/tmi.2023.3337253 · 2024 · External reference
10.1038/s41467-023-43715-z
10.1038/s41467-023-43715-z · 2023 · External reference
10.1038/s41746-023-00875-y
10.1038/s41746-023-00875-y · 2023 · External reference
10.48550/arxiv.2301.13155
10.48550/arxiv.2301.13155 · External reference
10.1038/s41746-023-00952-2
10.1038/s41746-023-00952-2 · 2023 · External reference
10.1109/jbhi.2024.3384407
10.1109/jbhi.2024.3384407 · 2025 · External reference
10.1007/978-3-031-72353-7_22
10.1007/978-3-031-72353-7_22 · External reference
10.48550/arxiv.2507.05201
10.48550/arxiv.2507.05201 · External reference
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10.1109/tmm.2023.3325965
10.1109/tmm.2023.3325965 · 2024 · External reference
10.1001/jamanetworkopen.2023.36100
10.1001/jamanetworkopen.2023.36100 · 2023 · External reference
10.1038/s41591-024-03139-8
10.1038/s41591-024-03139-8 · 2024 · External reference
10.1038/s41586-024-07618-3
10.1038/s41586-024-07618-3 · 2024 · External reference
10.1038/s41467-024-50043-3
10.1038/s41467-024-50043-3 · 2024 · External reference
10.1007/978-3-031-16443-9_65
10.1007/978-3-031-16443-9_65 · External reference
10.1038/s41591-024-03185-2
10.1038/s41591-024-03185-2 · 2024 · External reference
10.48550/arxiv.2310.10083
10.48550/arxiv.2310.10083 · External reference
10.1093/jamia/ocae233
10.1093/jamia/ocae233 · 2024 · External reference
10.1016/j.artmed.2024.103007
10.1016/j.artmed.2024.103007 · 2024 · External reference
10.1371/journal.pone.0300919
10.1371/journal.pone.0300919 · 2024 · External reference
10.1111/jgs.19114
10.1111/jgs.19114 · 2024 · External reference
10.48550/arxiv.2408.07037
10.48550/arxiv.2408.07037 · External reference
10.18653/v1/2024.bionlp-1.65
10.18653/v1/2024.bionlp-1.65 · External reference
10.18653/v1/2024.clinicalnlp-1.13
10.18653/v1/2024.clinicalnlp-1.13 · External reference
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2024 · External reference
10.1016/j.jbi.2025.104789
10.1016/j.jbi.2025.104789 · 2025 · External reference
10.1145/3777411
10.1145/3777411 · External reference
10.1093/jamia/ocae122
10.1093/jamia/ocae122 · 2024 · External reference
10.1093/jamia/ocae074
10.1093/jamia/ocae074 · 2024 · External reference
10.1186/s13326-024-00318-x
10.1186/s13326-024-00318-x · 2024 · External reference
10.1038/s41598-024-64827-6
10.1038/s41598-024-64827-6 · 2024 · External reference
10.1093/jamiaopen/ooaf005
10.1093/jamiaopen/ooaf005 · 2025 · External reference
10.63317/2tpe9brgzmcg
10.63317/2tpe9brgzmcg · External reference
10.1016/j.patter.2023.100729
10.1016/j.patter.2023.100729 · External reference
10.48550/arxiv.2310.14558
10.48550/arxiv.2310.14558 · External reference
10.48550/arxiv.2409.05732
10.48550/arxiv.2409.05732 · External reference
10.1007/978-981-97-9434-8_29
10.1007/978-981-97-9434-8_29 · External reference
10.18653/v1/2023.acl-long.754
10.18653/v1/2023.acl-long.754 · External reference
10.18653/v1/2024.emnlp-main.1072
10.18653/v1/2024.emnlp-main.1072 · External reference
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10.52202/075280-2400
10.52202/075280-2400 · External reference
10.52202/068431-2011
10.52202/068431-2011 · External reference
10.48550/arxiv.2310.10505
10.48550/arxiv.2310.10505 · External reference
10.18653/v1/2024.acl-long.386
10.18653/v1/2024.acl-long.386 · External reference
10.52202/075280-2338
10.52202/075280-2338 · 2023 · External reference
10.18653/v1/2024.findings-acl.592
10.18653/v1/2024.findings-acl.592 · External reference
10.1038/s41746-026-02637-y
10.1038/s41746-026-02637-y · External reference
10.18653/v1/2024.emnlp-main.626
10.18653/v1/2024.emnlp-main.626 · External reference
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2024 · External reference
10.2196/76048
10.2196/76048 · 2025 · External reference
10.1007/s12559-025-10404-6
10.1007/s12559-025-10404-6 · 2025 · External reference
10.48550/arxiv.2403.14608
10.48550/arxiv.2403.14608 · External reference
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10.20944/preprints202504.0743.v1
10.20944/preprints202504.0743.v1 · External reference
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10.3390/ijms25126641
10.3390/ijms25126641 · 2024 · External reference
10.1109/isbi56570.2024.10635421
10.1109/isbi56570.2024.10635421 · External reference
10.1109/tmi.2025.3559923
10.1109/tmi.2025.3559923 · 2025 · External reference
10.1016/j.media.2025.103547
10.1016/j.media.2025.103547 · 2025 · External reference
10.1016/j.media.2024.103310
10.1016/j.media.2024.103310 · 2024 · External reference
10.1016/j.media.2024.103324
10.1016/j.media.2024.103324 · 2024 · External reference
10.18653/v1/2021.acl-long.353
10.18653/v1/2021.acl-long.353 · External reference
10.1007/978-3-031-43904-9_70
10.1007/978-3-031-43904-9_70 · External reference
10.1007/978-3-031-72086-4_11
10.1007/978-3-031-72086-4_11 · External reference
10.1007/s41666-024-00162-9
10.1007/s41666-024-00162-9 · 2024 · External reference
10.18653/v1/2021.emnlp-main.243
10.18653/v1/2021.emnlp-main.243 · External reference
10.3389/fmed.2025.1519280
10.3389/fmed.2025.1519280 · 2025 · External reference
10.1093/jamia/ocae078
10.1093/jamia/ocae078 · 2024 · External reference
10.1007/978-3-031-72390-2_12
10.1007/978-3-031-72390-2_12 · External reference
10.48550/arxiv.2506.15477
10.48550/arxiv.2506.15477 · External reference
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10.1007/s11704-024-40663-9
10.1007/s11704-024-40663-9 · 2024 · External reference
10.1038/s41562-024-02046-9
10.1038/s41562-024-02046-9 · External reference
10.1038/s41746-024-01239-w
10.1038/s41746-024-01239-w · 2024 · External reference
10.48550/arxiv.2412.04512
10.48550/arxiv.2412.04512 · External reference
10.3233/shti250976
10.3233/shti250976 · External reference
10.1016/j.compmedimag.2025.102583
10.1016/j.compmedimag.2025.102583 · 2025 · External reference
10.52202/075280-0441
10.52202/075280-0441 · 2023 · External reference
10.1038/s41591-024-02855-5
10.1038/s41591-024-02855-5 · External reference
10.1101/2025.02.08.25321587
10.1101/2025.02.08.25321587 · External reference
10.1145/3626772.3657722
10.1145/3626772.3657722 · External reference
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10.48550/arxiv.2402.00474
10.48550/arxiv.2402.00474 · External reference
10.48550/arxiv.2408.07196
10.48550/arxiv.2408.07196 · External reference
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10.1093/jamia/ocae079
10.1093/jamia/ocae079 · 2024 · External reference
10.1111/head.14702
10.1111/head.14702 · External reference
10.1186/s12911-024-02698-7
10.1186/s12911-024-02698-7 · 2024 · External reference
10.1038/s41467-024-51465-9
10.1038/s41467-024-51465-9 · 2024 · External reference
10.3389/fphar.2025.1589788
10.3389/fphar.2025.1589788 · 2025 · External reference
10.1093/jamia/ocae131
10.1093/jamia/ocae131 · 2024 · External reference
10.1038/s41597-023-02433-3
10.1038/s41597-023-02433-3 · 2023 · External reference
10.1016/j.cmpb.2025.109070
10.1016/j.cmpb.2025.109070 · 2025 · External reference
10.1016/j.ijmedinf.2025.106205
10.1016/j.ijmedinf.2025.106205 · External reference
10.2196/58041
10.2196/58041 · 2024 · External reference
10.1093/bioinformatics/btae238
10.1093/bioinformatics/btae238 · 2024 · External reference
10.1093/bioinformatics/btae075
10.1093/bioinformatics/btae075 · 2024 · External reference
10.1093/jamia/ocae129
10.1093/jamia/ocae129 · 2024 · External reference
10.1038/s41746-024-01091-y
10.1038/s41746-024-01091-y · 2024 · External reference
10.1101/2024.01.27.577521
10.1101/2024.01.27.577521 · External reference
10.1093/jamia/ocae095
10.1093/jamia/ocae095 · 2024 · External reference
10.1093/bib/bbaf539
10.1093/bib/bbaf539 · 2025 · External reference
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10.18653/v1/2020.emnlp-main.365
10.18653/v1/2020.emnlp-main.365 · External reference
10.1145/3626772.3657878
10.1145/3626772.3657878 · External reference
10.1109/tbdata.2025.3618474
10.1109/tbdata.2025.3618474 · External reference
10.1109/tbdata.2019.2921572
10.1109/tbdata.2019.2921572 · 2019 · External reference
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10.52202/075280-0141
10.52202/075280-0141 · External reference
10.1145/3448016.3457550
10.1145/3448016.3457550 · External reference
10.14778/3554821.3554843
10.14778/3554821.3554843 · 2022 · External reference
10.3390/bdcc9060147
10.3390/bdcc9060147 · External reference
10.1038/s41746-025-01909-3
10.1038/s41746-025-01909-3 · 2025 · External reference
10.1038/s41746-025-01651-w
10.1038/s41746-025-01651-w · 2025 · External reference
10.1016/j.ejrad.2025.111984
10.1016/j.ejrad.2025.111984 · 2025 · External reference
10.52202/085713-3786
10.52202/085713-3786 · External reference
10.18653/v1/2025.acl-long.453
10.18653/v1/2025.acl-long.453 · External reference
10.48550/arxiv.2412.19437
10.48550/arxiv.2412.19437 · External reference
10.1145/3698587.3701359
10.1145/3698587.3701359 · External reference
10.1038/s41746-025-01940-4
10.1038/s41746-025-01940-4 · 2025 · External reference
10.48550/arxiv.2503.18968
10.48550/arxiv.2503.18968 · External reference
10.1038/s41746-025-01550-0
10.1038/s41746-025-01550-0 · 2025 · External reference
10.1056/aip2400289
10.1056/aip2400289 · 2024 · External reference
10.7189/jogh.11.16006
10.7189/jogh.11.16006 · External reference
10.1038/s41586-023-05881-4
10.1038/s41586-023-05881-4 · 2023 · External reference
10.1056/aioa2300138
10.1056/aioa2300138 · 2024 · External reference
10.48550/arxiv.2508.08224
10.48550/arxiv.2508.08224 · External reference
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10.1038/s41586-025-09422-z
10.1038/s41586-025-09422-z · 2025 · External reference
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Unresolved reference
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10.18653/v1/2025.emnlp-main.967
10.18653/v1/2025.emnlp-main.967 · External reference
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10.1038/s41746-024-01390-4
10.1038/s41746-024-01390-4 · 2025 · External reference
10.1371/journal.pdig.0000864
10.1371/journal.pdig.0000864 · 2025 · External reference
10.18653/v1/2024.emnlp-main.1220
10.18653/v1/2024.emnlp-main.1220 · External reference
Unresolved reference
2024 · External reference
10.1007/s11606-019-05025-3
10.1007/s11606-019-05025-3 · 2019 · External reference
10.1016/s0196-0644(99)70422-1
10.1016/s0196-0644(99)70422-1 · 1999 · External reference
10.1016/j.ajpath.2021.01.015
10.1016/j.ajpath.2021.01.015 · 2021 · External reference
10.1259/bjr.20220972
10.1259/bjr.20220972 · 2023 · External reference
10.18653/v1/2024.emnlp-main.62
10.18653/v1/2024.emnlp-main.62 · External reference
10.1016/j.media.2020.101757
10.1016/j.media.2020.101757 · 2020 · External reference
10.1016/j.compbiomed.2025.110640
10.1016/j.compbiomed.2025.110640 · 2025 · External reference
10.1186/s41747-024-00539-w
10.1186/s41747-024-00539-w · 2025 · External reference
10.2196/80557
10.2196/80557 · 2025 · External reference
10.1145/3571730
10.1145/3571730 · 2023 · External reference
10.1038/s41586-023-06291-2
10.1038/s41586-023-06291-2 · 2023 · External reference
10.3389/fdgth.2026.1736616
10.3389/fdgth.2026.1736616 · External reference
10.18653/v1/2023.findings-acl.551
10.18653/v1/2023.findings-acl.551 · External reference
10.1016/j.jbi.2025.104930
10.1016/j.jbi.2025.104930 · 2025 · External reference
10.1038/s41591-025-04074-y
10.1038/s41591-025-04074-y · 2026 · External reference
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Unresolved reference
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10.1038/s41591-025-04151-2
10.1038/s41591-025-04151-2 · 2026 · External reference
10.18653/v1/2025.findings-naacl.327
10.18653/v1/2025.findings-naacl.327 · External reference
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10.1056/nejmra2302038
10.1056/nejmra2302038 · 2023 · External reference
10.1145/3287560.3287596
10.1145/3287560.3287596 · External reference
10.1016/j.bpsc.2026.03.013
10.1016/j.bpsc.2026.03.013 · External reference
10.1038/s41591-024-03423-7
10.1038/s41591-024-03423-7 · 2025 · External reference
10.1038/s41746-025-01965-9
10.1038/s41746-025-01965-9 · 2025 · External reference
10.1038/s41467-025-62385-7
10.1038/s41467-025-62385-7 · 2025 · External reference
10.1016/j.jbi.2025.104946
10.1016/j.jbi.2025.104946 · 2025 · External reference
10.1016/j.metrad.2025.100172
10.1016/j.metrad.2025.100172 · 2025 · External reference
10.52202/079017-0819
10.52202/079017-0819 · External reference
10.1038/s41746-025-01653-8
10.1038/s41746-025-01653-8 · 2025 · External reference
10.52202/079017-3057
10.52202/079017-3057 · 2024 · External reference
10.52202/075280-1240
10.52202/075280-1240 · 2023 · External reference
