cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110597790
title: Persepolis Fortification Aramaic Text 396, PFAT 396

description: [Text Description:] Administrative text with seal PFATS 0382; illeg. ❧ [Text or Publication Number Note:] PFAT 396, Bowman 396 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0382 on reverse; illeg. on obverse.
DOI: 10.25549/jrbm-ouc16322275
title: 增補佛像圖彙 / 紀秀信畫圖

description: Title from table of contents. On double leaves, traditional East Asian binding style (fukurotoji). On lining paper: Tōto Shoshi Bun'eidōzō. Originally published: 1690. In Kanbun, with reading marks; Sanskrit at the head of some captions.
DOI: 10.25549/inscriptifact-ouc110593815
title: Persepolis Fortification Elamite Tablet 0894, PF-NN 0894

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0894 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text.
DOI: 10.25549/inscriptifact-ouc110597779
title: Persepolis Fortification Aramaic Text 395, PFAT 395

description: [Text Description:] Administrative text with seals PFATS 0034s. ❧ [Text or Publication Number Note:] PFAT 395, Bowman 395 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink traces and incised inscription. Seal impressions PFATS 0034s on reverse.
DOI: 10.25549/jrbm-ouc16322274
title: 增補佛像圖彙 / 紀秀信畫圖

description: Title from table of contents. On double leaves, traditional East Asian binding style (fukurotoji). On lining paper: Tōto Shoshi Bun'eidōzō. Originally published: 1690. In Kanbun, with reading marks; Sanskrit at the head of some captions.
DOI: 10.25549/inscriptifact-ouc110595755
title: Persepolis Fortification Aramaic Text 317, PFAT 317

description: [Text Description:] Administrative text with seal PFATS 0076. ❧ [Text or Publication Number Note:] PFAT 317, Bowman 317 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0076 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110597769
title: Persepolis Fortification Aramaic Text 394, PFAT 394

description: [Text Description:] Administrative text with seals PFATS 0380; illeg.; PFATS 0381. ❧ [Text or Publication Number Note:] PFAT 394, Bowman 394 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal Impressions PFATS 0380 on obverse; illeg. on reverse; PFATS 0381 on flat edge.
DOI: 10.25549/jrbm-ouc16322271
title: 增補佛像圖彙 / 紀秀信畫圖

description: Title from table of contents. On double leaves, traditional East Asian binding style (fukurotoji). On lining paper: Tōto Shoshi Bun'eidōzō. Originally published: 1690. In Kanbun, with reading marks; Sanskrit at the head of some captions.
DOI: 10.48597/eb7m-26ve
title: Measurement of Aerosol_optical_depth at Trollhaugen

description: Measurement of Aerosol_optical_depth at Trollhaugen
DOI: 10.48597/psby-4nb7
title: Measurement of Aerosol_optical_depth at Trollhaugen

description: Measurement of Aerosol_optical_depth at Trollhaugen
DOI: 10.60893/figshare.apl.29057510
title: Supplemental materials

description: Broad-pH-value photocatalyst of Janus MXene monolayers functionalized with group VIA elements
DOI: 10.60893/figshare.apl.29057510.v1
title: Supplemental materials

description: Broad-pH-value photocatalyst of Janus MXene monolayers functionalized with group VIA elements
DOI: 10.3535/4x1-a08-57l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j54-2j7-8bb
title: Echinoidea Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89r-bda-5l0
title: Planorbulina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z02-n7z-xvm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hg2-86r-w0t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3am-f6y-a1h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyz-zxt-nbp
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8d4-htn-b88
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1r-8qb-l23
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xs-9jc-yzy
title: Miliolida Delage & Hérouard, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xcz-ltt-hvb
title: †Nummulites rouaulti d'Archiac & Haime, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zad-hs5-444
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1sk-sel-6kl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gmt-tzb-302
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d6e-mgn-2g5
title: Operculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jd4-wgh-0qz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/trj-yab-5r3
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j3j-v6b-5ct
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zbg-s5b-vnm
title: †Discocyclina dispansa (Sowerby, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g3b-x63-wya
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qsn-pty-fr0
title: Cycloclypeus W.B. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4v-ymy-y1g
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16901524
title: Metagenomic reads of fungi and oomycetes
title: Metagenomic data
DOI: 10.5281/zenodo.16901525
title: Metagenomic reads of fungi and oomycetes
title: Metagenomic data
DOI: 10.3535/3z5-dn2-jzd
title: Globigerina

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xlt-svp-6p9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ars-1rz-c4s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6e-ck6-52y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1jx-8xw-a92
title: Miliolida Delage & Hérouard, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/783-3ye-tvg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ab-adk-jlh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g5z-1ag-g6w
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wkd-4dy-5n0
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e8f-hdw-9dl
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vft-xpy-mcq
title: †Miogypsina polymorpha (Rutten, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8jt-prq-012
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v2h-mw1-z62
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.6hj8qy
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icerya purchasi",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022439-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/44m-96x-zex
title: †Borelis pygmaea Hanzawa, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0y-w7k-c67
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1gm-nyp-xam
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d2d-sql-234
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g3t-m5l-vww
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ja-v25-5st
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pcz-ka8-m5w
title: Globobulimina pyrula (d'Orbigny, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4qz4sn
title: Occurrence Download

description: A dataset containing 574252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Cygnus atratus)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 574252 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081652-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g35h92
title: Occurrence Download

description: A dataset containing 1303323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-06-05",
 "EventDate is less than or equal to 2025-07-05",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1303323 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081662-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftvtjr
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterops winifredae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 93 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033552-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sz756n
title: Occurrence Download

description: A dataset containing 172473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Taeniopygia bichenovii)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 172473 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033527-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bg9kp
title: Occurrence Download

description: A dataset containing 1129232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strix varia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 1129232 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033525-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jpz5d
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterornis hypogrammicus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 70 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033554-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx2esb
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parapercis lineopunctata"
 ]
}

 The dataset includes 196 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033555-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spxkxq
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterornis latistriatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033556-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hnx9n
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterornis nigrorum)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 123 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033557-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fstg8y
title: Occurrence Download

description: A dataset containing 2439 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zatypota"
 ]
}

 The dataset includes 2439 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033558-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vyra7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACM4488"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033559-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62zqnb
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterornis striatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 112 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033560-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16786834
title: Measuring What Matters Connecting AI Ethics Evaluations to System Attributes Hazards and Harms
DOI: 10.5281/zenodo.16786835
title: Measuring What Matters Connecting AI Ethics Evaluations to System Attributes Hazards and Harms
DOI: 10.15468/dl.tav3dc
title: Occurrence Download

description: A dataset containing 31785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus pardalis"
 ]
}

 The dataset includes 31785 records from 445 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033561-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52bvpp
title: Occurrence Download

description: A dataset containing 1166465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is FRA.11.1_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1166465 records from 1111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033539-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29750034
title: Machine learning-driven prognostic and diagnostic models for lung adenocarcinoma using intratumor heterogeneity and multi-omics data

description: Intratumor heterogeneity (ITH) significantly impacts cancer prognosis and treatment response. Focusing on lung adenocarcinoma (LUAD), this study investigates the relationship between ITH and clinical outcomes, and constructs machine learning-based prognostic and diagnostic models. ITH scores were calculated using the DEPTH2 package, and weighted gene co-expression network analysis (WGCNA) was applied to identify ITH-associated core genes. A 19-gene prognostic model was developed using Elastic Net (Enet), and a 7-gene diagnostic model was built through a combination of LASSO and Random Forest (RF). The prognostic model was validated across six independent datasets, while the diagnostic model was tested in three. ITH was found to correlate significantly with clinical characteristics such as gender, M stage, and overall survival. WGCNA revealed the black and lightgreen modules as key to ITH, contributing 126 core genes. Both models demonstrated strong predictive performance and generalizability, accurately stratifying LUAD patients and distinguishing them from healthy controls. These findings underscore the clinical value of incorporating ITH and multi-omics data into model construction to enhance precision in LUAD diagnosis and prognosis.
DOI: 10.6084/m9.figshare.29750034.v1
title: Machine learning-driven prognostic and diagnostic models for lung adenocarcinoma using intratumor heterogeneity and multi-omics data

description: Intratumor heterogeneity (ITH) significantly impacts cancer prognosis and treatment response. Focusing on lung adenocarcinoma (LUAD), this study investigates the relationship between ITH and clinical outcomes, and constructs machine learning-based prognostic and diagnostic models. ITH scores were calculated using the DEPTH2 package, and weighted gene co-expression network analysis (WGCNA) was applied to identify ITH-associated core genes. A 19-gene prognostic model was developed using Elastic Net (Enet), and a 7-gene diagnostic model was built through a combination of LASSO and Random Forest (RF). The prognostic model was validated across six independent datasets, while the diagnostic model was tested in three. ITH was found to correlate significantly with clinical characteristics such as gender, M stage, and overall survival. WGCNA revealed the black and lightgreen modules as key to ITH, contributing 126 core genes. Both models demonstrated strong predictive performance and generalizability, accurately stratifying LUAD patients and distinguishing them from healthy controls. These findings underscore the clinical value of incorporating ITH and multi-omics data into model construction to enhance precision in LUAD diagnosis and prognosis.