Improving diagnosis and prognosis of lung cancer using vision transformers: a scoping review.

Publication Year: 2023

DOI:
10.1186/s12880-023-01098-z

PMCID:
PMC10503208

PMID:
37715137

Journal Information

Full Title: BMC Med Imaging

Abbreviation: BMC Med Imaging

Country: Unknown

Publisher: Unknown

Language: N/A

Publication Details

Subject Category: Diagnostic Imaging

Available in Europe PMC: Yes

Available in PMC: Yes

PDF Available: No

Transparency Score
5/6
83.3% Transparent
Transparency Indicators
Click on green indicators to view evidence text
Core Indicators
Evidence found in paper:

"table 4 datasets used in the included studies dataset name url used by lc25000 https://github com/tampapath/lung_colon_image_set [ ] national lung screening trial (nlst) https://www cancer gov/types/lung/research/nlst [ ] non-small cell lung cancer (nsclc) https://www cancer gov/about-nci/organization/ccg/research/structural-genomics/tcga/studied-cancers/lung-adenocarcinoma [ ] lung squamous cell carcinoma (tcga-lusc) https://wiki cancerimagingarchive net/pages/viewpage action?; pageid=1966254 [ - ] [ ] luna16 https://luna16 grand-challenge org/data/ [ ] tianchi lung nodule detection dataset https://tianchi aliyun com/competition/entrance/231601/introduction [ ] cbioportal https://www cbioportal org/ [ ] medical segmentation decathlon http://medicaldecathlon com/ [ ] lung1 https://wiki cancerimagingarchive net/display/public/nsclc-radiomics [ ] lungx https://wiki cancerimagingarchive net/display/public/spie-aapm+lung+ct+challenge [ ] nsclc radiogenomics https://wiki cancerimagingarchive net/display/public/nsclc+radiogenomics [ ] nlstt (derived from nlst) https://github com/liaw05/stmixer [ ] shanghai pulmonary hospital private [ ] huadong hospital dataset private [ ] west china hospital of sichuan university private [ ] shanxi provincial people's hospital private [ ] chcams private [ ] the most commonly used evaluation metrics in the included studies were accuracy and area under the roc curve (auc) each reported in 16 studies."

Evidence found in paper:

"table 4 datasets used in the included studies dataset name url used by lc25000 https://github com/tampapath/lung_colon_image_set [ ] national lung screening trial (nlst) https://www cancer gov/types/lung/research/nlst [ ] non-small cell lung cancer (nsclc) https://www cancer gov/about-nci/organization/ccg/research/structural-genomics/tcga/studied-cancers/lung-adenocarcinoma [ ] lung squamous cell carcinoma (tcga-lusc) https://wiki cancerimagingarchive net/pages/viewpage action?; pageid=1966254 [ - ] [ ] luna16 https://luna16 grand-challenge org/data/ [ ] tianchi lung nodule detection dataset https://tianchi aliyun com/competition/entrance/231601/introduction [ ] cbioportal https://www cbioportal org/ [ ] medical segmentation decathlon http://medicaldecathlon com/ [ ] lung1 https://wiki cancerimagingarchive net/display/public/nsclc-radiomics [ ] lungx https://wiki cancerimagingarchive net/display/public/spie-aapm+lung+ct+challenge [ ] nsclc radiogenomics https://wiki cancerimagingarchive net/display/public/nsclc+radiogenomics [ ] nlstt (derived from nlst) https://github com/liaw05/stmixer [ ] shanghai pulmonary hospital private [ ] huadong hospital dataset private [ ] west china hospital of sichuan university private [ ] shanxi provincial people's hospital private [ ] chcams private [ ] the most commonly used evaluation metrics in the included studies were accuracy and area under the roc curve (auc) each reported in 16 studies.; in the included studies only nine studies [ - ] provided a github link for the implementation code."

Evidence found in paper:

"Declarations Ethics approval and consent to participateNot applicable. Consent for publicationNot applicable. Competing interestsThe authors declare no competing interests. Competing interests The authors declare no competing interests."

Evidence found in paper:

"Funding Open Access funding provided by Qatar National Library."

Protocol Registration
Open Access
Paper is freely available to read
Additional Indicators
Replication
Novelty Statement
Assessment Info

Tool: rtransparent

OST Version: N/A

Last Updated: Aug 05, 2025