cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110681838
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.17632/vvdgr3tttn.1
title: The impact of early pension withdrawals on household finances and inflation

description: The data and codes replicate the aggregate estimates for the paper "The impact of early pension withdrawals on household finances and inflation". The codes use pre-downloaded data from Eurostat and ECB, and software such as Stata, EViews and MS Excel to process the data and replicate the findings.
DOI: 10.25549/inscriptifact-ouc110682782
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110782524
title: Proto-Sinaitic Inscription 351

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 351 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 22 cm ❧ [Physical Object Note:] Same block contains Sinai 349; includes depiction of god Ptah
DOI: 10.25549/inscriptifact-ouc110682780
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110782518
title: Proto-Sinaitic Inscription 351

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 351 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 22 cm ❧ [Physical Object Note:] Same block contains Sinai 349; includes depiction of god Ptah
DOI: 10.25549/inscriptifact-ouc110682777
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110782475
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110682774
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110782473
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110782445
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110782451
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110681755
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110782414
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.15472/eatnr1
title: Mariposas diurnas (Lepidoptera: Papilionoidea) en la Reserva forestal El Romeral (Cordillera Central, Antioquia, Colombia)

description: Las mariposas se consideran un grupo biológico de importancia como indicadoras del estado y conservación de los ecosistemas, por lo que estudios sobre su diversidad y distribución son relevantes, en especial si estos se realizan en hábitats naturales conformados por relictos de bosques aún conservados, que circundan o limitan grandes concentraciones urbanas, ofrecen una amplia variedad de servicios ecosistémicos y mantienen la conectividad estructural del paisaje natural a nivel regional. En este trabajo se presenta una base de datos pública en el SIB Colombia, producto de varios estudios sobre la diversidad y complementariedad de una comunidad de mariposas (Lepidoptera: Papilionoidea) en la reserva El Romeral, un área protegida ubicada al suroeste del Valle de Aburrá sobre la cordillera Central en el departamento de Antioquia. Se reporta la presencia de 69 especies, 40 géneros, 12 subfamilias y 5 familias de mariposas diurnas en ecosistemas de bosque de niebla entre los 2250 y 2878 m s.n.m. Registros únicos y especies endémicas son también reportados para esta reserva. La información se encuentra asociada a ejemplares depositados en la colección entomológica del Instituto de Investigaciones en recursos Biológicos Alexander von Humboldt y el Museo Entomológico Francisco Luis Gallego de la Universidad Nacional de Colombia sede Medellín, así como a secuencias barcode correspondientes al gen mitocondrial cox1, publicadas en la base de datos GenBank.
DOI: 10.25549/inscriptifact-ouc110681748
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110782408
title: Proto-Sinaitic Inscription 352

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 352 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 30 x 19 cm
DOI: 10.25549/inscriptifact-ouc110681746
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110782404
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110681734
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110782398
title: Proto-Sinaitic Inscription 349

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 349 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Rock inscription in steliform panel, 32 x 24 cm
DOI: 10.25549/inscriptifact-ouc110681729
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681732
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681634
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682080
title: Persepolis Fortification Elamite Tablet 2223.103, Fort 2223.103

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2223.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge, lower left corner. Damage on left edge. Most of bottom edge is missing.
DOI: 10.25549/inscriptifact-ouc110681629
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682059
title: Persepolis Fortification Elamite Tablet 2223.103, Fort 2223.103

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2223.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge, lower left corner. Damage on left edge. Most of bottom edge is missing.
DOI: 10.25549/inscriptifact-ouc110681621
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682046
title: Persepolis Fortification Elamite Tablet 2223.103, Fort 2223.103

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2223.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge, lower left corner. Damage on left edge. Most of bottom edge is missing.
DOI: 10.25549/inscriptifact-ouc110681615
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682042
title: Persepolis Fortification Elamite Tablet 2223.103, Fort 2223.103

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2223.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge, lower left corner. Damage on left edge. Most of bottom edge is missing.
DOI: 10.25345/c5377679g
title: MassIVE MSV000099828 - DISTINCT LYSOSOMAL DYSFUNCTION PATTERNS OF PROGRANULIN DEFICIENCY IN THE CNS IMPLICATE PROGRANULIN IN CELL TYPE-SPECIFIC PROTEIN SORTING
title: Sample ECL1_1206243: Samples are immunopurified lysosomes from 6 Cx3cr1-Cre+;Grn WT (TMTpro labels 126, 127N, 127C, 128N, 128C, 129N), 6 Cx3cr1-Cre+;Grn Het (Labels 129C, 130N, 130C, 131N, 131C, 132N), 5 Cx3cr1-Cre+;Grn KO (Labels 132C, 133N, 133C, 134N, 134C), and 1 Cx3cr1-Cre- control (Label 135N) mouse spleens. Sample ECL1_1231171: Samples are immunopurified lysosomes from 4 Cx3cr1-Cre+;Grn WT (TMTpro labels 126, 127N, 127C, 128N), 7 Cx3cr1-Cre+;Grn Het (Labels 128C, 129N, 129C, 130N, 130C, 131N, 131C), 6 Cx3cr1-Cre+;Grn KO (Labels 132N, 132C, 133N, 133C, 134N, 134C), and 1 Cx3cr1-Cre- control (Label 135N) mouse brains. Sample ECL1_1238718: Samples are immunopurified lysosomes from 3 UBC-Cre+;Grn WT (TMT labels 126, 127N, 127C), 3 UBC-Cre+;Grn Het (Labels 128N, 128C, 129N), 3 UBC-Cre+;Grn KO (Labels 129C, 130N, 130C), and 1 UBC-Cre- control (Label 131N) mouse brains. Sample ECL1_1243030: Samples are immunopurified lysosomes from 5 Aldh1l1-Cre+;Grn WT (TMTpro labels 126, 127N, 127C, 128N, 128C), 5 Aldh1l1-Cre+;Grn Het (Labels 129N, 129C, 130N, 130C, 131N), 5 Aldh1l1-Cre+;Grn KO (Labels 131C, 132N, 132C, 133N, 133C), and 1 Aldh1l1-Cre- control (Label 134N) mouse brains. Sample ECL1_1247483: Samples are immunopurified lysosomes from 5 Syn-Cre+;Grn WT (TMTpro labels 126, 127N, 127C, 128N, 128C), 5 Syn-Cre+;Grn Het (Labels 129N, 129C, 130N, 130C, 131N), 5 Syn-Cre+;Grn KO (Labels 131C, 132N, 132C, 133N, 133C), and 1 Syn-Cre- control (Label 134N) mouse brains.
DOI: 10.25549/inscriptifact-ouc110682044
title: Persepolis Fortification Elamite Tablet 2223.103, Fort 2223.103

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2223.103 ❧ [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 ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge, lower left corner. Damage on left edge. Most of bottom edge is missing.
DOI: 10.25549/inscriptifact-ouc110782296
title: Proto-Sinaitic Inscription 354

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 354 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragments of rock inscription in steliform panel, 31 x 21 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 353
DOI: 10.25549/inscriptifact-ouc110782274
title: Proto-Sinaitic Inscription 354

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 354 ❧ [Excavation Description:] Discovered in 1905 near entrance to Mine L on stones split off from mountainside ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragments of rock inscription in steliform panel, 31 x 21 cm ❧ [Physical Object Note:] Some fragments joined to Sinai 353
DOI: 10.17632/kmbctbg39y.2
title: Deep Learning Binary Classification of Inflammation during Keratinocyte Carcinoma Treatment with Topical Applications of Imiquimod, 5-fluorouracil, and Retinoids

description: Background: Keratinocyte carcinomas (KCs) require monitoring during topical therapy treatment. Artificial intelligence could enable automated assessment of inflammation status to support telemedicine-based care.
Objective: Evaluate three deep learning approaches for binary classification of inflammation status in KCs treated with topical imiquimod, 5-fluorouracil, and retinoids (IMI/5-FU/RET).
Methods: Retrospective study analyzing 2,170 clinical images of KCs collected from 2011-2024 at a dermatology practice. Images were labeled as having "active" or "inactive" inflammation by a physician and split into training (70%), validation (20%), and testing (10%) sets. Approaches used included a convolutional neural network (CNN), pre-trained feature extractors with linear probing using ResNet50, MobileNetV2, and DenseNet121 architectures, and pre-trained feature extractors with K-nearest neighbor classification.
Results: ResNet50 with K-NN classification achieved the best overall performance on test data, with 89.7% accuracy, 87.35% recall, 90.95% precision, and 88.85% F1 score. 
Limitations: The dataset consisted primarily of fair-skinned individuals from a single dermatology practice, limiting generalizability. Images sometimes contained artifacts and variability in lighting and camera parameters. 
Conclusion: Pre-trained deep learning models effectively classified inflammation status in KC treatment and could enable automated monitoring of topical therapy response and support telemedicine workflows. External validation on diverse populations and clinical settings is needed before implementation.