cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rg8wv3csxg.1
title: AISSLab Breast Cancer Sub-datasets: Task-Oriented Structuring of Mammographic Images for Classification Scenarios

description: The AISSLab Breast Cancer Subdatasets provide a structured and task-oriented collection of mammographic images designed for AI-based classification research.
The dataset is organized into Raw and Augmented subdatasets, enabling effective training and evaluation of deep learning models.

Sub-datasets overview:

AISSLab-v1: Normal (100) vs. Abnormal (166) → 266 raw images → 1064 augmented images

AISSLab-v2: Normal (100) vs. Malignant (100) → 200 raw images → 800 augmented images

AISSLab-v3: Benign (66) vs. Malignant (100) → 166 raw images → 664 augmented images

AISSLab-v4: Benign (66), Malignant (100), Normal (100) → 266 raw images → 1064 augmented images

AISSLab-v5: BI-RADS 2 (18), BI-RADS 3 (48), BI-RADS 4 (54), BI-RADS 5 (46) → 166 raw images → 664 augmented images

This modular design allows researchers to experiment with binary and multiclass classification tasks, while the applied data augmentation helps increase sample size and reduce class imbalance.

The dataset complies with the FAIR Data Principles to ensure reusability, transparency, and interoperability.
This version transforms AISSLab into a modular and reusable benchmark for medical AI researchers working on classification tasks in mammography.

Citation

Researchers utilizing the AISSLab Subdatasets are kindly requested to cite the following works:

A. M. Al-Hejri, R. M. Al-Tam, M. Fazea, A. H. Sable, S. Lee, and M. A. Al-antari, “ETECADx: Ensemble Self-Attention Transformer Encoder for Breast Cancer Diagnosis Using Full-Field Digital X-ray Breast Images,” Diagnostics, vol. 13, no. 1, Jan. 2023, doi: 10.3390/diagnostics13010089.

R. M. Al-Tam, A. M. Al-Hejri, S. S. Alshamrani, M. A. Al-antari, and S. M. Narangale, “Multimodal breast cancer hybrid explainable computer-aided diagnosis using medical mammograms and ultrasound Images,” Biocybern Biomed Eng, vol. 44, no. 3, pp. 731–758, Jul. 2024, doi: 10.1016/j.bbe.2024.08.007.

Contact

For any inquiries regarding the dataset, please feel free to reach out via email: tugcecoban74@gmail.com
DOI: 10.5517/cc87vcp
title: CCDC 245872: Experimental Crystal Structure Determination

description: Related Article: Fei Gao, Bian-Hong Meng, Yi-Bin Wei|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|m360|doi:10.1107/S0108270104012867
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vdq
title: CCDC 245873: Experimental Crystal Structure Determination

description: Related Article: N.Caylak, T.Hokelek, S.Bilge, B.Ozguc, Z.Kilic|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o461|doi:10.1107/S0108270104010169
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vfr
title: CCDC 245874: Experimental Crystal Structure Determination

description: Related Article: T.V.Sundar, V.Parthasarathi, K.Sarkunam, M.Nallu, B.Walfort, H.Lang|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o464|doi:10.1107/S0108270104010923
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vgs
title: CCDC 245875: Experimental Crystal Structure Determination

description: Related Article: T.V.Sundar, V.Parthasarathi, K.Sarkunam, M.Nallu, B.Walfort, H.Lang|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o464|doi:10.1107/S0108270104010923
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vht
title: CCDC 245876: Experimental Crystal Structure Determination

description: Related Article: E.Castro, L.E.Cuca Suarez, P.Siengalewicz, R.Gutmann, G.Czermak, P.Brueggeller|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o467|doi:10.1107/S0108270104010650
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/bpyzmjrcv8.1
title: Data From a Randomized Control Trial That Examined the Impact of a Cash Transfer and Psychological Intervention on Alcohol Outcomes and Household Welfare in India, 2018-2019

description: This dataset comes from a randomized controlled trial in India that tested the effects of a cash transfer and a psychological counselling intervention on alcohol outcomes and household welfare. It includes baseline demographic and household information (200 households), as well as detailed daily alcohol consumption, expenditure, and blood alcohol content data for 220 frequent alcohol users over 90 days. Measures of psychological hardiness and alcohol dependency (CAGE questionnaire) were collected at both baseline and endline.
DOI: 10.5517/cc87vkw
title: CCDC 245878: Experimental Crystal Structure Determination

description: Related Article: Li Feng, Zhi-Ming Li, Yong-Sheng Tan, Min-Qin Chen, Lin-Hong Weng, Feng-Gang Tao|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o473|doi:10.1107/S0108270104010583
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vlx
title: CCDC 245879: Experimental Crystal Structure Determination

description: Related Article: E.M.Mohamed, K.Panchanatheswaran, J.N.Low, C.Glidewell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o475|doi:10.1107/S0108270104012211
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vmy
title: CCDC 245880: Experimental Crystal Structure Determination

description: Related Article: J.N.Low, J.Cobo, J.Mera, J.Quiroga, C.Glidewell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o479|doi:10.1107/S0108270104011291
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vnz
title: CCDC 245881: Experimental Crystal Structure Determination

description: Related Article: J.N.Low, J.Cobo, J.Mera, J.Quiroga, C.Glidewell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o479|doi:10.1107/S0108270104011291
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/55zfpf5t73
title: iPSC-derived ITGA6-positive cells restore aqueous humor outflow in glaucoma eyes

description: Decreased trabecular meshwork (TM) cellularity, which is a critical pathological cause of primary open-angle glaucoma (POAG), lacks effective regenerative therapies. Here, we used multi-modal RNA sequencing to investigate regeneration mechanisms of induced pluripotent stem cell-derived TM cells (iPSC-TM). We identified a distinct iPSC-derived alpha6 integrin-positive (iPSC-ITGA6+) cell population with unique transcriptional signatures absent in primary TM cells. Particularly, iPSC-ITGA6+ cells demonstrated superior capacity to induce TM proliferation, restore aqueous humor outflow, and repopulate damaged ocular drainage tissues. Furthermore, we uncovered paraspeckle assembly as the key molecular mechanism enabling rejuvenation of endogenous cells, establishing a novel menRNA-based strategy for TM regeneration.
DOI: 10.5517/cc87vp0
title: CCDC 245882: Experimental Crystal Structure Determination

description: Related Article: J.N.Low, J.Cobo, H.Insuasty, M.Estrada, E.Cortes, C.Glidewell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o483|doi:10.1107/S0108270104012090
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vq1
title: CCDC 245883: Experimental Crystal Structure Determination

description: Related Article: J.N.Low, J.Cobo, B.Insuasty, F.Orozco, C.Glidewell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o486|doi:10.1107/S0108270104011540
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/55zfpf5t73.1
title: iPSC-derived ITGA6-positive cells restore aqueous humor outflow in glaucoma eyes

description: Decreased trabecular meshwork (TM) cellularity, which is a critical pathological cause of primary open-angle glaucoma (POAG), lacks effective regenerative therapies. Here, we used multi-modal RNA sequencing to investigate regeneration mechanisms of induced pluripotent stem cell-derived TM cells (iPSC-TM). We identified a distinct iPSC-derived alpha6 integrin-positive (iPSC-ITGA6+) cell population with unique transcriptional signatures absent in primary TM cells. Particularly, iPSC-ITGA6+ cells demonstrated superior capacity to induce TM proliferation, restore aqueous humor outflow, and repopulate damaged ocular drainage tissues. Furthermore, we uncovered paraspeckle assembly as the key molecular mechanism enabling rejuvenation of endogenous cells, establishing a novel menRNA-based strategy for TM regeneration.
DOI: 10.5517/cc87vr2
title: CCDC 245884: Experimental Crystal Structure Determination

description: Related Article: F.Seela, K.Shaikh, H.Eickmeier|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o489|doi:10.1107/S0108270104011552
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vs3
title: CCDC 245885: Experimental Crystal Structure Determination

description: Related Article: Fang-Fang Jian, Hai-Lian Xiao, Yong-Qi Qin, Liang-Zhong Xu|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o492|doi:10.1107/S0108270104012351
description: Related Article: Fa-Qian Liu, Yong-Qi Qin, Liang-Zhong Xu, Lu-De Lu, Xu-Jie Yang, Xin Wang|2005|Chin.J.Chem.|23|881|doi:10.1002/cjoc.200590881
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/547gnng26f
title: Dataset for the publication: Bimetallic 17-4 PH/316L Stainless Steel: Interfacial Diffusion and Mechanical Response in Multi-Material MEX

description: This repository contains the organized data from the research group GAM: Group of Applied Mechanics and Advanced Manufacturing for the article titled "Bimetallic 17-4 PH/316L Stainless Steel: Interfacial Diffusion and Mechanical Response in Multi-Material MEX ", published in the Additive Manufacturing Letters Journal. Feel free to use this data set and kindly cite the article.

THE DATA IS ORGANIZED AS FOLLOWS:
000_Fractography: CONTAINS THE IMAGES OF THE SAMPLES TO ASSESS FRACTOGRAPHY.
001_Microstructure: CONTAINS THE IMAGES OF THE ETCHED SAMPLES.
002_Porosity: CONTAINS THE DATA USED TO CALCULATE THE POROSITY.
003_Tensile: CONTAINS THE RAW DATA OF THE TENSILE TESTS.
004_3PB: CONTAINS THE RAW DATA OF THE THREE POINT BENDING TESTS.
DOI: 10.5517/cc87vv5
title: CCDC 245887: Experimental Crystal Structure Determination

description: Related Article: P.Kurfurst, J.Marek, J.Vanco, J.Csollei|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o494|doi:10.1107/S0108270104011369
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vw6
title: CCDC 245888: Experimental Crystal Structure Determination

description: Related Article: G.Bruno, A.Rotondo, G.Grassi, F.Foti, F.Risitano, F.Nicolo|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o496|doi:10.1107/S010827010401265X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/547gnng26f.1
title: Dataset for the publication: Bimetallic 17-4 PH/316L Stainless Steel: Interfacial Diffusion and Mechanical Response in Multi-Material MEX

description: This repository contains the organized data from the research group GAM: Group of Applied Mechanics and Advanced Manufacturing for the article titled "Bimetallic 17-4 PH/316L Stainless Steel: Interfacial Diffusion and Mechanical Response in Multi-Material MEX ", published in the Additive Manufacturing Letters Journal. Feel free to use this data set and kindly cite the article.

THE DATA IS ORGANIZED AS FOLLOWS:
000_Fractography: CONTAINS THE IMAGES OF THE SAMPLES TO ASSESS FRACTOGRAPHY.
001_Microstructure: CONTAINS THE IMAGES OF THE ETCHED SAMPLES.
002_Porosity: CONTAINS THE DATA USED TO CALCULATE THE POROSITY.
003_Tensile: CONTAINS THE RAW DATA OF THE TENSILE TESTS.
004_3PB: CONTAINS THE RAW DATA OF THE THREE POINT BENDING TESTS.
DOI: 10.5517/cc87vx7
title: CCDC 245889: Experimental Crystal Structure Determination

description: Related Article: S.Soylu, H.Kocaokutgen, M.Gur, P.Lonnecke|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o498|doi:10.1107/S0108270104011308
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vy8
title: CCDC 245890: Experimental Crystal Structure Determination

description: Related Article: T.Matsumoto, T.Matsumoto, M.Watanabe, S.Mataka, T.Thiemann|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o501|doi:10.1107/S0108270104012326
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7580n
title: CCDC 213590: Experimental Crystal Structure Determination

description: Related Article: Dachriyanus, A.Bakhtiar, M.V.Sargent, B.W.Skelton, A.H.White|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o503|doi:10.1107/S0108270104012922
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87vz9
title: CCDC 245891: Experimental Crystal Structure Determination

description: Related Article: Yun-Yan Kuang, Ming Huo, Fen-Er Chen|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o505|doi:10.1107/S010827010401131X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87ww7
title: CCDC 245919: Experimental Crystal Structure Determination

description: Related Article: A.Sengul, N.Karadayi, O.Buyukgungor|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o507|doi:10.1107/S010827010401220X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87wx8
title: CCDC 245920: Experimental Crystal Structure Determination

description: Related Article: C.Yuksektepe, H.Saracoglu, M.Koca, A.Cukurovali, N.Caliskan|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o509|doi:10.1107/S0108270104012302
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87wy9
title: CCDC 245921: Experimental Crystal Structure Determination

description: Related Article: C.Glidewell, J.N.Low, J.M.S.Skakle, J.L.Wardell|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o511|doi:10.1107/S0108270104013575
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87wzb
title: CCDC 245922: Experimental Crystal Structure Determination

description: Related Article: G.Gasser, H.Stoeckli-Evans|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o514|doi:10.1107/S0108270104009485
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87x0d
title: CCDC 245923: Experimental Crystal Structure Determination

description: Related Article: G.Gasser, H.Stoeckli-Evans|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o514|doi:10.1107/S0108270104009485
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87x1f
title: CCDC 245924: Experimental Crystal Structure Determination

description: Related Article: J.E.Perez-Vargas, F.J.Martinez-Martinez, I.I.Padilla-Martinez, H.Hopfl, E.V.Garcia-Baez|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o517|doi:10.1107/S0108270104012806
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87x2g
title: CCDC 245925: Experimental Crystal Structure Determination

description: Related Article: B.B.Averkiev, T.V.Timofeeva, A.B.Sheremetev, E.V.Shatunova, M.Yu.Antipin|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o520|doi:10.1107/S0108270104007541
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc87x3h
title: CCDC 245926: Experimental Crystal Structure Determination

description: Related Article: B.B.Averkiev, T.V.Timofeeva, A.B.Sheremetev, E.V.Shatunova, M.Yu.Antipin|2004|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|60|o520|doi:10.1107/S0108270104007541
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.