cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7989956
title: Explainable AI for Retinoblastoma Diagnosis: Interpreting Deep Learning Models with LIME and SHAP

description: Retinoblastoma is a rare and aggressive form of childhood eye cancer that requires prompt diagnosis and treatment to prevent vision loss and even death. Deep learning models have shown promising results in detecting retinoblastoma from fundus images, but their decision-making process is often considered a "black box" that lacks transparency and interpretability. In this project, we explore the use of LIME and SHAP, two popular explainable AI techniques, to generate local and global explanations for a deep learning model based on InceptionV3 architecture trained on retinoblastoma and non-retinoblastoma fundus images. We collected and labeled a dataset of 400 retinoblastoma and 400 non-retinoblastoma images, split it into training, validation, and test sets, and trained the model using transfer learning from the pre-trained InceptionV3 model. We then applied LIME and SHAP to generate explanations for the model's predictions on the validation and test sets. Our results demonstrate that LIME and SHAP can effectively identify the regions and features in the input images that contribute the most to the model's predictions, providing valuable insights into the decision-making process of the deep learning model. In addition, the use of InceptionV3 architecture with spatial attention mechanism achieved high accuracy of 97\% on the test set, indicating the potential of combining deep learning and explainable AI for improving retinoblastoma diagnosis and treatment.
description: {"references": ["Humayun, M., Ashfaq, F., Jhanjhi, N. Z., & Alsadun, M. K. (2022). Traffic management: Multi-scale vehicle detection in varying weather conditions using yolov4 and spatial pyramid pooling network. Electronics, 11(17), 2748.", "Ashfaq, F., Ghoniem, R. M., Jhanjhi, N. Z., Khan, N. A., & Algarni, A. D. (2023). Using Dual Attention BiLSTM to Predict Vehicle Lane Changing Maneuvers on Highway Dataset. Systems, 11(4), 196.", "Aldughayfiq, B., Ashfaq, F., Jhanjhi, N. Z., & Humayun, M. (2023, April). YOLO-Based Deep Learning Model for Pressure Ulcer Detection and Classification. In Healthcare (Vol. 11, No. 9, p. 1222). MDPI."]}
DOI: 10.5517/ccdc.csd.cc27qcy9
title: CCDC 2077091: Experimental Crystal Structure Determination

description: Related Article: Shinjiro Takano, Emi Ito, Toshikazu Nakamura, Tatsuya Tsukuda|2023|J.Phys.Chem.C|127|4360|doi:10.1021/acs.jpcc.2c09037
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/ccdc.csd.cc27qczb
title: CCDC 2077092: Experimental Crystal Structure Determination

description: Related Article: Shinjiro Takano, Emi Ito, Toshikazu Nakamura, Tatsuya Tsukuda|2023|J.Phys.Chem.C|127|4360|doi:10.1021/acs.jpcc.2c09037
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/ccdc.csd.cc27qd0d
title: CCDC 2077093: Experimental Crystal Structure Determination

description: Related Article: Shinjiro Takano, Emi Ito, Toshikazu Nakamura, Tatsuya Tsukuda|2023|J.Phys.Chem.C|127|4360|doi:10.1021/acs.jpcc.2c09037
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/ccdc.csd.cc2d8bkl
title: CCDC 2212549: Experimental Crystal Structure Determination

description: Related Article: Yanji Song, Shi Tang, Qianping Chen, Qingfa Tan, Weidi Cao, Xiaoming Feng, Xiaohua Liu|2023|Org.Chem.Front.|10|2734|doi:10.1039/D3QO00306J
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/ccdc.csd.cc2djy0x
title: CCDC 2220809: Experimental Crystal Structure Determination

description: Related Article: Ehsan Joukar Bahaderani|2023|CSD Communication|||
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: 10.6084/m9.figshare.23266994
title: EFFICIENCY OF A STRUCTURED SQUAT-BASED PROGRAM IN KNEE OSTEOARTHRITIS REHABILITATION

description: EFFICIENCY OF A STRUCTURED SQUAT-BASED PROGRAM IN KNEE OSTEOARTHRITIS REHABILITATION
DOI: 10.6084/m9.figshare.19426775.v4
title: scz2022

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.23266850
title: Shal ewes (C-2)

description: ovary tissue of Shal ewes , RNA-seq,Iranian sheep
DOI: 10.6084/m9.figshare.23267009
title: NSI% Dataset - Standardized symmetry index

description: Dataset for calculation of the normalized symmetry index (NSI%) over three timepoints prior, during and after application of rotary prisms.
DOI: 10.6084/m9.figshare.23267009.v1
title: NSI% Dataset - Standardized symmetry index

description: Dataset for calculation of the normalized symmetry index (NSI%) over three timepoints prior, during and after application of rotary prisms.
DOI: 10.6084/m9.figshare.16783438
title: [Dataset]Hisataka Hasegawa et al., Diameter of human Day 6 blastocysts reflects genetic homogeneity of trophectoderm components: A preliminary study

description: Patient background, inner diameter, culture time, and PGT-A results for human day 6 blastocysts.
DOI: 10.6084/m9.figshare.16783438.v5
title: [Dataset]Hisataka Hasegawa et al., Diameter of human Day 6 blastocysts reflects genetic homogeneity of trophectoderm components: A preliminary study

description: Patient background, inner diameter, culture time, and PGT-A results for human day 6 blastocysts.
DOI: 10.6084/m9.figshare.16783438.v4
title: [Dataset]Hisataka Hasegawa et al., Diameter of human Day 6 blastocysts reflects genetic homogeneity of trophectoderm components.

description: Patient background, inner diameter, culture time, and PGT-A results for human day 6 blastocysts.
DOI: 10.15468/dl.f2nncy
title: Occurrence Download

description: A dataset containing 79095 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinus delphis Linnaeus, 1758"
 ]
}

 The dataset includes 79095 records from 436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066175-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw3m3r
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leiopicus mahrattensis (Latham, 1801)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 63 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047597-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ivws5l
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engystomops freibergi (Donoso-Barros, 1969)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004423-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp2uxr
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monopylephorus rubroniveus Levinsen, 1884"
 ]
}

 The dataset includes 175 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151329-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku6u2w
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Umgebung der Grundschule Oderberg"
 ]
}

 The dataset includes 219 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004423-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm3o8w
title: Occurrence Download

description: A dataset containing 9328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Acanthaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 9328 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035619-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpukt4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysosplenium sikangense H.Hara"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137700-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rw2wuu
title: Occurrence Download

description: A dataset containing 22423 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Nematoda",
 "TaxonKey is Mesostigmata",
 "TaxonKey is Polychaeta"
 ]
 },
 "Country is Spain"
 ]
}

 The dataset includes 22423 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004423-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukb5bx
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andropogon kelleri Hack.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036098-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddq2vw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysosplenium taibaishanense J.T.Pan"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137702-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbveb6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caulerpa andamanensis (W.R.Taylor) Draisma, Prudhomme & Sauvage, 2014",
 "HasCoordinate is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004423-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u2wq2
title: Occurrence Download

description: A dataset containing 406641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron L."
 ]
}

 The dataset includes 406641 records from 865 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008268-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtft8a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Fejervarya sakishimensis Matsui, Toda & Ota, 2008"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133690-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh4pjw
title: Occurrence Download

description: A dataset containing 210528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 32.097476, 35.924964333333335 49.184106666666665, 1.8796086666666671 49.184106666666665, 1.8796086666666671 32.097476, 35.924964333333335 32.097476))",
 "EventDate is 2011-03-01,2011-03-31"
 ]
}

 The dataset includes 210528 records from 551 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059295-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5xy9g
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Greigia pearcei Mez"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-160802083343578/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ex5crs
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holozoidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1489 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059277-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbjmuv
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclopes didactylus (Linnaeus, 1758)"
 ]
}

 The dataset includes 528 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eupzrw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haliclona stygobia Gómez & Calderón-Gutiérrez, 2020"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059290-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjbeos
title: Occurrence Download

description: A dataset containing 5452 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NPWS Seal Database"
 ]
}

 The dataset includes 5452 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022380-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8unzl
title: Occurrence Download

description: A dataset containing 950 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptostegia grandiflora (Roxb.) R. Br."
 ]
}

 The dataset includes 950 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-170814131059671/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch4h49
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera anomala Curtis"
 ]
}

 The dataset includes 497 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182228-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ef89e
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Revision of the pale-bellied Micronycteris Gray, 1866 (Chiroptera, Phyllostomidae) with descriptions of two new species"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059286-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.olb2uj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porthidium porrasi Lamar, 2003",
 "DatasetKey is LACM Vertebrate Collection"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-170816103707345/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eugzam
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Osmia iridis Cockerell & Titus, 1902"
 ]
}

 The dataset includes 156 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029385-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b23fz6
title: Occurrence Download

description: A dataset containing 19074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lontra canadensis (Schreber, 1777)"
 ]
}

 The dataset includes 19074 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000895-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pobetc
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cactoblastis cactorum (Berg, 1885)"
 ]
}

 The dataset includes 140 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-170817152713382/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdcq6i
title: Occurrence Download

description: A dataset containing 989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.75069 -30.59188,-7.24931 -30.59188,-7.24931 7.59188,-102.75069 7.59188,-102.75069 -30.59188))",
 "HasCoordinate is true",
 "TaxonKey is Hancornia speciosa Gomes",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 989 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033952-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65d954
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is CHN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Turdus feae (Salvadori, 1887)",
 "Year 2020-2023"
 ]
}

 The dataset includes 51 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186181-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5gzbf
title: Occurrence Download

description: A dataset containing 29124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Didelphimorphia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29124 records from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000164-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jsout
title: Occurrence Download

description: A dataset containing 2916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunelliaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 2916 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036205-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wchab2
title: Occurrence Download

description: A dataset containing 2883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Dynamine postverta mexicana d'Almeida, 1952"
 ]
}

 The dataset includes 2883 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004265-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ng6yz
title: Occurrence Download

description: A dataset containing 36657 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Specimen from Herbarium (LBG) in China, Lushan Botanical Garden, Jiangxi and Chinese Academy of Sciences"
 ]
}

 The dataset includes 36657 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033965-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.