cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5tcdzzsmx8.1
title: Explainable AI (XAI) and Interpretable Machine Learning (IML) in Healthcare Dataset

description: Explainable AI (XAI) and Interpretable Machine Learning (IML) in Healthcare Dataset was compiled from the Web of Science database, encompassing a comprehensive collection of 5,083 research articles focused on AI explainability in healthcare. The dataset includes various document types, such as Articles, Review Articles, Early Access Papers, and Proceeding Papers, all in English. Spanning from 1986 to April 2023, the dataset features key attributes, including Authors, Author Full Names, Article Title, Document Type, Author Keywords, Keywords Plus, Abstract, Publication Year, DOI Link, WoS Categories, and Research Areas.

This dataset has been created to provide essential insights into the utilization of XAI and IML in healthcare contexts. In our work [1], we utilized this dataset to perform a systematic analysis, resulting in the identification and categorization of 13 key parameters across three macro-parameters: Research Methods, Health Disorders, and Disease Prevention. Informed by a focused review of over 200 articles, this analysis illuminates specific applications and highlights challenges in XAI, showcasing its impact on enhancing diagnostic accuracy, treatment efficacy, and preventive strategies. We then developed the FIXAIH framework to transform these insights into actionable guidelines, enhancing the interpretability, explainability, and accountability of AI systems in healthcare. Designed to ensure that AI technologies are ethically sound and comprehensible to healthcare professionals, the FIXAIH framework bridges the gap between technical proficiency and clinical utility, promoting the practical application of AI for a more reliable and patient-centric approach.

This dataset and its analysis are integral to our broader research and development strategy, focusing on multiperspective parameter discovery and the advancement of autonomous systems [2]. Our approach leverages big data, deep learning, and digital media to explore and analyze cross-sectional, multi-perspective insights, supporting improved decision-making and more effective governance frameworks. These perspectives span academic, public, industrial, and governmental domains. We have applied this approach across various fields and sectors, including AI governance [3], energy [4], education [5], healthcare [6–8], transportation [9,10], labor markets [11,12], tourism [13], service industries [14], and others.

References
1. doi:10.2139/SSRN.5086713.
2. doi: 10.54377/95e5-08b3
3. doi:10.3389/FNINF.2024.1472653/BIBTEX.
4. doi:10.3389/FENRG.2023.1071291.
5. doi:10.3389/FRSC.2022.871171/BIBTEX.
6. doi:10.3390/SU14063313.
7. doi:10.3390/TOXICS11030287.
8. doi:10.3390/app10041398.
9. doi:10.3390/SU14095711.
10. doi:10.3390/s21092993.
11. doi:10.3390/JOURNALMEDIA4010010.
12. doi:10.1177/00368504231213788.
13. doi:10.3390/SU15054166.
14. doi:10.3390/SU152216003.
DOI: 10.17632/y46hk46c24.1
title: SMC translocation is unaffected by nucleoid associated proteins in vivo

description: unprocessed Western data for Figure 1B, unprocessed microscopy data for Figure 1C
DOI: 10.17632/y46hk46c24.2
title: SMC translocation is unaffected by nucleoid-associated proteins in vivo

description: unprocessed Western data for Figure 1B, unprocessed microscopy data for Figure 1C
DOI: 10.17632/y46hk46c24.3
title: SMC translocation is unaffected by an excess of nucleoid associated proteins in vivo

description: unprocessed Western data for Figure 1B, unprocessed microscopy data for Figure 1C
DOI: 10.17632/nwbjn8c2d2.1
title: The effect of legacy sediment removal and floodplain reconnection on hydrochory in urban streams

description: Riparian plant communities are affected by regional and local processes. Regionally, urbanization and increased impervious surface cover (ISC) amplify propagule pressure from exotic plants and increase streamflow. Locally, increased runoff leads to stream downcutting, disconnecting streams from water tables, reducing overbank flooding, and limiting hydric vegetation on floodplains. Stream restoration efforts, like legacy sediment removal and floodplain reconnection, aim to lower floodplains, slow flows, and enhance nutrient cycling and sediment deposition, potentially boosting hydrochoric seed deposition. We assessed urbanization and restoration effects on hydrochoric seed dispersal in unrestored and restored streams in Baltimore County, Maryland. Restored streams had lower banks, more frequent inundation, and higher abundance and richness of water-dispersed seed than unrestored streams. Watershed ISC was not correlated with hydrochoric seed dispersal or the proportion of exotic seeds dispersed on either unrestored or restored streams, however, watershed ISC was positively correlated with flooding frequency in restored streams. These findings suggest that ISC levels in this study may exceed a threshold beyond which its influence on hydrology and exotic seed dispersal diminishes and that stream restoration alters local conditions but does not mitigate regional watershed ISC impacts on hydrology. Notably, inundation frequency and subsequent seed deposition were highest on restored streams with bank elevations below 0.5 meters, emphasizing the importance of designing low, wide floodplains—an approach that may be challenging in heavily urbanized areas.
DOI: 10.17632/srg8p2m5zg.1
title: Acumara growth database during the first 30 dpe

description: The temperature factor will have an effect on the growth of the Acumara.

Sheet one shows the growth in weight (g) of the larvae during the first 30 dpe. Sheet two contains the data obtained from the morphometric analyzes in which the measurements are: Total Length (LT), Body Length (BC), Preanal Length (PL), Head Length (HL), Snout Length (SL) , Eye Orbit Diameter 1 (DE1), Eye Orbit Diameter 2 (DE2), Body Height (BH), Mandible Length (LM) and Lower Jaw Angle (AM).
The larvae of the T3 treatment (25ºC) presented the best growth in weight (85 mg). In total length, the larvae of treatment T4 (29ºC) showed the greatest growth (19.6 mm). The data to carry out the morphometric analyzes allow identifying morphological variations in the transformation from larvae to juveniles in each of the treatments.
DOI: 10.17632/p7k3m9472k.1
title: Average number of juveniles obtained from a cocoon per 1 parent leech, mortality of parent leeches during breeding, defective and non-fertile cocoons

description: Preliminary findings from a study on the suitability of an Eisenia fetida environment for medicinal leech propagation.
DOI: 10.17632/hhwxsn9s25.1
title: Patient perspectives on the lived experience of prurigo nodularis: a qualitative approach. Supplemental material.

description: Supplemental tables to Patient perspectives on the lived experience of prurigo nodularis: a qualitative approach published in the Journal of the American Academy of Dermatology
DOI: 10.17632/yxb583nv5d.1
title: The Permanganate-Oxalate Reaction as a Visual Time-Temperature Indicator

description: Code Packages of Manuscript "The Permanganate-Oxalate Reaction as a Visual Time-Temperature Indicator: Reaction Systems for Use Above 0 °C"

SI Code Package 1 can be opened and run in Matlab. It can be viewed with any text editor.
SI Code Package 2 are Python scripts and can be opened and run in Jupyter Notebooks / JupyterLab and several other editors and integrated development environments.
SI Code Package 3: This code package is provided embedded with two macro-enabled Excel files. Within Excel, the VBA editor can be opened using Alt + F11. “Module 1” should then be opened within the Modules folder. Then click in the first line of code in the window to the right and execute the series of subroutines by hitting F5 or the play button in the VBA editor.
SI Code Package 4 is a Python script and can be opened and run in Jupyter Notebooks / JupyterLab and several other editors and integrated development environments.
SI Code Package 5: These are Matlab scripts that, taking ion activities into account, calculate the speciation of Mn(III) at a user-selected perchloric acid concentration, a user-specified concentration of Mn(III)(C2H3O2)3, and a range of Na2C2O2 concentrations over which it finds a maximum percent composition of either Mn(III)mono-oxalate or Mn(III)bisoxalate.
DOI: 10.17632/vj4nv6tg9k
title: Supplemental Files: Identification of Quantitative Trait Loci for Body Conformation and Head Shape in the American Quarter Horse

description: Supplemental materials for publication
DOI: 10.17632/vj4nv6tg9k.1
title: Supplemental Files: Identification of Quantitative Trait Loci for Body Conformation and Head Shape in the American Quarter Horse

description: Supplemental materials for publication
DOI: 10.17632/6r76dfh4wv.1
title: Supplementary information Ruiz-Monachesi, Cruz and Martínez

description: Supplementary information of Ruiz-Monachesi, Cruz and Martínez study: 
S1: GenBank metadata
S2: List of species description, systematic and taxonomic studies consulted
S3: Fasta ZIP
S4: Species traits and literature
S5: Correlation matrices
S6: Evolutionary analyses
S7: Overall models outputs
S8: Slopes by species
DOI: 10.17632/6r76dfh4wv.2
title: Supplementary information Ruiz-Monachesi, Cruz and Martínez

description: Supplementary information of Ruiz-Monachesi, Cruz and Martínez study: 
S1: GenBank metadata
S2: List of species description, systematic and taxonomic studies consulted
S3: Fasta ZIP
S4: Species traits and literature
S5: Correlation matrices
S6: Evolutionary analyses
S7: Overall models outputs
S8: Slopes by species
DOI: 10.15468/dl.9qcebh
title: Occurrence Download

description: A dataset containing 453397281 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 453397281 records from 14960 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004637-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywsszk
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodius atriceps (Temminck, 1822))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 68 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295228-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6wbrp
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puncturella noachina (Linnaeus, 1771)",
 "Geometry Polygon ((-0.81872320224334705 81.71335986952006181, 15.11673521981012946 82.94093416616939862, 55.03837845422534514 82.93072605576169565, 68.89890739424060939 82.76538423844311865, 68.23492995998834942 76.91672887805012238, 66.65798355363932615 76.41899886398434205, 58.35826562548645313 75.2830057792397298, 53.62742640643935488 72.27604926014167575, 56.51370019053020144 70.7184319212233703, 61.20731985535795161 69.33373585697623298, 61.03848461561595684 68.59378701793275468, 59.48520040998950265 68.17044220597425408, 56.31109790283980487 68.39555084581948563, 54.55521140952295411 67.98114593841629016, 51.6512452859604565 68.17044220597425408, 48.65267784747624091 67.02924254972219842, 40.94483653932162071 65.40948750740305684, 40.32919426231246263 64.38453675707305024, 38.06363068291878449 63.85719999959601267, 35.45330742839996674 63.59523518951031207, 32.17809051471124349 66.47463978769231119, 31.61169961986282928 67.35413577830914278, 38.21138482940098413 66.43524838936303922, 40.30456857123208891 66.65113196644773552, 40.03368596934806334 67.62779915964847532, 34.17277149222090316 68.8963607305246768, 27.46509718561969038 69.94367113526196533, 23.20588516082897712 69.84830520059951198, 19.77835359058319753 69.06055172175248913, 14.73786598728060149 67.08356056086624619, 12.041205119513684 67.75195906073822982, 8.34509648852492347 77.01326974603688313, -0.81872320224334705 \n 81.71335986952006181))",
 {
 "and" : [
 "Year is greater than 1900",
 "Year is less than or equal to 1950"
 ]
 }
 ]
}

 The dataset includes 128 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159503-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.926ymk
title: Occurrence Download

description: A dataset containing 9355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodius priocephalus (Jerdon, 1839))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9355 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295227-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayvs7y
title: Occurrence Download

description: A dataset containing 2796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thlaspi caerulescens J.Presl & C.Presl",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 2796 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137085-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.764h4m
title: Occurrence Download

description: A dataset containing 91120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pycnonotus capensis (Linnaeus, 1766))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91120 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295248-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upe2g5
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Geometry POLYGON((-115.7968 29.78543,-115.78731 29.78543,-115.78731 29.79802,-115.7968 29.79802,-115.7968 29.78543))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 137 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160706-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5c5ng3
title: Occurrence Download

description: A dataset containing 4211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Japan",
 "OccurrenceStatus is Present",
 "TaxonKey is Ilex crenata Thunb."
 ]
}

 The dataset includes 4211 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011409-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8dyar
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Schizomeridaceae)"
 ]
}

 The dataset includes 221 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161501-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gztv3j
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum heckelii Raym.-Hamet"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122479-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjraus
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular plant specimens of National Museum of Nature and Science (TNS)",
 "TaxonKey is Vandenboschia nipponica (Nakai) Ebihara"
 ]
}

 The dataset includes 57 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165740-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whrbbc
title: Occurrence Download

description: A dataset containing 3228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acanthiza robustirostris Milligan, 1903)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3228 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295192-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgekpq
title: Occurrence Download

description: A dataset containing 1901 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The University of Hong Kong Herbarium"
 ]
}

 The dataset includes 1901 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162159-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzucr9
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "TaxonKey is Briza uniolae (Nees) Nees",
 "Year 1908-2023"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295218-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w34zsc
title: Occurrence Download

description: A dataset containing 12914 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.3435 43.94934,-77.33409 43.94652,-77.32458 43.9416,-77.31559 43.93334,-77.29918 43.91902,-77.28506 43.90345,-77.2789 43.89759,-77.27346 43.91066,-77.27409 43.91181,-77.28026 43.91662,-77.28569 43.91871,-77.28841 43.92122,-77.29405 43.92383,-77.2997 43.92561,-77.30482 43.92937,-77.30827 43.93334,-77.31475 43.93773,-77.31747 43.94097,-77.32019 43.94348,-77.33022 43.94976,-77.33597 43.95111,-77.3435 43.94934))"
 ]
}

 The dataset includes 12914 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137087-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsrqdq
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Microtarsus melanoleucos Eyton, 1839)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295222-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j92mcn
title: Occurrence Download

description: A dataset listing the 510 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.3435 43.94934,-77.33409 43.94652,-77.32458 43.9416,-77.31559 43.93334,-77.29918 43.91902,-77.28506 43.90345,-77.2789 43.89759,-77.27346 43.91066,-77.27409 43.91181,-77.28026 43.91662,-77.28569 43.91871,-77.28841 43.92122,-77.29405 43.92383,-77.2997 43.92561,-77.30482 43.92937,-77.30827 43.93334,-77.31475 43.93773,-77.31747 43.94097,-77.32019 43.94348,-77.33022 43.94976,-77.33597 43.95111,-77.3435 43.94934))"
 ]
}

 The dataset's 510 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137092-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkeqbz
title: Occurrence Download

description: A dataset containing 5165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea aquatica Forssk."
 ]
}

 The dataset includes 5165 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295223-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntkt8p
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentanema prasinurum Rech.fil."
 ]
}

 The dataset includes 11 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069122-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5725v5
title: Occurrence Download

description: A dataset containing 58059 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ceratonia siliqua L.)"
 ]
}

 The dataset includes 58059 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159506-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7yk78
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco cherrug J.E.Gray, 1834",
 "Year 1990-2022"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295190-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.