cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7qr9gj
title: Occurrence Download

description: A dataset containing 4867 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharomachrus antisianus (d'Orbigny, 1837)"
 ]
}

 The dataset includes 4867 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156803-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j1jyx
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Sabina saltuaria (Rehd. & E.H.Wilson) W.C.Cheng & W.T.Wang",
 "TaxonKey is Cathaya argyrophylla Chun & Kuang"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017120-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvxj3w
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum diffusum E.Mey. ex DC."
 ]
}

 The dataset includes 77 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020074-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9h8xx
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracaena cinnabari Balf.f."
 ]
}

 The dataset includes 101 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158671-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvrdzl
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paracanthurus hepatus (Linnaeus, 1766)"
 ]
}

 The dataset includes 668 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017121-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b6n9j
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum decorum DC."
 ]
}

 The dataset includes 266 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020045-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za8p4y
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aciotis wurdackiana Freire-Fierro"
 ]
}

 The dataset includes 59 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139082-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75wrjj
title: Occurrence Download

description: A dataset containing 24083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bhutan",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 24083 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158673-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sque7h
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aiouea pachypoda (Nees) R.Rohde"
 ]
}

 The dataset includes 612 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139083-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehzwrn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippolytia crassicollum (Rech.fil.) K.Bremer & Humphries"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022619-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzu5uc
title: Occurrence Download

description: A dataset containing 2400 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora y datos básicos para la evaluación de las actividades apícola y forestal en tres áreas focales del corredor Sian Ka'an-Calakmul"
 ]
}

 The dataset includes 2400 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017121-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ns6js
title: Occurrence Download

description: A dataset containing 31937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex quinquefasciatus Say, 1823"
 ]
}

 The dataset includes 31937 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172360-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q1cv1h
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Achatina fulica (Bowdich, 1822)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 139 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017123-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfm25d
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Fritillaria caballeroi F.M.Vázquez"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172370-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m74jdg
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoya edeni King ex Hook.fil."
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022613-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hrons
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cassiopea Péron & Lesueur, 1810"
 ]
}

 The dataset includes 499 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017123-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.758zsb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteroblemma bisetosum (Bakh.fil.) Cámara-Leret, Ridd.-Num. & Veldkamp"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022618-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhuq79
title: Occurrence Download

description: A dataset containing 16207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halyomorpha halys (Stål, 1855)"
 ]
}

 The dataset includes 16207 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181108-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4ongg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Queensland Museum provider for OZCAM",
 "TaxonKey is Eimeria"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017124-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7p6jwf
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koompassia excelsa (Becc.) Taub."
 ]
}

 The dataset includes 107 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017488-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtstck
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterostemma montanum Schltr."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023518-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.menacp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saponaria intermedia Simmler",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139084-240321170329656/datasets/export for details.
DOI: 10.15468/dl.s1gzvq
title: Occurrence Download

description: A dataset containing 527371 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyommatus icarus (von Rottemburg, 1775)"
 ]
}

 The dataset includes 527371 records from 356 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017124-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17784133
title: MMSx-SCAN™ 870-Subject Raw Dataset (2023–2025) – The Death of Knees Out Study

description: Raw dataset from the 2025 Position Paper that ended the "knees out" cue.

870 subjects | 3D motion capture | Force plates | Pre/Post BPIT intervention

Key findings:- 87% pathological varus torque in "knees out" group- 6.4 cm average squat depth loss- +9 cm depth gain after BPIT (same session)

Files included:- 4_complete_dataset_pre_post.csv (main file)- All 10 CSVs + Quick Start Guide

Open access under CC-BY 4.0DOI will be assigned automatically upon publication

Citation: Mehta, N., March, S, Anderson, S. Smith, J. (2025) MMSx-SCAN 870-Subject Dataset. MMSx Authority Institute for Movememt Mechanics and Biomechanics Research https://doi.org/10.5281/zenodo.17784134
DOI: 10.5281/zenodo.17784134
title: MMSx-SCAN™ 870-Subject Raw Dataset (2023–2025) – The Death of Knees Out Study

description: Raw dataset from the 2025 Position Paper that ended the "knees out" cue.

870 subjects | 3D motion capture | Force plates | Pre/Post BPIT intervention

Key findings:- 87% pathological varus torque in "knees out" group- 6.4 cm average squat depth loss- +9 cm depth gain after BPIT (same session)

Files included:- 4_complete_dataset_pre_post.csv (main file)- All 10 CSVs + Quick Start Guide

Open access under CC-BY 4.0DOI will be assigned automatically upon publication

Citation: Mehta, N., March, S, Anderson, S. Smith, J. (2025) MMSx-SCAN 870-Subject Dataset. MMSx Authority Institute for Movememt Mechanics and Biomechanics Research https://doi.org/10.5281/zenodo.17784134
DOI: 10.17605/osf.io/kthbf
title: Original Pro-VC-Be. Measuring psychosocial determinants of vaccination behavior in healthcare professionals: Validation of the long- and short-form questionnaires

description: Cross-sectional data collected in October-November 2020 from 2,696 HCPs in France, Belgium, and Quebec; includes socio-demographic information, vaccination behaviors, and psychosocial determinants of vaccination as identified in the Pro-VC-Be questionnaire.

These data were used in both articles validating the original Pro-VC-Be long- and short-form questionnaires: 
- Long form: Verger P, Fressard L, Soveri A, Dauby N, Fasce A, Karlsson L, Lewandowsky S, Schmid P, Dubé E, Gagneur A. An instrument to measure psychosocial determinants of health care professionals' vaccination behavior: Validation of the Pro-VC-Be questionnaire. Expert Rev Vaccines. 2022 May;21(5):693-709. doi: 10.1080/14760584.2022.2046467. Epub 2022 Apr 1. PMID: 35238274.
- Short-form: Garrison A, Fressard L, Karlsson L, Soveri A, Fasce A, Lewandowsky S, Schmid P, Gagneur A, Dubé E, Verger P. Measuring psychosocial determinants of vaccination behavior in healthcare professionals: validation of the Pro-VC-Be short-form questionnaire. Expert Rev Vaccines. 2022 Oct;21(10):1505-1514. doi: 10.1080/14760584.2022.2108800. Epub 2022 Aug 8. PMID: 35938710.
DOI: 10.15468/dl.qzjuku
title: Occurrence Download

description: A dataset containing 1434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-107.92103 39.40415,-102.53838 39.40415,-102.53838 41.6988,-107.92103 41.6988,-107.92103 39.40415))",
 "HasGeospatialIssue is false",
 "Month is January",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo jamaicensis",
 "Year 2015-2015"
 ]
}

 The dataset includes 1434 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021496-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25442/hku.30758738
title: Dataset for IROS2025 accepted paper: Mesh-Learner: Texturing Mesh with Spherical Harmonics

description: Dataset for IROS2025 accepted paper: Mesh-Learner: Texturing Mesh with Spherical Harmonics.
DOI: 10.25442/hku.30758738.v1
title: Dataset for IROS2025 accepted paper: Mesh-Learner: Texturing Mesh with Spherical Harmonics

description: Dataset for IROS2025 accepted paper: Mesh-Learner: Texturing Mesh with Spherical Harmonics.
DOI: 10.15468/dl.gsuyqg
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Lontra felina",
 "Year 2015-2025"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nsp5j
title: Occurrence Download

description: A dataset containing 2617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((84 22,85 22,85 22.0676,85 22.4,84 22.4,84 22))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 2617 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgbsnb
title: Occurrence Download

description: A dataset containing 18464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68 32,110 32,110 55,68 55,68 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus"
 ]
}

 The dataset includes 18464 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021498-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/qakr3
title: Active fault along the Southern Alatau Thrust Fault, Northern Tian Shan

description: The high-resolution DEMs generated from our field-acquired UAV imagery provide a clear depiction of the fault scarps and the surrounding geomorphology along the Southern Alatau Thrust Fault.
DOI: 10.15468/dl.6ybfte
title: Occurrence Download

description: A dataset containing 5328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68 32,110 32,110 55,68 55,68 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea"
 ]
}

 The dataset includes 5328 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7jnqb
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-107.92103 39.40415,-102.53838 39.40415,-102.53838 41.6988,-107.92103 41.6988,-107.92103 39.40415))",
 "HasGeospatialIssue is false",
 "Month is January",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo jamaicensis",
 "Year 2025-2025"
 ]
}

 The dataset includes 87 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28616207.v10
title: IDWE_CHM (NRT_F)

description: A near-real-time (NRT) extension of the IDWE_CHM dataset with ongoing daily updates beyond 2023. This NRT product continues to apply the IDWE framework on incoming data, thereby extending the record in near real-time. Users can obtain timely precipitation estimates with the same ~0.1° resolution and methodology consistency as the historical dataset.For a comprehensive description of the project, please refer to:<br><b>An Incremental Dynamic Weighting Ensemble Framework for Long-Term and NRT Precipitation Prediction</b><br>https://figshare.com/projects/An_Incremental_Dynamic_Weighting_Ensemble_Framework_for_Long-Term_and_NRT_Precipitation_Prediction/241619<br>The IDWE_CHM dataset provides <b>four precipitation variables</b>, all derived from the ensemble framework but with slightly different modeling approaches:<b>ENS_Reg</b> – A purely regression-based merged precipitation estimate. This product is generated by optimally weighting and combining the input datasets (ERA5-Land, IMERG, GSMaP, etc.) using regression, without additional classification. It serves as a baseline for the IDWE approach.<b>ENS_RegCla1</b>, <b>ENS_RegCla2</b>, <b>ENS_RegCla3</b> – Three variants of a hybrid <i>regression-plus-classification</i> approach (collectively called <b>ENS_RegCla</b>). These are produced by first applying the regression merging (as in ENS_Reg) and then using a classification step to adjust the estimates. The classification is enhanced with incremental learning, meaning the algorithm learns from errors over time. These three variants may correspond to different configurations or epochs of incremental learning, and they generally show improved skill in capturing precipitation occurrence and extremes compared to a regression-only merge.The updates of IDWE_CHM (NRT_F) are temporally coordinated with those of the five datasets integrated in the fusion process, with explicit synchronization maintained for the GPM_3IMERGDF dataset (available at: https://disc.gsfc.nasa.gov/datasets/GPM_3IMERGDF_07/summary?keywords="IMERG final"), which exhibits relative latency compared to other fused datasets.
DOI: 10.5281/zenodo.17732719
title: Artificial intelligence enhances maize production through smart populations within planetary boundaries

description: # Dataset Description

## Raw Data Files

### 1. AIsp_origindata.xlsx- **Purpose**: Raw dataset for building the AIsp_TabPFN model- **Content**: Contains all original features and target variables used for AIsp model development---"""Soil: soil organic matter (SOM).Climate: average daily maximum temperature (Tmax), average daily minimum temperatures (Tmin), cumulative precipitation (Prep), cumulative solar radiation (Radn), and standardized precipitation–evapotranspiration index (SPEI).Management: Tillage and Irrigation.Thermal indices: growing degree days (GDD) and extreme degree days (EDD).Genotype: canopy architecture (Canopy). Target variable: optimal planting density (Dopt).Note: Optimal yield (Yopt): This variable was not utilized in the modeling process, but subsequent steps require mapping from Dopt to Yopt by canopy (smart vs. non-smart).---"""

### 2. AInm_origindata  .xlsx- **Purpose**: Raw dataset for building the AInm_CatBoost model- **Content**: Contains all original features and target variables used for AInm model development---"""Soil: soil organic matter (SOM), soil total nitrogen (TotalN) and pH.Climate: average daily maximum temperature (Tmax), average daily minimum temperatures (Tmin), cumulative precipitation (Prep), cumulative solar radiation (Radn), and standardized precipitation–evapotranspiration index (SPEI).Management: Tillage and Irrigation.Thermal indices: growing degree days (GDD) and extreme degree days (EDD).Productivity: optimal yield (Yopt).Target variable: optimal nitrogen application (Nopt).---"""

# Python Code Files

## 1. AIsp_compare.py- **Function**: Compares performance of different algorithms for AIsp model construction- **Process**:   - Evaluates multiple machine learning algorithms  - Identifies the optimal algorithm based on performance metrics  - Outputs comparative analysis results

## 2. AIsp_TabPFN.py- **Function**: Implements the final AIsp model using the selected optimal algorithm- **Process**:  - Performs 10-fold cross-validation with SHAP interpretation  - Retrains the model using the entire dataset for final deployment  - Generates model explanations and feature importance analysis

## 3. AInm_compare.py- **Function**: Compares performance of different algorithms for AInm model construction  - **Process**:  - Evaluates multiple machine learning algorithms  - Identifies the optimal algorithm based on performance metrics  - Outputs comparative analysis results

## 4. AInm_TabPFN.py- **Function**: Implements the final AInm model using the selected optimal algorithm- **Process**:  - Performs 10-fold cross-validation with SHAP interpretation  - Retrains the model using the entire dataset for final deployment  - Generates model explanations and feature imp