cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/jrl-een-nvd
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300629
title: GEBEL EL-ZEIT_nb_1985_00827

description: Référence : nb_1985_00827<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/845-nzc-tj6
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/36h-knk-p1y
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nae-pqc-s59
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6jm-dwv-khx
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tfg-xte-7cn
title: Eriophorum vaginatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300630
title: GEBEL EL-ZEIT_nb_1985_00828

description: Référence : nb_1985_00828<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/n68-pa8-7j1
title: Cyperus kaessneri C.B.Clarke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tnl-wnl-zeh
title: Cenchrus americanus (L.) Morrone

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z55-da4-kyr
title: Xerophyta elegans (Balf.) Baker

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ghh-8nf-n9r
title: Eriophorum vaginatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sw7-f0p-qa1
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300631
title: GEBEL EL-ZEIT_nb_1985_00829

description: Référence : nb_1985_00829<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/vm5-a5c-tyc
title: Silene trajectorum Kom.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z25-q3w-y4h
title: Senega longicaulis (Kunth) J. F. B. Pastore

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a9h-a7g-qq1
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300632
title: GEBEL EL-ZEIT_nb_1985_00830

description: Référence : nb_1985_00830<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/35a-l6y-2rp
title: Ilex conocarpa Reissek

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bss-y9z-kyb
title: Ardisia compressa Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2y8-rff-ry7
title: Cyrtandra J. R. Forst. & G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c5r-0sz-zkk
title: Cheirodendron fauriei Hochr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f09-pc0-2zn
title: Casearia guianensis (Aubl.) Urb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kd6-5kt-x2h
title: Inga canonegrensis N.Zamora & T.D.Penn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/keg-3qf-agb
title: Inga tenuiloba N.Zamora & T.D.Penn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n7k-6rg-t90
title: Desmodium angustifolium (Kunth) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300633
title: GEBEL EL-ZEIT_nb_1985_00831

description: Référence : nb_1985_00831<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/56m-epg-yf0
title: Schnella bahiachalensis N.Zamora

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p6q-fam-38m
title: Schnella bahiachalensis N.Zamora

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7ss-k3g-0l8
title: Croton megistocarpus J.A.González & Poveda

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xcl-xhd-s7a
title: Ilex conocarpa Reissek

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yvr-fv4-7yp
title: Acacia

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.300634
title: GEBEL EL-ZEIT_nb_1985_00832

description: Référence : nb_1985_00832<br />Site : Gebel el-Zeit<br />Secteur : Mines de galène; Site 1 (mines de galène)<br />Type : photographie<br />
DOI: 10.3535/5z6-y6n-9vy
title: Ilex conocarpa Reissek

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yhx-lnx-jc7
title: Ilex conocarpa Reissek

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gh8-9y4-xmp
title: Ceropegia rubella (E. Mey.) Bruyns

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4dy-ypg-4qc
title: Lamiaceae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.ktbg36
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium nashii"
 ]
}

 The dataset includes 972 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039901-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv3aa2
title: Occurrence Download

description: A dataset containing 4842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centranthus ruber",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4842 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039902-250717081556266/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.28694435
title: PediDemi

description: PediDemi si a publicly available dataset. It is a pediatric demyelinating lesion segmentation dataset, containing 13 patients.
DOI: 10.6084/m9.figshare.28694435.v1
title: PediDemi

description: PediDemi si a publicly available dataset. It is a pediatric demyelinating lesion segmentation dataset, containing 13 patients.
DOI: 10.15468/dl.rbv6ja
title: Occurrence Download

description: A dataset containing 1708 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium scabrum"
 ]
}

 The dataset includes 1708 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t92grkkr64
title: Foreign Exchange Intervention: A comparative analysis of announcements versus trades

description: This replication package accompanies the article titled “A Comparative Analysis of
Announced and Secret Foreign Exchange Intervention.” It includes all datasets and Stata
code necessary to replicate the results, figures, and tables presented in the main manuscript
and appendix, with the exception of confidential high-frequency intervention data.
DOI: 10.17632/t92grkkr64.1
title: Foreign Exchange Intervention: A comparative analysis of announcements versus trades

description: This replication package accompanies the article titled “A Comparative Analysis of
Announced and Secret Foreign Exchange Intervention.” It includes all datasets and Stata
code necessary to replicate the results, figures, and tables presented in the main manuscript
and appendix, with the exception of confidential high-frequency intervention data.
DOI: 10.15468/dl.pq7ft3
title: Occurrence Download

description: A dataset containing 719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium minus"
 ]
}

 The dataset includes 719 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039905-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/37jhnrz39m
title: Inteligencia artificial como herramienta en la educación médica: perspectivas para la formación de futuros médicos.

description: El presente artículo analiza el impacto de la inteligencia artificial (IA) como herramienta en la educación médica, abordando sus ventajas, desafíos y perspectivas para la formación de futuros médicos. Se revisaron metodologías cuantitativas y cualitativas empleadas en estudios recientes, incluyendo simulaciones clínicas, intervenciones educativas cuasiexperimentales y evaluaciones automatizadas. Los resultados muestran que la IA ha optimizado la adquisición de conocimientos y habilidades, mejorando el rendimiento académico y facilitando la personalización del aprendizaje. Sin embargo, también se identifican retos importantes, como la brecha en alfabetización digital, dilemas éticos y la necesidad de adaptación institucional. Se concluye que la integración responsable de la IA puede fortalecer la formación médica, siempre que se aborden sus limitaciones y se promueva una implementación ética y equitativa.
DOI: 10.17632/37jhnrz39m.1
title: Inteligencia artificial como herramienta en la educación médica: perspectivas para la formación de futuros médicos.

description: El presente artículo analiza el impacto de la inteligencia artificial (IA) como herramienta en la educación médica, abordando sus ventajas, desafíos y perspectivas para la formación de futuros médicos. Se revisaron metodologías cuantitativas y cualitativas empleadas en estudios recientes, incluyendo simulaciones clínicas, intervenciones educativas cuasiexperimentales y evaluaciones automatizadas. Los resultados muestran que la IA ha optimizado la adquisición de conocimientos y habilidades, mejorando el rendimiento académico y facilitando la personalización del aprendizaje. Sin embargo, también se identifican retos importantes, como la brecha en alfabetización digital, dilemas éticos y la necesidad de adaptación institucional. Se concluye que la integración responsable de la IA puede fortalecer la formación médica, siempre que se aborden sus limitaciones y se promueva una implementación ética y equitativa.
DOI: 10.15468/dl.kygkrr
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zambia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycaon pictus"
 ]
}

 The dataset includes 73 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039904-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wn4rbj8mxt
title: Prevalence and risk factors of candidiasis in patients with total prostheses.

description: This study aims to determine the prevalence of oral candidiasis and its possible relationship
with risk factors in patients wearing total dental prosthetics. The investigation was carried out
at the Dr. René Puig Bentz Odontológica Clinic of the Universidad Nacional Pedro Henríquez
Ureña (UNPHU), during the period from May 2025 to August 2025, using a transversal,
experimental and primary source design.
60 patients who met specific inclusion criteria were included. Each person was given a
questionnaire designed to evaluate general health conditions, use and status of the device,
hygiene habits, and presence of oral symptoms. Subsequently, a clinical evaluation of oral
cavity and prosthetics was carried out, and the muscles were collected by exfoliative cytology.
These were dyed with methylene blue and observed under the microscope to confirm the
presence of Candida albicans. The statistical analysis included frequency tables and the
probability of Chi-cuadrado, with a significance level of 5%.
The results indicated a prevalence of oral candidiasis of 28.3%. Although clinical trends were
identified, such as the major presence of candidiasis in patients of advanced age and with
deficient prosthetic hygiene, no statistically significant associations were encountered within
the infection and the factors being analyzed (education, sex, hygiene, comorbidities,
consumption of alcohol or tobacco, quality and integrity of saliva). The saurral aspect of the
tongue and the coral pink palatal color were frequent in the group with candidiasis.
Microbiologically, the presence of inflammatory cells was observed in 16.7% of the cells and
bacterial colonies in 90%.

If we conclude that, although oral candidiasis occurs with moderate frequency in users of total
prosthetics, the factors evaluated did not show a significant relationship with its appearance.
The low state power, attributed to the musical scale, may limit the detection of relevant
associations. The hallazgos highlight the need to implement clinical follow-up programs,
education about prosthetic hygiene and studies with more extensive training to deepen the
understanding of this condition.
DOI: 10.1285/i20398573v11n1
title: Interdisciplinary Political Studies. Full Version Number 11 Issue 1
DOI: 10.17632/wn4rbj8mxt.2
title: Prevalence and risk factors of candidiasis in patients with total prostheses.

description: This study aims to determine the prevalence of oral candidiasis and its possible relationship
with risk factors in patients wearing total dental prosthetics. The investigation was carried out
at the Dr. René Puig Bentz Odontológica Clinic of the Universidad Nacional Pedro Henríquez
Ureña (UNPHU), during the period from May 2025 to August 2025, using a transversal,
experimental and primary source design.
60 patients who met specific inclusion criteria were included. Each person was given a
questionnaire designed to evaluate general health conditions, use and status of the device,
hygiene habits, and presence of oral symptoms. Subsequently, a clinical evaluation of oral
cavity and prosthetics was carried out, and the muscles were collected by exfoliative cytology.
These were dyed with methylene blue and observed under the microscope to confirm the
presence of Candida albicans. The statistical analysis included frequency tables and the
probability of Chi-cuadrado, with a significance level of 5%.
The results indicated a prevalence of oral candidiasis of 28.3%. Although clinical trends were
identified, such as the major presence of candidiasis in patients of advanced age and with
deficient prosthetic hygiene, no statistically significant associations were encountered within
the infection and the factors being analyzed (education, sex, hygiene, comorbidities,
consumption of alcohol or tobacco, quality and integrity of saliva). The saurral aspect of the
tongue and the coral pink palatal color were frequent in the group with candidiasis.
Microbiologically, the presence of inflammatory cells was observed in 16.7% of the cells and
bacterial colonies in 90%.

If we conclude that, although oral candidiasis occurs with moderate frequency in users of total
prosthetics, the factors evaluated did not show a significant relationship with its appearance.
The low state power, attributed to the musical scale, may limit the detection of relevant
associations. The hallazgos highlight the need to implement clinical follow-up programs,
education about prosthetic hygiene and studies with more extensive training to deepen the
understanding of this condition.
DOI: 10.15468/dl.gunymp
title: Occurrence Download

description: A dataset containing 942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterias amurensis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 942 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039906-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmjrtb
title: Occurrence Download

description: A dataset containing 51919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron canadensis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51919 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039875-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p8w97rvxm2
title: Supplementary Data_A Spatial Multi-criteria Audit of Quality and Equity in ROS

description: Data tables for availability, accessibility, and attractiveness audit and index
DOI: 10.17632/p8w97rvxm2.1
title: Supplementary Data_A Spatial Multi-criteria Audit of Quality and Equity in ROS

description: Data tables for availability, accessibility, and attractiveness audit and index
DOI: 10.1285/i20398573v11n1p1
title: COVER
DOI: 10.15468/dl.es97qx
title: Occurrence Download

description: A dataset containing 9741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron canadensis",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9741 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039907-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16412962
title: Cognition-Aware Object Detection for Physical Education

description: # CogniAthlete: Integrating Psychological State Modeling into Object Detection for Physical Education

## 🧠 Overview

**CogniAthlete** is a novel computational framework designed to enhance object detection tasks in physical education by incorporating **psychological state modeling**. Traditional methods often overlook mental conditions like attention, fatigue, motivation, or stress. CogniAthlete bridges this gap through **multi-modal learning**, **introspective decoding**, and a **perturbation-aware training strategy** to enable more personalized, robust, and interpretable systems.

---

## 📌 Key Features

- 🎯 **Psychological-Aware Detection:** Embeds mental states directly into object detection pipelines using latent cognitive-affective modeling.- 🔀 **Multimodal Encoder:** Integrates biometric, kinematic, environmental, and vocal data.- 🧩 **Graphical Propagation Layer:** Models temporal evolution of psychological states (e.g., motivation, fatigue, attention).- 🔄 **Mental Perturbation Decoding (MPD):** Simulates internal disruptions like stress spikes to improve model robustness.- 🪞 **Introspective Decoding:** Offers behavioral predictions and interpretable attributions from psychological latent space.- 💡 **Flow-State Recognition:** Detects cognitive "flow" moments for real-time training adaptation.- 🧬 **Subject Personalization:** Embeds athlete-specific factors for individualized feedback.

---

## 🚀 Architecture

The core architecture consists of:

- A **Transformer-based multi-modal encoder** that captures diverse input signals.- A **psychologically structured latent state processor** with gated updates.- A **domain-specific decoding strategy** to explain predictions through latent factors.- An **MPD training loop** that enhances resilience to psychological variability (see Figures 1–4 in the paper).

---

## 📊 Benchmark Performance

| Dataset       | Accuracy | F1 Score | AUC    ||---------------|----------|----------|--------|| LibriSpeech   | **88.92%** | 87.59%   | 90.23% || TIMIT         | 89.44%   | **87.12%** | 91.02% || Common Voice  | **85.96%** | 84.18%   | 88.03% || TED-LIUM      | 87.20%   | **85.92%** | 89.45% |

🏅 *Outperforms SOTA methods (YOLOv5, Faster R-CNN, RetinaNet) across clean and noisy conditions.*

---

## 🧪 Datasets Used

- [LibriSpeech](https://www.openslr.org/12/)- [TIMIT](https://catalog.ldc.upenn.edu/LDC93S1)- [Common Voice](https://commonvoice.mozilla.org/)- [TED-LIUM v3](https://www.openslr.org/51/)

---

## 🛠️ Implementation Details

- Framework: PyTorch + Fairseq- Features: 80-dim log-mel spectrograms- Text Tokenization: BPE (10k vocab)- Hardware: 4× NVIDIA A100 GPUs- Optimization: Beam Search + Dropout + Curriculum Sampling

---

## 🧪 How to Run

```bashgit clone https://github.com/<your-username>/CogniAthlete.gitcd CogniAthletepip install -r requirements.txt

# Train with MPDpython train.py --config configs/cogniathlete.yaml

# Evaluate on LibriSpeechpython evaluate.py --dataset librispeech --checkpoint checkpoints/best_model.pth