cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31077586.v1
title: Supplementary Material for: The Evolution of Cephalocentesis in Contemporary Obstetric Practice: From Emergency Intervention to Planned Procedure

description: Objective: To analyze the evolution, indications and outcomes of cephalocentesis over a 38-year period at two tertiary fetal medicine centers.
Methods: Retrospective review of 70 cephalocentesis procedures (1985-2023) at Mount Sinai Hospital, Toronto and the National Maternity Hospital, Dublin. Cases were divided into pre-2002 (n=37) and 2002-onwards (n=33) cohorts in order to evaluate practice evolution.
Results: Mean gestational age at diagnosis was 32.7 ± 5.4 weeks with severe hydrocephalus in 95.7% (67/70) and hydranencephaly in 4.3% (3/70) of cases. Pre-2002, 94.6% (35/37) of procedures were performed intrapartum; 2002-onwards, this shifted to 66.7% (22/33) pre-labor planned procedures with 84.8% (28/33) using a transabdominal approach. Concurrent fetal analgesia and potassium chloride to achieve fetal asystole was introduced in 2002. Vaginal delivery was achieved in 95.7% (67/70) of cases. Perinatal mortality (excluding KCl cases) was 91.8% (45/49). All four survivors (5.8%) demonstrated neurodevelopmental impairment.
Conclusion: Cephalocentesis has evolved from an intrapartum intervention to a planned procedure with standardized protocols. Our findings support reserving this procedure for cases where there is no expectation of postnatal survival, with the primary purpose of facilitating vaginal delivery when caesarean section could unnecessarily increase maternal morbidity.
DOI: 10.6084/m9.figshare.31077589
title: Supplementary Material for: Paraneoplastic pemphigus and liver biopsy needle track dissemination in hepatocellular carcinoma: a case report

description: Introduction: Hepatocellular carcinoma (HCC) is a common and aggressive liver cancer, typically arising in cirrhotic livers but can also occur in the absence of cirrhosis. Paraneoplastic pemphigus (PNP) is a rare autoimmune blistering disorder mostly linked to hematologic malignancies; its association with HCC is extremely uncommon and poses significant diagnostic and therapeutic challenges, particularly due to the need for immunosuppression in PNP management, which may limit systemic cancer therapies.
Case Presentation: We report an 80-year-old male with no prior liver disease presenting with painful oral erosions, weight loss, and hepatomegaly. Imaging revealed a large liver mass without signs of cirrhosis. Biopsy confirmed well-differentiated HCC (BCLC stage C). Concurrently, skin biopsy and positive autoantibodies (anti-desmoglein 3, anti-envoplakin) established the diagnosis of PNP. High-dose corticosteroids and intravenous immunoglobulin led to significant mucocutaneous improvement. Systemic HCC therapy with sorafenib was started, as immunotherapy was contraindicated due to PNP. Despite treatment, disease progression occurred, including needle tract seeding at the biopsy site. The patient discontinued treatment and died 16 months after diagnosis.
Conclusions: This case illustrates a rare and diagnostically complex association of PNP with HCC in a non-cirrhotic liver. It highlights how immunosuppressive therapy for PNP may adversely affect tumor control and potentially accelerate disease progression. Additionally, it underscores the risk of tumor seeding after liver biopsy, especially in immunosuppressed patients. Recognizing these complexities is essential to guide appropriate diagnosis and therapeutic approaches in similar cases.
DOI: 10.6084/m9.figshare.31077589.v1
title: Supplementary Material for: Paraneoplastic pemphigus and liver biopsy needle track dissemination in hepatocellular carcinoma: a case report

description: Introduction: Hepatocellular carcinoma (HCC) is a common and aggressive liver cancer, typically arising in cirrhotic livers but can also occur in the absence of cirrhosis. Paraneoplastic pemphigus (PNP) is a rare autoimmune blistering disorder mostly linked to hematologic malignancies; its association with HCC is extremely uncommon and poses significant diagnostic and therapeutic challenges, particularly due to the need for immunosuppression in PNP management, which may limit systemic cancer therapies.
Case Presentation: We report an 80-year-old male with no prior liver disease presenting with painful oral erosions, weight loss, and hepatomegaly. Imaging revealed a large liver mass without signs of cirrhosis. Biopsy confirmed well-differentiated HCC (BCLC stage C). Concurrently, skin biopsy and positive autoantibodies (anti-desmoglein 3, anti-envoplakin) established the diagnosis of PNP. High-dose corticosteroids and intravenous immunoglobulin led to significant mucocutaneous improvement. Systemic HCC therapy with sorafenib was started, as immunotherapy was contraindicated due to PNP. Despite treatment, disease progression occurred, including needle tract seeding at the biopsy site. The patient discontinued treatment and died 16 months after diagnosis.
Conclusions: This case illustrates a rare and diagnostically complex association of PNP with HCC in a non-cirrhotic liver. It highlights how immunosuppressive therapy for PNP may adversely affect tumor control and potentially accelerate disease progression. Additionally, it underscores the risk of tumor seeding after liver biopsy, especially in immunosuppressed patients. Recognizing these complexities is essential to guide appropriate diagnosis and therapeutic approaches in similar cases.
DOI: 10.15468/dl.z7rr87
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena supina",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1089 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013682-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18266297
title: Replication Package of Paper "A Closer Look at the Malicious Pre-Trained Models in the Hugging Face"

description: Replication Package of Paper “A Closer Look at the Malicious Pre-Trained Models in the Hugging Face”

1. Overview

This project presents a comprehensive empirical study on the security risks posed by malicious pre-trained models (PTMs) in the Hugging Face ecosystem. We construct the largest known dataset of malicious PTMs, comprising 18,195 models, and systematically analyze their prevalence, attack tactics, behavioral characteristics, evasion strategies, detection effectiveness, and lifecycle. Our analysis reveals that malicious PTMs often evade existing detection tools through advanced techniques such as API obfuscation, payload fragmentation, and misuse of auxiliary files. Besides, we find that many malicious models remain publicly accessible for extended periods, accumulating user trust and downloads before being flagged. This replication package contains the datasets, scripts, and analysis tools necessary to reproduce our key findings and support future research on securing the AI model supply chain.

2. Directory Structure

|── script/│   ├── dataset_collection.csv        # collect all PTMs from Hugging Face using its API│   ├── dataset_spider.csv            # collect model card, model size, tensor type, and warning messages of PTMs in HF│   ├── dataset_analyze.csv            # the script to analyze dataset in RQ1 to RQ5│   └── feature_extraction.py         # collect and identify malicious PTMs from ProtectAI website|── dataset/│   ├── all_models_api_list_0701.csv  # All PTMs in Hugging Face before June 30, 2025│   ├── all_models_0701_malicious.csv         # Malicious PTMs with unique model names│   ├── sample_dataset_rq3.csv                 # Sample dataset used in RQ3│   ├── sample_models_final_rq4.xlsx          # Sample dataset used in RQ4│   └── all_models_0701_malicious_noduplicate.csv         # All malicious PTMs |── interviews/│   └── questionnair.pdf         # |── results/│   ├── category_year_trend.pdf       # │   ├── completeness_model_card.pdf       # │   ├── download_trend_by_category.pdf       # │   ├── like_download_distribution_rq3.pdf       # │   ├── like_trend_by_category.pdf       # │   ├── malicious_like_download_distribution_by_count.pdf       # │   ├── malicious_trend_by_year.pdf       # │   ├── models_per_month_trend.pdf       # │   ├── prediction_by_methods.pdf       # │   ├── category_year_trend.pdf       # │   └── scatter_figure.pdf         # |── environment.yaml|── README.md                     # 

3. Environment & Setup

conda create -n ptm-threat python=3.10conda activate ptm-threatconda env create -f environment.yaml
DOI: 10.5281/zenodo.18266298
title: Replication Package of Paper "A Closer Look at the Malicious Pre-Trained Models in the Hugging Face"

description: Replication Package of Paper “A Closer Look at the Malicious Pre-Trained Models in the Hugging Face”

1. Overview

This project presents a comprehensive empirical study on the security risks posed by malicious pre-trained models (PTMs) in the Hugging Face ecosystem. We construct the largest known dataset of malicious PTMs, comprising 18,195 models, and systematically analyze their prevalence, attack tactics, behavioral characteristics, evasion strategies, detection effectiveness, and lifecycle. Our analysis reveals that malicious PTMs often evade existing detection tools through advanced techniques such as API obfuscation, payload fragmentation, and misuse of auxiliary files. Besides, we find that many malicious models remain publicly accessible for extended periods, accumulating user trust and downloads before being flagged. This replication package contains the datasets, scripts, and analysis tools necessary to reproduce our key findings and support future research on securing the AI model supply chain.

2. Directory Structure

|── script/│   ├── dataset_collection.csv        # collect all PTMs from Hugging Face using its API│   ├── dataset_spider.csv            # collect model card, model size, tensor type, and warning messages of PTMs in HF│   ├── dataset_analyze.csv            # the script to analyze dataset in RQ1 to RQ5│   └── feature_extraction.py         # collect and identify malicious PTMs from ProtectAI website|── dataset/│   ├── all_models_api_list_0701.csv  # All PTMs in Hugging Face before June 30, 2025│   ├── all_models_0701_malicious.csv         # Malicious PTMs with unique model names│   ├── sample_dataset_rq3.csv                 # Sample dataset used in RQ3│   ├── sample_models_final_rq4.xlsx          # Sample dataset used in RQ4│   └── all_models_0701_malicious_noduplicate.csv         # All malicious PTMs |── interviews/│   └── questionnair.pdf         # |── results/│   ├── category_year_trend.pdf       # │   ├── completeness_model_card.pdf       # │   ├── download_trend_by_category.pdf       # │   ├── like_download_distribution_rq3.pdf       # │   ├── like_trend_by_category.pdf       # │   ├── malicious_like_download_distribution_by_count.pdf       # │   ├── malicious_trend_by_year.pdf       # │   ├── models_per_month_trend.pdf       # │   ├── prediction_by_methods.pdf       # │   ├── category_year_trend.pdf       # │   └── scatter_figure.pdf         # |── environment.yaml|── README.md                     # 

3. Environment & Setup

conda create -n ptm-threat python=3.10conda activate ptm-threatconda env create -f environment.yaml
DOI: 10.6084/m9.figshare.31077427
title: <b>Academic transcripts and study plans in Saudi universities</b>

description: Study plans from Saudi universities, pdfs classified by (university, college, major)
DOI: 10.6084/m9.figshare.31077427.v1
title: <b>Academic transcripts and study plans in Saudi universities</b>

description: Study plans from Saudi universities, pdfs classified by (university, college, major)
DOI: 10.15468/dl.twtt6j
title: Occurrence Download

description: A dataset containing 3746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespula germanica",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3746 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013684-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv3d9n
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sorbus glabriuscula)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013683-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjxv53
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parashorea chinensis"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013685-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8su86z
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Malva verticillata",
 "Year 1970-2000"
 ]
}

 The dataset includes 199 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013686-260108223611665/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.31077547
title: Replication Data for: Political Instability and Supply Chain Performance in West Africa

description: Panel data and Stata replication code for analyzing the effects of military coups on trade facilitation metrics in 12 ECOWAS countries (2006 to 2014).
DOI: 10.6084/m9.figshare.31077547.v1
title: Replication Data for: Political Instability and Supply Chain Performance in West Africa

description: Panel data and Stata replication code for analyzing the effects of military coups on trade facilitation metrics in 12 ECOWAS countries (2006 to 2014).
DOI: 10.5281/zenodo.18266343
title: MOLIYAVIY SANKSIYALARNI "INSTITUTSIONAL SHOK" SIFATIDA MODELLASHTIRISH: IQTISODIY TIZIMNING ICHKI QAYTA KONFIGURATSIYASI

description: Mazkur maqolada moliyaviy sanksiyalar an’anaviy ravishda tashqi siyosiy bosim yoki jazolash vositasi sifatida talqin qilinishidan voz kechilib, ular iqtisodiy tizimga chuqur va majburiy ta’sir ko‘rsatuvchi institutsional shok sifatida konseptual jihatdan qayta izohlanadi. Tadqiqotning asosiy maqsadi moliyaviy sanksiyalar sharoitida iqtisodiy tizimning ichki institutlari, ularning o‘zaro bog‘liqligi va funksional rollari qanday mexanizmlar orqali qayta konfiguratsiyalanishini nazariy asosda modellashtirishdan iborat.

Tadqiqot institutsional iqtisodiyot va tizimli tahlil yondashuvlariga tayanib, sanksiyalarning moliyaviy institutlar, ishonch mexanizmlari hamda iqtisodiy qarorlar qabul qilish jarayoniga ta’sirini chuqur tahlil qiladi (North, 1990; Williamson, 2000). Tadqiqot natijalari shuni ko‘rsatadiki, moliyaviy sanksiyalar qisqa muddatda institutsional beqarorlik va noaniqlikni kuchaytirsa-da, uzoq muddatda iqtisodiy tizimning ichki moslashuv mexanizmlarini faollashtirib, yangi institutsional konfiguratsiyaning shakllanishiga olib keladi. Ushbu jarayonda samaradorlikdan ko‘ra barqarorlik ustuvor ahamiyat kasb etadi, bu esa iqtisodiy rivojlanish trayektoriyasini tubdan o‘zgartiradi (Acemoglu & Robinson, 2012).
DOI: 10.5281/zenodo.18266344
title: MOLIYAVIY SANKSIYALARNI "INSTITUTSIONAL SHOK" SIFATIDA MODELLASHTIRISH: IQTISODIY TIZIMNING ICHKI QAYTA KONFIGURATSIYASI

description: Mazkur maqolada moliyaviy sanksiyalar an’anaviy ravishda tashqi siyosiy bosim yoki jazolash vositasi sifatida talqin qilinishidan voz kechilib, ular iqtisodiy tizimga chuqur va majburiy ta’sir ko‘rsatuvchi institutsional shok sifatida konseptual jihatdan qayta izohlanadi. Tadqiqotning asosiy maqsadi moliyaviy sanksiyalar sharoitida iqtisodiy tizimning ichki institutlari, ularning o‘zaro bog‘liqligi va funksional rollari qanday mexanizmlar orqali qayta konfiguratsiyalanishini nazariy asosda modellashtirishdan iborat.

Tadqiqot institutsional iqtisodiyot va tizimli tahlil yondashuvlariga tayanib, sanksiyalarning moliyaviy institutlar, ishonch mexanizmlari hamda iqtisodiy qarorlar qabul qilish jarayoniga ta’sirini chuqur tahlil qiladi (North, 1990; Williamson, 2000). Tadqiqot natijalari shuni ko‘rsatadiki, moliyaviy sanksiyalar qisqa muddatda institutsional beqarorlik va noaniqlikni kuchaytirsa-da, uzoq muddatda iqtisodiy tizimning ichki moslashuv mexanizmlarini faollashtirib, yangi institutsional konfiguratsiyaning shakllanishiga olib keladi. Ushbu jarayonda samaradorlikdan ko‘ra barqarorlik ustuvor ahamiyat kasb etadi, bu esa iqtisodiy rivojlanish trayektoriyasini tubdan o‘zgartiradi (Acemoglu & Robinson, 2012).
DOI: 10.15468/dl.9nw7ds
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Geometry POLYGON((111.357 21.461,115.422 21.461,115.422 24.392,111.357 24.392,111.357 21.461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fejervarya multistriata"
 ]
}

 The dataset includes 746 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013688-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkr926
title: Occurrence Download

description: A dataset containing 1485510 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is El Salvador"
 ]
}

 The dataset includes 1485510 records from 838 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013636-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2znue
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sorbus glabriuscula)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013689-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f27kqn
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Watersipora subtorquata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 638 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013692-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6c6g7j
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Watersipora subtorquata",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 727 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013691-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7x64qh
title: Occurrence Download

description: A dataset containing 220814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elanus axillaris",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 220814 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013647-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3e443
title: Occurrence Download

description: A dataset containing 830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ixodes persulcatus",
 "Year 2015-2025"
 ]
}

 The dataset includes 830 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013693-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18266381
title: BO'LAJAK MUSIQA TA'LIMI O'QITUVCHILARIDA DUTOR IJROCHILIGIDA TEXNIK MAHORATINI RIVOJLANTIRISHNING AMALIY ASOSLARI

description: Maqolada dutor cholg‘usi orqali talabalarda ijrochilik texnikasini rivojlantirishning amaliy asoslari, dutor ijrochiligi texnikasini shakllantirishda repertuar tanlash, o‘ng va chap qo‘l mutanosibligini rivojlantirish, shuningdek, oddiy, teskari va terma zarblar texnikasini mukammallashtirishning pedagogik va amaliy jihatlari tahlil qilingan. Shuningdek, amaliy mashg‘ulotlar jarayoni, metodik yondashuvlar va samarali texnika rivojlantirish usullari asoslab berilgan.
DOI: 10.5281/zenodo.18266380
title: BO'LAJAK MUSIQA TA'LIMI O'QITUVCHILARIDA DUTOR IJROCHILIGIDA TEXNIK MAHORATINI RIVOJLANTIRISHNING AMALIY ASOSLARI

description: Maqolada dutor cholg‘usi orqali talabalarda ijrochilik texnikasini rivojlantirishning amaliy asoslari, dutor ijrochiligi texnikasini shakllantirishda repertuar tanlash, o‘ng va chap qo‘l mutanosibligini rivojlantirish, shuningdek, oddiy, teskari va terma zarblar texnikasini mukammallashtirishning pedagogik va amaliy jihatlari tahlil qilingan. Shuningdek, amaliy mashg‘ulotlar jarayoni, metodik yondashuvlar va samarali texnika rivojlantirish usullari asoslab berilgan.
DOI: 10.5284/1137436
title: Images from a Building Survey of York Street Wall, Manningtree, Essex, July 2020

description: This collection comprises images from a building survey of York Street Wall, Manningtree, Essex. This work was undertaken by Place Services at the Essex County Council in July 2020. The wall was built of reused bricks, paving bricks, clinker, and stone in a lime mortar. Panels of rubble and clinker with decorative brickwork were interspersed with brick piers. The clinker originated at the former Manningtree Gasworks which originally stood adjacent to the site. There were frequent examples of reused moulded stones in the wall's fabric, which may have originated at demolished ecclesiastical sites in nearby Mistley.
DOI: 10.6084/m9.figshare.30186856.v4
title: <b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>

description: This is data and code for the article “<b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>”