cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17365993
title: CODIPAS: Cognitive Distortions In Patient Speech

description: CODIPAS is a dataset designed to support the detection and recognition of cognitive distortions in patient speech. Each instance in the dataset represents a fragment extracted from a patient’s question, annotated to indicate whether it contains any cognitive distortions and, if so, which specific types are present.

It builds upon the Cognitive Distortion Detection dataset (Kaggle) by Shreevastava & Foltz, which originally selected and annotated patient questions from the Therapist Q&A dataset, a collection of questions and responses from an online forum where individuals sought psychological advice from certified therapists. This resource provides potential examples of emotionally charged and cognitively biased language.

In CODIPAS, however, the entire process was redesigned and re-executed to achieve higher annotation quality and finer granularity. Expert psychologists re-examined all patient questions and re-identified distorted parts from scratch, allowing each question to be segmented into multiple fine-grained fragments when relevant. Every fragment was then annotated through an expert consensus process, ensuring consistent and reliable labeling of cognitive distortions.

In addition, new instances were generated using generative AI to improve class balance and diversity. These synthetic examples were first validated by clinical experts for inclusion and then annotated by psychologists following the same protocol as the original data.

 

Data Structure

Each instance in CODIPAS includes:



a new unique identifier associated with each Distorted Part

the full text of the patient statement

the extracted distorted fragment

expert-assigned labels for Dominant Distortion and Secondary Distortion (or No distortion)


This structure allows CODIPAS to be used for both binary (distorted vs. non-distorted) and multiclass classification tasks, providing a robust benchmark for studying the linguistic patterns of cognitive biases.

 

Types of Cognitive Distortion Labels included:



All-or-nothing thinking

Overgeneralization

Mental filter

Should statements

Labeling

Personalization

Magnification

Emotional reasoning

Mind reading

Fortune-telling

No distortion: indicates that the fragment does not contain any identifiable cognitive distortion.
DOI: 10.5281/zenodo.17365992
title: CODIPAS: Cognitive Distortions In Patient Speech

description: CODIPAS is a dataset designed to support the detection and recognition of cognitive distortions in patient speech. Each instance in the dataset represents a fragment extracted from a patient’s question, annotated to indicate whether it contains any cognitive distortions and, if so, which specific types are present.

It builds upon the Cognitive Distortion Detection dataset (Kaggle) by Shreevastava & Foltz, which originally selected and annotated patient questions from the Therapist Q&A dataset, a collection of questions and responses from an online forum where individuals sought psychological advice from certified therapists. This resource provides potential examples of emotionally charged and cognitively biased language.

In CODIPAS, however, the entire process was redesigned and re-executed to achieve higher annotation quality and finer granularity. Expert psychologists re-examined all patient questions and re-identified distorted parts from scratch, allowing each question to be segmented into multiple fine-grained fragments when relevant. Every fragment was then annotated through an expert consensus process, ensuring consistent and reliable labeling of cognitive distortions.

In addition, new instances were generated using generative AI to improve class balance and diversity. These synthetic examples were first validated by clinical experts for inclusion and then annotated by psychologists following the same protocol as the original data.

 

Data Structure

Each instance in CODIPAS includes:



a new unique identifier associated with each Distorted Part

the full text of the patient statement

the extracted distorted fragment

expert-assigned labels for Dominant Distortion and Secondary Distortion (or No distortion)


This structure allows CODIPAS to be used for both binary (distorted vs. non-distorted) and multiclass classification tasks, providing a robust benchmark for studying the linguistic patterns of cognitive biases.

 

Types of Cognitive Distortion Labels included:



All-or-nothing thinking

Overgeneralization

Mental filter

Should statements

Labeling

Personalization

Magnification

Emotional reasoning

Mind reading

Fortune-telling

No distortion: indicates that the fragment does not contain any identifiable cognitive distortion.
DOI: 10.3886/e245358
title: Abortion Pills in DUBAI ((+971568316598'')) Fujairah, Sharjah, Ajman -mifepristone & misoprostol Kit) *Can I get abortion pills from a pharmacy in Dubai, Abu Dhabi?

description: Abortion Pills
in DUBAI ((+971568316598'')) Fujairah, Sharjah, Ajman -mifepristone &
misoprostol Kit) *Can I get abortion pills from a pharmacy in Dubai, Abu Dhabi?
DOI: 10.5281/zenodo.18647996
title: IMPROVING THE CONTENT OF PRESCHOOL EDUCATION BASED ON A GENDER APPROACH: ANALYSIS OF FOREIGN EXPERIENCE AND MODERN PEDAGOGICAL APPROACHES

description: This study examines the enhancement of preschool education based on a gender-inclusive approach, drawing on advanced international experiences and contemporary pedagogical techniques. The significance of this research lies in the increasing need to promote gender equality and inclusion in early childhood education, as it plays a critical role in shaping children's social attitudes and intellectual development.

The aim of this study is to investigate foreign practices in implementing gender-sensitive pedagogy and assess the content of preschool education through a gender lens. Qualitative research methods are employed, including comparative analysis, examination of educational materials, and review of best international practices.

Findings indicate that incorporating gender-informed approaches into preschool curricula contributes to the elimination of stereotypes and fosters inclusive learning environments. The discussion underlines the significance of adapting these approaches to local circumstances and emphasizes the requirement for teacher development and policy assistance.
DOI: 10.5281/zenodo.18647997
title: IMPROVING THE CONTENT OF PRESCHOOL EDUCATION BASED ON A GENDER APPROACH: ANALYSIS OF FOREIGN EXPERIENCE AND MODERN PEDAGOGICAL APPROACHES

description: This study examines the enhancement of preschool education based on a gender-inclusive approach, drawing on advanced international experiences and contemporary pedagogical techniques. The significance of this research lies in the increasing need to promote gender equality and inclusion in early childhood education, as it plays a critical role in shaping children's social attitudes and intellectual development.

The aim of this study is to investigate foreign practices in implementing gender-sensitive pedagogy and assess the content of preschool education through a gender lens. Qualitative research methods are employed, including comparative analysis, examination of educational materials, and review of best international practices.

Findings indicate that incorporating gender-informed approaches into preschool curricula contributes to the elimination of stereotypes and fosters inclusive learning environments. The discussion underlines the significance of adapting these approaches to local circumstances and emphasizes the requirement for teacher development and policy assistance.
DOI: 10.15468/dl.x2hys3
title: Occurrence Download

description: A dataset containing 5580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cannabis sativa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5580 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020391-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwyq2j
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cycas pectinata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 123 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020392-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2ryz9
title: Occurrence Download

description: A dataset containing 6983 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacara chloropterus"
 ]
}

 The dataset includes 6983 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020394-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245357
title: Chukwuemeka Odumegwu Ojukwu University Teaching Hospital 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online

description: Chukwuemeka Odumegwu Ojukwu University Teaching Hospital 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online
DOI: 10.15468/dl.pgfqem
title: Occurrence Download

description: A dataset containing 4008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celtis occidentalis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4008 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020395-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czfnpn
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalbergia rimosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 415 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020396-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245360
title: School of Basic Midwifery, Akure 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09036153255) 09036153255 (09036153255) For More Details On How To Apply And Register Online.

description: School of Basic Midwifery, Akure 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09036153255) 09036153255 (09036153255) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (09036153255) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar Year.{09036153255}
DOI: 10.34740/kaggle/dsv/14847273
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3886/e245359
title: Abortion Pills in DUBAI ((+971568316598'')) Fujairah, Sharjah, Ajman -mifepristone & misoprostol Kit) *Can I get abortion pills from a pharmacy in Dubai, Abu Dhabi?

description: Dr.
 Lyvie (+971568316598)), provides Mifepristone, Misoprostol, Cytotec 200mcg
 for Abortion in Dubai, Abu Dhabi, Sharjah, Ajman, Alain, Fujairah, Ras Al
 Khaimah, Umm Al Quwain + (UAE) to end/stop your pregnancy. It is a basic
 healthcare need for millions of women and girls who can become pregnant
 within United Arab Emirates. It is estimated that 1 in 4 pregnancies end in
 an abortion every year so don’t be shy if you are not ready to be a mother
 because this is your life and you determine what you want. In UAE (Dubai)
 pregnancy termination/abortion is common and access to safe and legal
 abortion services is far from guaranteed for those who may need abortion
 services, this is why Dr. Leen is here for your rescue because she
 understands how it feels so reach her for best support during this situation
 on her direct line +971561686603 Abortion pill / Cytotec 200mcg
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 contraceptive pills, Morning sex pills, pills, pills to prevent pregnancy 72
 hours after sex is when you take medicines that you get from a trained doctor
 to end an early pregnancy. In a clinic, abortion is done in a health center
 by a trained doctor. Both kinds of abortion are safe and effective.
DOI: 10.15468/dl.mgm53u
title: Occurrence Download

description: A dataset containing 1170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gironniera subaequalis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1170 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020397-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245361
title: College of Nursing Sciences, Alor 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online

description: College of Nursing Sciences, Alor 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online
DOI: 10.15468/dl.skxuys
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphniphyllum paxianum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 528 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020398-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymptua
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacara maugei"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020399-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.27556.13449
title: Proof-Carrying Numerics: Evidence Chain (Reproducible Release)
DOI: 10.5281/zenodo.18619779
title: Perceived walkability survey dataset

description: This repository contains the data and metadata from a survey on perceived walkability where respondents had to do two sets of tasks: First, to answer some questions about demographic, means of transport and personality traits. Second, to rate a set of 15 street view images randomly selected from a subset of 495 images from different areas in London. 

The repository is organised in two datasets. A first one containing anonymised survey responses, which comprises 1440 responses and 134 observations. A second one containing the 1440 ratings of 495 images.
DOI: 10.5281/zenodo.18619780
title: Perceived walkability survey dataset

description: This repository contains the data and metadata from a survey on perceived walkability where respondents had to do two sets of tasks: First, to answer some questions about demographic, means of transport and personality traits. Second, to rate a set of 15 street view images randomly selected from a subset of 495 images from different areas in London. 

The repository is organised in two datasets. A first one containing anonymised survey responses, which comprises 1440 responses and 134 observations. A second one containing the 1440 ratings of 495 images.
DOI: 10.15468/dl.qr7f59
title: Occurrence Download

description: A dataset containing 4289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris",
 "Year 2000-2026"
 ]
}

 The dataset includes 4289 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020400-260208012135463/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.31341979
title: Anonymised dataset for: <i>What’s Your Number? How Previous Relationship Frequency, Duration and Gender Shape Perceived Desirability in Online Dating</i>

description: This repository contains the raw anonymised participant dataset associated with the manuscript <i>“What’s Your Number? How Previous Relationship Frequency, Duration and Gender Shape Perceived Desirability in Online Dating.”</i>The data come from an experimental study examining how frequency and duration of previous romantic relationships and gender influence perceived desirability in an online dating context.All identifying information has been removed prior to upload.
DOI: 10.6084/m9.figshare.31341979.v1
title: Anonymised dataset for: <i>What’s Your Number? How Previous Relationship Frequency, Duration and Gender Shape Perceived Desirability in Online Dating</i>

description: This repository contains the raw anonymised participant dataset associated with the manuscript <i>“What’s Your Number? How Previous Relationship Frequency, Duration and Gender Shape Perceived Desirability in Online Dating.”</i>The data come from an experimental study examining how frequency and duration of previous romantic relationships and gender influence perceived desirability in an online dating context.All identifying information has been removed prior to upload.
DOI: 10.15468/dl.4dwxpk
title: Occurrence Download

description: A dataset containing 7891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Humulus lupulus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7891 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020401-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245363
title: Aliko Dangote College Of Nursing Sciences, Bauchi 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online

description: Aliko Dangote College Of Nursing Sciences, Bauchi 2026/2027 Admission Form/Application Form Is Out Call the Registrar (09060973758) 09060973758 (09060973758) For More Details On How To Apply And Register Online
DOI: 10.5281/zenodo.18648071
title: PHYTOCHEMICAL ANALYSIS AND EVALUATION OF PHARMACEUTICAL INDICATORS OF PAEONIA LACTIFLORA AND GINKGO BILOBA

description: Medicinal plants play an important role as sources of biologically active compounds in the pharmaceutical industry. This study is aimed at analyzing the phytochemical composition of Paeonia lactiflora and Ginkgo biloba and evaluating their pharmaceutical parameters. In the course of the study, Paeonia lactiflora roots and Ginkgo biloba leaves were used as plant raw materials.

The results of the phytochemical analysis revealed the presence of flavonoids, phenolic compounds, and glycosides in both plants. Ginkgo biloba was distinguished by its high content of flavonoids and phenolic compounds, while Paeonia lactiflora showed a high level of monoterpene glycosides, particularly paeoniflorin. The presence of the main biologically active compounds was confirmed using thin-layer chromatography (TLC) and high-performance liquid chromatography (HPLC).

During the evaluation of pharmaceutical parameters, moisture content, total ash, and extractive values were determined, and their compliance with pharmacopoeial requirements was confirmed. The obtained results indicate that Paeonia lactiflora and Ginkgo biloba are promising for use in pharmaceutical practice.
DOI: 10.5281/zenodo.18648070
title: PHYTOCHEMICAL ANALYSIS AND EVALUATION OF PHARMACEUTICAL INDICATORS OF PAEONIA LACTIFLORA AND GINKGO BILOBA

description: Medicinal plants play an important role as sources of biologically active compounds in the pharmaceutical industry. This study is aimed at analyzing the phytochemical composition of Paeonia lactiflora and Ginkgo biloba and evaluating their pharmaceutical parameters. In the course of the study, Paeonia lactiflora roots and Ginkgo biloba leaves were used as plant raw materials.

The results of the phytochemical analysis revealed the presence of flavonoids, phenolic compounds, and glycosides in both plants. Ginkgo biloba was distinguished by its high content of flavonoids and phenolic compounds, while Paeonia lactiflora showed a high level of monoterpene glycosides, particularly paeoniflorin. The presence of the main biologically active compounds was confirmed using thin-layer chromatography (TLC) and high-performance liquid chromatography (HPLC).

During the evaluation of pharmaceutical parameters, moisture content, total ash, and extractive values were determined, and their compliance with pharmacopoeial requirements was confirmed. The obtained results indicate that Paeonia lactiflora and Ginkgo biloba are promising for use in pharmaceutical practice.
DOI: 10.15468/dl.kvud6s
title: Occurrence Download

description: A dataset containing 1078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Debregeasia longifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1078 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020403-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8wf54
title: Occurrence Download

description: A dataset containing 830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lozanella enantiophylla",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 830 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020405-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.