cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15530751
title: "Do They Learn When They Read? A Two-Stage Evaluation of AI Models' Orthopedic Knowledge Using Orthobullets and Miller's Review"

description: Abstract

Objective:

This study aims to evaluate the orthopedic knowledge levels of large language model (LLM)-based artificial intelligence systems. ChatGPT (OpenAI), Google Gemini, Claude (Anthropic), and Perplexity AI were compared based on their responses to 110 multiple-choice questions sourced from the Orthobullets platform. In addition, the study examined how the performance of these models changed after being granted access to Miller’s Review of Orthopaedics, a widely recognized core reference in orthopedic education.

Methods:

The study was conducted in two phases. In the first phase, 110 orthopedic questions were posed to each AI model without providing any external reference material. In the second phase, the models' prior data were reset, and only the PDF version of Miller’s Review of Orthopaedics was uploaded. The same 110 questions were then re-asked, this time with access to the textbook. The number of correct responses and overall accuracy rates were calculated for each model, and performance differences between phases were analyzed.

Results:

A comparative analysis of each AI model’s knowledge before and after literature access was presented. Accuracy rates, topic-based performance distributions, and improvements were reported using descriptive statistics. Certain models demonstrated a significant increase in accuracy following access to the reference material.

Conclusion:

When provided with access to orthopedic literature, AI models are capable of substantially enhancing their knowledge levels, indicating their potential as effective tools in medical education and clinical decision support. This study contributes to the integration of LLMs in healthcare applications by comparing their ability to learn from structured medical sources.

Keywords: Artificial intelligence; large language models; orthopedics; ChatGPT; Google Gemini; Claude; Perplexity AI; medical education; Miller’s Review of Orthopaedics; Orthobullets.
DOI: 10.5281/zenodo.15530752
title: "Do They Learn When They Read? A Two-Stage Evaluation of AI Models' Orthopedic Knowledge Using Orthobullets and Miller's Review"

description: Abstract

Objective:

This study aims to evaluate the orthopedic knowledge levels of large language model (LLM)-based artificial intelligence systems. ChatGPT (OpenAI), Google Gemini, Claude (Anthropic), and Perplexity AI were compared based on their responses to 110 multiple-choice questions sourced from the Orthobullets platform. In addition, the study examined how the performance of these models changed after being granted access to Miller’s Review of Orthopaedics, a widely recognized core reference in orthopedic education.

Methods:

The study was conducted in two phases. In the first phase, 110 orthopedic questions were posed to each AI model without providing any external reference material. In the second phase, the models' prior data were reset, and only the PDF version of Miller’s Review of Orthopaedics was uploaded. The same 110 questions were then re-asked, this time with access to the textbook. The number of correct responses and overall accuracy rates were calculated for each model, and performance differences between phases were analyzed.

Results:

A comparative analysis of each AI model’s knowledge before and after literature access was presented. Accuracy rates, topic-based performance distributions, and improvements were reported using descriptive statistics. Certain models demonstrated a significant increase in accuracy following access to the reference material.

Conclusion:

When provided with access to orthopedic literature, AI models are capable of substantially enhancing their knowledge levels, indicating their potential as effective tools in medical education and clinical decision support. This study contributes to the integration of LLMs in healthcare applications by comparing their ability to learn from structured medical sources.

Keywords: Artificial intelligence; large language models; orthopedics; ChatGPT; Google Gemini; Claude; Perplexity AI; medical education; Miller’s Review of Orthopaedics; Orthobullets.
DOI: 10.5281/zenodo.15530768
title: XBRL Western Balkans Dataset
DOI: 10.5281/zenodo.15530769
title: XBRL Western Balkans Dataset
DOI: 10.5281/zenodo.14194525
title: scRNA-seq atlases for 3 Caenorhabditis species - annotated cell datasets

description: Annotated datasets (monocle3 objects) of scRNA-seq data for C. elegans, C. briggsae and C. tropicalis L2 nematodes. The datasets are published together with the manuscript "Divergence in neuronal signaling pathways despite conserved neuronal identity among Caenorhabditis species".

https://doi.org/10.1016/j.cub.2025.05.036

Files deposited include cell datasets for all sequenced cells ("all_cds") and datasets for all cells annotated as neurons ("neu_cds").  

C. elegans strain - N2.

C. briggsae strain - AF16.

C. tropicalis strain - NIC203.
DOI: 10.5281/zenodo.15476355
title: scRNA-seq atlases for 3 Caenorhabditis species - annotated cell datasets

description: Annotated datasets (monocle3 objects) of scRNA-seq data for C. elegans, C. briggsae and C. tropicalis L2 nematodes. The datasets are published together with the manuscript "Divergence in neuronal signaling pathways despite conserved neuronal identity among Caenorhabditis species".

https://doi.org/10.1016/j.cub.2025.05.036

Files deposited include cell datasets for all sequenced cells ("all_cds") and datasets for all cells annotated as neurons ("neu_cds").  

C. elegans strain - N2.

C. briggsae strain - AF16.

C. tropicalis strain - NIC203.
DOI: 10.5281/zenodo.14205685
title: scRNA-seq atlases for 3 Caenorhabditis species - scripts for analysis and figures in paper

description: Scripts and data used for analyses and generation of figures described in the manuscript "Divergence in neuronal signaling pathways despite conserved neuronal identity among Caenorhabditis species".

https://doi.org/10.1016/j.cub.2025.05.036
DOI: 10.5281/zenodo.14890785
title: scRNA-seq atlases for 3 Caenorhabditis species - scripts for analysis and figures in manuscript

description: Scripts and data used for analyses and generation of figures described in the manuscript "Molecular patterns of evolutionary changes throughout the whole nervous system of multiple nematode species".

The manuscript and repository are published as a non-peer-reviewed preprints and may be subject to changes in the future.
DOI: 10.5281/zenodo.15061803
title: scRNA-seq atlases for 3 Caenorhabditis species - scripts for analysis and figures in manuscript

description: Scripts and data used for analyses and generation of figures described in the manuscript "Molecular patterns of evolutionary changes throughout the whole nervous system of multiple nematode species".

The manuscript and repository are published as a non-peer-reviewed preprint and may be subject to changes in the future.
DOI: 10.5281/zenodo.15330701
title: scRNA-seq atlases for 3 Caenorhabditis species - scripts for analysis and figures in manuscript

description: Scripts and data used for analyses and generation of figures described in the manuscript "Molecular patterns of evolutionary changes throughout the whole nervous system of multiple nematode species".

The manuscript and repository are published as a non-peer-reviewed preprint and may be subject to changes in the future.
DOI: 10.5281/zenodo.15475985
title: scRNA-seq atlases for 3 Caenorhabditis species - scripts for analysis and figures in paper

description: Scripts and data used for analyses and generation of figures described in the manuscript "Divergence in neuronal signaling pathways despite conserved neuronal identity among Caenorhabditis species".

https://doi.org/10.1016/j.cub.2025.05.036
DOI: 10.25446/oxford.29637617
title: Saqqara, dipinto, 18th Dynasty (see100100)

description: Djoser Pyramid Complex South Chapel, loose block, 18th Dynasty. Image copyright - Griffith Institute Archive
DOI: 10.25446/oxford.29637617.v1
title: Saqqara, dipinto, 18th Dynasty (see100100)

description: Djoser Pyramid Complex South Chapel, loose block, 18th Dynasty. Image copyright - Griffith Institute Archive
DOI: 10.5281/zenodo.16631359
title: Data for converging ab initio phonon simulations for organic molecular crystals

description: Data associated with manuscript Converging ab initio phonon simulations for organicmolecular crystals
DOI: 10.5281/zenodo.16631358
title: Data for converging ab initio phonon simulations for organic molecular crystals

description: Data associated with manuscript Converging ab initio phonon simulations for organicmolecular crystals
DOI: 10.15468/dl.z6fm3s
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elephantopus mollis",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079178-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f7r6v
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyla nodiflora",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079177-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16631313
title: Nutrient and carbon circularity in peri-urban and urban agriculture: A database of the current state in the Metropolitan Area of Barcelona and across European cities

description: The objective of this database is to provide a compilation of the current practices and emerging trends in the Metropolitan Area of Barcelona (AMB) and across European cities along the following themes: 1) Peri-urban and urban agriculture (UA), 2) Biowaste and wastewater management, 3) Linear and circular fertilization, 4) Preservation and regeneration of UA soil, and 5) Stakeholders, policies, and engagement. This database enables a systematic assessment of nutrient and carbon circularity between UA and urban residues in each city, and can be used by various stakeholders in the nutrient cycle (i.e., local farmers, waste management agents, public administration) to facilitate the identification of key drivers and barriers to promote UA and nutrient and carbon circularity.

The compilation of this database is based on the results of research and stakeholders engagement throughout the Proof-of Concept project “Healthy Soil for Urban Agriculture through Nutrient and Carbon Circularity” (NUTRISOIL) funded by the European Research Council (Horizon Europe, Ref: 101138151, urbag.eu/nutrisoil/).

This document presents a preliminary version of the results obtained so far within ongoing compilation and analysis. The database remains in progress and will be further developed to complete the remaining criteria and expanded to incorporate additional cities. Upon completion and validation, the final output will be made available online as an interactive Excel-based tool to facilitate dissemination and practical use.

 

Healthy Soil for Urban Agriculture through Nutrient and Carbon Circularity (NUTRISOIL). A Proof-of-Concept project funded by European Commission European Research Council Ref: 101138151.
DOI: 10.5281/zenodo.16631314
title: Nutrient and carbon circularity in peri-urban and urban agriculture: A database of the current state in the Metropolitan Area of Barcelona and across European cities

description: The objective of this database is to provide a compilation of the current practices and emerging trends in the Metropolitan Area of Barcelona (AMB) and across European cities along the following themes: 1) Peri-urban and urban agriculture (UA), 2) Biowaste and wastewater management, 3) Linear and circular fertilization, 4) Preservation and regeneration of UA soil, and 5) Stakeholders, policies, and engagement. This database enables a systematic assessment of nutrient and carbon circularity between UA and urban residues in each city, and can be used by various stakeholders in the nutrient cycle (i.e., local farmers, waste management agents, public administration) to facilitate the identification of key drivers and barriers to promote UA and nutrient and carbon circularity.

The compilation of this database is based on the results of research and stakeholders engagement throughout the Proof-of Concept project “Healthy Soil for Urban Agriculture through Nutrient and Carbon Circularity” (NUTRISOIL) funded by the European Research Council (Horizon Europe, Ref: 101138151, urbag.eu/nutrisoil/).

This document presents a preliminary version of the results obtained so far within ongoing compilation and analysis. The database remains in progress and will be further developed to complete the remaining criteria and expanded to incorporate additional cities. Upon completion and validation, the final output will be made available online as an interactive Excel-based tool to facilitate dissemination and practical use.

 

Healthy Soil for Urban Agriculture through Nutrient and Carbon Circularity (NUTRISOIL). A Proof-of-Concept project funded by European Commission European Research Council Ref: 101138151.
DOI: 10.15468/dl.cx6tq9
title: Occurrence Download

description: A dataset containing 2593837 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 2023 Contributions of Plant Specimen Data inside China"
 ]
}

 The dataset includes 2593837 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079159-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcbe5z
title: Occurrence Download

description: A dataset containing 89496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Zannichellia palustris"
 ]
}

 The dataset includes 89496 records from 945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003838-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/satjrnl-ouc112746029
title: Pliuvium, no. 58 (1907)

description: [description (english with transliteration)] Pliuvium, no. 58, November 10, 1907. Published by V. M. Brevern. Edited by V. M. Brevern and V. Lebel'. St. Petersburg. Journal of political satire. This issue contains poetry, prose, pictures and illustrations by artists and writers. This was a right-wing, monarchist, anti-Semitic journal.
DOI: 10.15468/dl.bp5erv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus norfolcensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003863-260226173443078/datasets/export for details.
DOI: 10.25549/satjrnl-ouc112850461
title: Pliuvium, no. 60 (1907)

description: [description (english with transliteration)] Pliuvium, no. 60, October 24, 1907.
DOI: 10.57760/sciencedb.j00145.00014
title: State Transition Matrix of Variational Integrators for Halo Orbits
title: 变分积分框架下Halo轨道状态转移矩阵的构造

description: All files are organized within the main folder named VI_CR3BP_AMS.The folder structure and contents are as follows:data/Stores the raw and processed data generated from the numerical simulations.figures/Contains MATLAB figure files (.fig) used for generating the plots in the manuscript.lib/Includes programs for computing the Lagrange points in the circular restricted three-body problem (CR3BP).main/Contains the main executable scripts:Diff_Corr.m : Implements differential correction, symplectic conservation verification, and time-reversal symmetry verification.halo_family.m : Contains the code for generating the L2 halo orbit family.S_E_halo.m : Performs symplectic conservation and time-reversal symmetry verification for the Sun–Earth CR3BP.src/Contains custom functions used throughout the project.integrators/ : A subfolder containing the implementation of variational integrators.
description: All files are organized within the main folder named VI_CR3BP_AMS.The folder structure and contents are as follows:data/Stores the raw and processed data generated from the numerical simulations.figures/Contains MATLAB figure files (.fig) used for generating the plots in the manuscript.lib/Includes programs for computing the Lagrange points in the circular restricted three-body problem (CR3BP).main/Contains the main executable scripts:Diff_Corr.m : Implements differential correction, symplectic conservation verification, and time-reversal symmetry verification.halo_family.m : Contains the code for generating the L2 halo orbit family.S_E_halo.m : Performs symplectic conservation and time-reversal symmetry verification for the Sun–Earth CR3BP.src/Contains custom functions used throughout the project.integrators/ : A subfolder containing the implementation of variational integrators.
DOI: 10.25549/dadrian-ouc1sto1828402
title: Hovhannes Eskijian Archival Materials

description: This collection of materials documents the life of Reverend Hovhannes Eskijian (1882-1916). Eskijian was active in Syria during the Armenian genocide and helped many orphans and other refugees to survive prior to his own death of typhus in 1916. His family -- Gulenia (wife, 1888-1946), John Emanuel (son, 1911-2010) and Luther (son, 1913-2007) -- emigrated to Pasadena, California in 1920. The History of The Eskijians provides further information about Hovhannes Eskijian and his family. The documents gathered here were primarily intended as research material for a biography of Hovhannes Eskijian. Gulenia and Luther Eskijian amassed most of the documents, consisting mainly of correspondence, testimonials, articles, and photographs, which were ultimately scanned from originals and photocopies by Luther Eskijian. Much of the material is in Armenian or Turkish (Armenian script) and a few other languages (English, French, Arabic, Russian). There are English translations or English summaries of some of the documents, mostly made by Hovsep O. Janjikian.
DOI: 10.25549/dadrian-ouc1sto1871657
title: Vahakn Dadrian Archives

description: This collection documents the Armenian genocide. Vahakn Dadrian (1926-2019) was an Armenian-American sociologist and historian and one of the early scholars of the academic study of genocide. Dadrian was especially recognized as a leading expert on the Armenian genocide. The Vahakn Dadrian papers contain Dadrian's research files on the Armenian genocide. The collection includes copies of published legal papers with Dadrian's notes, maps of Turkey and Armenia, newspaper clippings, literature relating to Armenian Studies, copies of records from the German State Archives, research files organized by subject, copies of records from Turkish Military Tribunal hearings, United Nations session transcripts with notes, a large binder labeled "Report of the Armenian Genocide Archive Project" from 1986, statistics on genocide, and documentation of 1919-1920 Turkish court martial trials. He donated copies of his collection of research materials to the Ararat-Eskijian Museum and to the University of Southern California.
DOI: 10.25549/dadrian-ouc1sto1827917
title: Vahakn Dadrian Archives

description: This collection documents the Armenian genocide. Vahakn Dadrian (1926-2019) was an Armenian-American sociologist and historian and one of the early scholars of the academic study of genocide. Dadrian was especially recognized as a leading expert on the Armenian genocide. The Vahakn Dadrian papers contain Dadrian's research files on the Armenian genocide. The collection includes copies of published legal papers with Dadrian's notes, maps of Turkey and Armenia, newspaper clippings, literature relating to Armenian Studies, copies of records from the German State Archives, research files organized by subject, copies of records from Turkish Military Tribunal hearings, United Nations session transcripts with notes, a large binder labeled "Report of the Armenian Genocide Archive Project" from 1986, statistics on genocide, and documentation of 1919-1920 Turkish court martial trials. He donated copies of his collection of research materials to the Ararat-Eskijian Museum and to the University of Southern California.
DOI: 10.25549/dadrian-ouc1sto1828199
title: Vahakn Dadrian Archives

description: This collection documents the Armenian genocide. Vahakn Dadrian (1926-2019) was an Armenian-American sociologist and historian and one of the early scholars of the academic study of genocide. Dadrian was especially recognized as a leading expert on the Armenian genocide. The Vahakn Dadrian papers contain Dadrian's research files on the Armenian genocide. The collection includes copies of published legal papers with Dadrian's notes, maps of Turkey and Armenia, newspaper clippings, literature relating to Armenian Studies, copies of records from the German State Archives, research files organized by subject, copies of records from Turkish Military Tribunal hearings, United Nations session transcripts with notes, a large binder labeled "Report of the Armenian Genocide Archive Project" from 1986, statistics on genocide, and documentation of 1919-1920 Turkish court martial trials. He donated copies of his collection of research materials to the Ararat-Eskijian Museum and to the University of Southern California.
DOI: 10.25549/dadrian-ouc1sto1827921
title: Vahakn Dadrian Archives

description: This collection documents the Armenian genocide. Vahakn Dadrian (1926-2019) was an Armenian-American sociologist and historian and one of the early scholars of the academic study of genocide. Dadrian was especially recognized as a leading expert on the Armenian genocide. The Vahakn Dadrian papers contain Dadrian's research files on the Armenian genocide. The collection includes copies of published legal papers with Dadrian's notes, maps of Turkey and Armenia, newspaper clippings, literature relating to Armenian Studies, copies of records from the German State Archives, research files organized by subject, copies of records from Turkish Military Tribunal hearings, United Nations session transcripts with notes, a large binder labeled "Report of the Armenian Genocide Archive Project" from 1986, statistics on genocide, and documentation of 1919-1920 Turkish court martial trials. He donated copies of his collection of research materials to the Ararat-Eskijian Museum and to the University of Southern California.