cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/uschist-c104-258728
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258729
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258732
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258742
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257201
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257209
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257210
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257214
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257228
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258683
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258485
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258488
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258490
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258499
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257501
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257507
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257517
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257519
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257529
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258625
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258626
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258659
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258660
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258681
title: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn)

description: USC Trojan family magazine, vol. 39, no. 3 (2007 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258502
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258503
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.646nz2
title: Occurrence Download

description: A dataset containing 10964 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant specimens of Kushiro City Museum"
 ]
}

 The dataset includes 10964 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000368-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-258505
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258510
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258513
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258745
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258749
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258751
title: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter)

description: USC Trojan family magazine, vol. 39, no. 4 (2007 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258904
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258906
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257229
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257230
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257234
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.pk77uh
title: Occurrence Download

description: A dataset containing 5472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odocoileus virginianus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 5472 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000369-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-257238
title: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn)

description: USC Trojan family magazine, vol. 35, no. 3 (2003 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257016
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258519
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258521
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258535
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258537
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258545
title: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring)

description: USC Trojan family magazine, vol. 39, no. 1 (2007 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258801
title: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring)

description: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258803
title: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring)

description: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258808
title: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring)

description: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258809
title: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring)

description: USC Trojan family magazine, vol. 40, no. 1 (2008 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258843
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257476
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257484
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257485
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257486
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.5281/zenodo.18727134
title: Optimisation Under Constraints V: Machine Intelligence in Theoretical Cosmology: Multi-Agent Large Language Model Collaborative Structured Reasoning

description: This work presents a documented methodological case study of multi-agent large language model (LLM) collaboration applied to theoretical cosmology. Using the construction of a renormalisation group (RG)-motivated Early Dark Energy (EDE) framework as testbed, we formalise and critically examine an AI-assisted workflow incorporating GPT-series models (OpenAI), Gemini (Google), and Kimi K2.5 (Moonshot AI) in distinct functional roles: symbolic derivation, adversarial probing, and logical validation.

The central contribution is methodological rather than cosmological. We demonstrate that large language models, when deployed under explicit constraint and cross-validation protocols, can significantly accelerate the hypothesis-generation and formalisation stages of effective field theory construction. At the same time, we identify essential limitations: absence of genuine numerical execution, lack of uniqueness proofs, and continued dependence on human-directed physical insight.

It aims to consolidate the AI-assisted workflow into a reproducible methodological framework, providing transparency regarding multiple LLM/AI contribution, validation structure, and human verification and oversight being first and foremost.

Such architectures may be particularly relevant for latency-constrained or physically inaccessible environments, including deep-space missions, autonomous planetary habitats, and extreme terrestrial research installations, I welcome any collaborative expansion, Scrutiny/constructive criticism Into further research.
DOI: 10.25549/uschist-c104-257497
title: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter)

description: USC Trojan family magazine, vol. 36, no. 4 (2004 Winter). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257017
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257040
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257046
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257059
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257061
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257062
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257065
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257067
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257082
title: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring)

description: USC Trojan family magazine, vol. 35, no. 1 (2003 Spring). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-257093
title: USC Trojan family magazine, vol. 35, no. 2 (2003 Summer)

description: USC Trojan family magazine, vol. 35, no. 2 (2003 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258908
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258911
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258928
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.er72kp
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (USA.39.22_1)",
 "Year is 2026"
 ]
 }
 ]
}

 The dataset includes 55 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000371-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-258944
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258954
title: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn)

description: USC Trojan family magazine, vol. 40, no. 3 (2008 Autumn). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258861
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258865
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.3xcva2
title: Occurrence Download

description: A dataset containing 2586 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Specimens of Lake Biwa Museum"
 ]
}

 The dataset includes 2586 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000370-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-258866
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258870
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.s8vfsq
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Carnegie Museum of Natural History Herbarium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia vulgaris",
 "Year 2001-2009"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000372-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-258877
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258850
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258867
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.25549/uschist-c104-258883
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.
DOI: 10.15468/dl.t2y5pq
title: Occurrence Download

description: A dataset containing 58692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-10.7396 36.01014,-4.55268 33.65737,0.76285 35.13874,5.64267 39.84429,4.68413 42.54562,-1.32851 44.81126,-11.1753 45.24696,-10.7396 36.01014))",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycaena"
 ]
}

 The dataset includes 58692 records from 606 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000351-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-258888
title: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer)

description: USC Trojan family magazine, vol. 40, no. 2 (2008 Summer). Published four times a year in February, May, August and November.