MDF - Research Commons Datasets
Collection
University of Waikato Research Commons publications (to June 2026) used for academic text analysis and classification research. • 8 items • Updated
title stringlengths 2 332 | authors stringlengths 5 69 | subjects stringlengths 1 744 ⌀ | abstract stringlengths 8 14.1k | text stringlengths 36 14.2k | record_id_hash stringlengths 64 64 | prompt stringlengths 3.57k 17.7k | token_count int32 846 3.96k | classification_label class label 2
classes | classification_reason stringlengths 116 581 | year stringlengths 4 10 | classification_confidence float32 0.75 1 | embedding_text stringlengths 149 28.4k | embedding_token_count int64 39 6.27k | conversations listlengths 2 2 |
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The Te Aroha hot springs (mainly in the nineteenth century) | Hart, Philip | null | Unique amongst New Zealand mining districts, the hot springs sited at the base of the mountain were popular with miners, residents, and an increasing number of visitors. Highly valued by Maori for their medicinal qualities, Pakeha visited them well before gold was discovered. Acquired by the Crown as part of the purcha... | The Te Aroha hot springs (mainly in the nineteenth century) Unique amongst New Zealand mining districts, the hot springs sited at the base of the mountain were popular with miners, residents, and an increasing number of visitors. Highly valued by Maori for their medicinal qualities, Pakeha visited them well before gold... | 4db7701a2347226c725f8a8193d8eaa001aba3b80b1b8744add2fa21c639d0fc | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,107 | 0maori_origin | The research substantively addresses Māori history and land rights, specifically focusing on the acquisition of the Aroha Block, the medicinal value of the springs to Māori, and the specific grievances of Ngāti Rāhiri regarding access and ownership. | 2016 | 0.95 | title: The Te Aroha hot springs (mainly in the nineteenth century)
authors: Hart, Philip
abstract: Unique amongst New Zealand mining districts, the hot springs sited at the base of the mountain were popular with miners, residents, and an increasing number of visitors. Highly valued by Maori for their medicinal qualit... | 562 | [
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"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Jespersen cycles on Malekula | Barbour, Julie Renee | diachrony | In the indigenous languages of Malekula Island, members of Oceanic, diverse standard negation strategies have been identified, including double negation, simple preverbal negators, and simple postverbal negators. Individual languages may display more than one strategy. In this article, evidence from Malekula is conside... | Jespersen cycles on Malekula In the indigenous languages of Malekula Island, members of Oceanic, diverse standard negation strategies have been identified, including double negation, simple preverbal negators, and simple postverbal negators. Individual languages may display more than one strategy. In this article, evid... | d332ced14501ddb60e01f833e2363580b0713acb6176d83202fa2fb532a68cfb | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,000 | 1non_maori_origin | The research focuses exclusively on the indigenous languages of Malekula Island in Vanuatu and does not involve Māori people, language, culture, or land. | 2015 | 1 | title: Jespersen cycles on Malekula
authors: Barbour, Julie Renee
subjects: diachrony
abstract: In the indigenous languages of Malekula Island, members of Oceanic, diverse standard negation strategies have been identified, including double negation, simple preverbal negators, and simple postverbal negators. Individu... | 348 | [
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"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Fabric, fitness, and femininity: A new materialist analysis of the activewear phenomenon | Brice, Julie Elizabeth | Activewear | Activewear refers to casual clothing designed specifically for both function (enables and supports movement) and fashion. Since the early 2000s (and arguably earlier), activewear has seen a dramatic increase in popularity amongst women described, by some, as a fundamental change in women’s dress. Although often dismiss... | Fabric, fitness, and femininity: A new materialist analysis of the activewear phenomenon Activewear refers to casual clothing designed specifically for both function (enables and supports movement) and fashion. Since the early 2000s (and arguably earlier), activewear has seen a dramatic increase in popularity amongst ... | c4eed15046bc11cd864eafc3d58032eacbd384599f983884198fc220ae1823de | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,532 | 1non_maori_origin | The research focuses on the socio-cultural analysis of activewear and femininity using a Western theoretical framework (new materialism/agential realism) with no mention of Māori people, culture, or knowledge systems. | 2021 | 1 | title: Fabric, fitness, and femininity: A new materialist analysis of the activewear phenomenon
authors: Brice, Julie Elizabeth
subjects: Activewear
abstract: Activewear refers to casual clothing designed specifically for both function (enables and supports movement) and fashion. Since the early 2000s (and arguably... | 1,412 | [
{
"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
On the supply-side of determinants of regional growth | McCann, Philip | economic theory | The major developments in thought regarding regional economic growth and development are traced over the last two decades. The supply-side micro-foundations of regional growth have come under scrutiny in a manner which has previously not been evident. In particular, an examination of the elements of industrial clusteri... | On the supply-side of determinants of regional growth The major developments in thought regarding regional economic growth and development are traced over the last two decades. The supply-side micro-foundations of regional growth have come under scrutiny in a manner which has previously not been evident. In particular,... | 33b58df5c301c18d1e02a0098184805b1a399c30a388b6c618ea6f037214d872 | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 982 | 1non_maori_origin | The paper is a theoretical discussion of regional economic growth, industrial clustering, and innovation within a transaction-costs framework. It does not mention Māori people, culture, land, or knowledge systems, and is focused on general economic theory. | 2006 | 1 | title: On the supply-side of determinants of regional growth
authors: McCann, Philip
subjects: economic theory
abstract: The major developments in thought regarding regional economic growth and development are traced over the last two decades. The supply-side micro-foundations of regional growth have come under scru... | 313 | [
{
"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
The Role of Fatherhood in the Everyday Life of Young Māori Men | Elkington, Angus Marangai Brons | maori men | Little research exists that explores the positive aspects of young Māori fathers. The aim of this study was to explore the everyday lived reality of expectant and young Māori males as fathers and partners, within the context of a positive based approach and Kaupapa Māori research framework. A secondary objective of thi... | The Role of Fatherhood in the Everyday Life of Young Māori Men Little research exists that explores the positive aspects of young Māori fathers. The aim of this study was to explore the everyday lived reality of expectant and young Māori males as fathers and partners, within the context of a positive based approach and... | cde2232bf663c8457f4f291161ff56e3f6e82f421b03129bca7a8060668eb217 | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,139 | 0maori_origin | The research focuses exclusively on young Māori men as fathers, utilizes a Kaupapa Māori research framework, and centers on Māori social outcomes and whānau relationships. | 2016 | 1 | title: The Role of Fatherhood in the Everyday Life of Young Māori Men
authors: Elkington, Angus Marangai Brons
subjects: maori men
abstract: Little research exists that explores the positive aspects of young Māori fathers. The aim of this study was to explore the everyday lived reality of expectant and young Māori m... | 621 | [
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"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Acquiring and Exploiting Lexical Knowledge for Twitter Sentiment Analysis | Bravo-Marquez, Felipe | sentiment analysis | The most popular sentiment analysis task in Twitter is the automatic classification of tweets into sentiment categories such as positive, negative, and neutral. State-of-the-art solutions to this problem are based on supervised machine learning models trained from manually annotated examples. These models are affected ... | Acquiring and Exploiting Lexical Knowledge for Twitter Sentiment Analysis The most popular sentiment analysis task in Twitter is the automatic classification of tweets into sentiment categories such as positive, negative, and neutral. State-of-the-art solutions to this problem are based on supervised machine learning m... | f2c287d5e35c32f0ad51272b8a5f5a0a8fec2ca1dc186441fb42f8b4d7e1c5ae | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,192 | 1non_maori_origin | The research is a technical study in computer science and computational linguistics, specifically focusing on machine learning models for Twitter sentiment analysis. It contains no mention of Māori people, language, culture, or New Zealand-specific contexts. | 2017 | 1 | title: Acquiring and Exploiting Lexical Knowledge for Twitter Sentiment Analysis
authors: Bravo-Marquez, Felipe
subjects: sentiment analysis
abstract: The most popular sentiment analysis task in Twitter is the automatic classification of tweets into sentiment categories such as positive, negative, and neutral. State... | 728 | [
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"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Bio-informational capitalism | Peters, Michael A. | Biocapitalism | This essay builds on the literatures on ‘biocapitalism’ and ‘informationalism’ (or ‘informational capitalism’) to develop the concept of ‘bio-informational capitalism’ in order to articulate an emergent form of capitalism that is self-renewing in the sense that it canchange and renew the material basis for life and cap... | Bio-informational capitalism This essay builds on the literatures on ‘biocapitalism’ and ‘informationalism’ (or ‘informational capitalism’) to develop the concept of ‘bio-informational capitalism’ in order to articulate an emergent form of capitalism that is self-renewing in the sense that it canchange and renew the ma... | 0236091eb81affea4c244dc215aca5b3912302a63b454aac2a20ec7e63f271e5 | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,024 | 1non_maori_origin | The research is a theoretical exploration of global concepts such as biocapitalism and bioinformatics. It contains no mention of Māori people, culture, land, or knowledge systems, and does not focus on a New Zealand-specific context. | 2012 | 1 | title: Bio-informational capitalism
authors: Peters, Michael A.
subjects: Biocapitalism
abstract: This essay builds on the literatures on ‘biocapitalism’ and ‘informationalism’ (or ‘informational capitalism’) to develop the concept of ‘bio-informational capitalism’ in order to articulate an emergent form of capitali... | 395 | [
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"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
The adoption of communication technologies by the Aotearoa New Zealand public relations industry: Social media and artificial intelligence | Leeming, Isabel | Diffusion of Innovation Theory | Purpose of research
This research aims to explore the factors that challenge or enable the adoption of new communication technologies by Aotearoa New Zealand's public relations industry. More specifically, it investigates the adoption of social media and artificial intelligence (AI) technologies, identifying associated... | The adoption of communication technologies by the Aotearoa New Zealand public relations industry: Social media and artificial intelligence Purpose of research
This research aims to explore the factors that challenge or enable the adoption of new communication technologies by Aotearoa New Zealand's public relations indu... | 3c0ea3416c65e73297dce5aa1d5949fbc6a7ec3e2a70da2242e9783b489e99a8 | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,600 | 1non_maori_origin | The research focuses on the general public relations industry in New Zealand and its adoption of social media and AI. It uses Diffusion of Innovation theory as its framework and does not substantively address Māori people, culture, mātauranga Māori, or Treaty-related issues. The use of 'Aotearoa' is geographic and inci... | 2025 | 0.95 | title: The adoption of communication technologies by the Aotearoa New Zealand public relations industry: Social media and artificial intelligence
authors: Leeming, Isabel
subjects: Diffusion of Innovation Theory
abstract: Purpose of research
This research aims to explore the factors that challenge or enable the adop... | 1,548 | [
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"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Preliminary Scoring Template of a Modified Landing Error Scoring System | Hanzlíková, Ivana | Sport Injuries | Background: The Landing Error Scoring System (LESS) identifies participants displaying potentially high-risk movement patterns during a double-leg jump-landing (DLJL) task. However, the DLJL has been criticized for not reflecting injury-prone situations in sport. The biomechanics and perceived difficulty of a rotated s... | Preliminary Scoring Template of a Modified Landing Error Scoring System Background: The Landing Error Scoring System (LESS) identifies participants displaying potentially high-risk movement patterns during a double-leg jump-landing (DLJL) task. However, the DLJL has been criticized for not reflecting injury-prone situa... | 14abcb70c2d1a20e899212320cb6348335cc68fc1480f4d4aa63f948ae2f6c50 | You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:
- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge
- non_maori_origin: No meaningful Māori connection
Q... | 1,215 | 1non_maori_origin | The research is a biomechanical study focused on sports injury screening tools (Landing Error Scoring System) and does not involve Māori participants, culture, knowledge systems, or land. | 2022-01-18 | 1 | title: Preliminary Scoring Template of a Modified Landing Error Scoring System
authors: Hanzlíková, Ivana
subjects: Sport Injuries
abstract: Background: The Landing Error Scoring System (LESS) identifies participants displaying potentially high-risk movement patterns during a double-leg jump-landing (DLJL) task. How... | 771 | [
{
"role": "user",
"content": "You are a specialist in classifying academic research papers by their relevance to Māori topics. Classify the academic research paper below into EXACTLY ONE category:\n- maori_origin: Substantively connected to Māori people, communities, land, resources, or knowledge\n- non_mao... |
Detection of an invasive aquatic species by canine olfaction | Quaife, Jesse Austin | Dogs | "Invasive species represent a major concern for native flora and fauna in New Zealand waterways. Cur(...TRUNCATED) | "Detection of an invasive aquatic species by canine olfaction Invasive species represent a major con(...TRUNCATED) | 2a7364797cb00198b83a8d340eb79e057c1d9e823c6430bfd32180725281eb33 | "You are a specialist in classifying academic research papers by their relevance to Māori topics. C(...TRUNCATED) | 1,235 | 1non_maori_origin | "The research is a technical study on canine olfaction and invasive species detection. It does not s(...TRUNCATED) | 2018 | 0.95 | "title: Detection of an invasive aquatic species by canine olfaction\n\nauthors: Quaife, Jesse Austi(...TRUNCATED) | 820 | [{"role":"user","content":"You are a specialist in classifying academic research papers by their rel(...TRUNCATED) |
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