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title string	authors string	subjects string	abstract string	text string	record_id_hash string	prompt string	token_count int32	classification_label int64	classification_reason string	year string	classification_confidence float32	embedding_text string	embedding_token_count int64	conversations list	label_text string
Slain in the Spirit: Pentecostal-evangelical Christianity and the rise of witchcraft and sorcery-related violence in Melanesia	Hapi, Ahere	Pentecostal	Within Melanesia, there has been a startling rise in new forms of brutal, dehumanizing, public violence directed towards accused witches and sorcerers in recent decades. This new suite of horrific practices departs radically from traditional practices and is much more widespread geographically. In this thesis, I argue ...	Slain in the Spirit: Pentecostal-evangelical Christianity and the rise of witchcraft and sorcery-related violence in Melanesia Within Melanesia, there has been a startling rise in new forms of brutal, dehumanizing, public violence directed towards accused witches and sorcerers in recent decades. This new suite of horri...	2053ada5931f97bf602c5230af4cd5baee44cee8bfdef1f00ad3c9b348d9767f	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...	1,104	1	The research focuses exclusively on Melanesia and the impact of Pentecostal-evangelical Christianity on witchcraft-related violence in that specific geographic and cultural region. There is no mention of Māori people, culture, land, or knowledge systems in the abstract or subject matter.	2020	1	title: Slain in the Spirit: Pentecostal-evangelical Christianity and the rise of witchcraft and sorcery-related violence in Melanesia authors: Hapi, Ahere subjects: Pentecostal abstract: Within Melanesia, there has been a startling rise in new forms of brutal, dehumanizing, public violence directed towards accused w...	557	[ { "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_maori_origin: No meanin...	non_maori_origin
An invalidation test for predictive models	Bardsley, W. Earl	model invalidation	The standard means of establishing predictive ability in hydrological models is by finding how well predictions match independent validation data. This matching may not be particularly good in some situations such as seasonal flow forecasting and the question arises as to whether a given model has any predictive capaci...	An invalidation test for predictive models The standard means of establishing predictive ability in hydrological models is by finding how well predictions match independent validation data. This matching may not be particularly good in some situations such as seasonal flow forecasting and the question arises as to whet...	724f436038cbfcf4d3aa2a21241fdcf94147a9052cd0e6a6d1516b44decfe478	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...	1,040	1	The research is a technical paper on statistical methodology for invalidating predictive models, specifically within the field of hydrology. It contains no mention of Māori people, culture, land, or knowledge systems.	2007	1	title: An invalidation test for predictive models authors: Bardsley, W. Earl subjects: model invalidation abstract: The standard means of establishing predictive ability in hydrological models is by finding how well predictions match independent validation data. This matching may not be particularly good in some sit...	426	[ { "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_maori_origin: No meanin...	non_maori_origin
Restorying the individual: The cultural dimension of special education in three Te Arawa sites	Macfarlane, Angus H	Māori special education	On the basis of observation of three Te Arawa educational sites, it is argued here that a central characteristic of successful programmes that attend to Māori students with special needs is cultural-centredness. Significant aspects of that culture-centredness are outlined here, aspects that, it is argued, are fundament...	Restorying the individual: The cultural dimension of special education in three Te Arawa sites On the basis of observation of three Te Arawa educational sites, it is argued here that a central characteristic of successful programmes that attend to Māori students with special needs is cultural-centredness. Significant a...	2faf348cd28bcc3e0bafef0cf2f29c4c3d4e98b7c77c558886b29f114fe0c87a	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...	951	0	The research specifically focuses on Māori students with special needs within the context of three Te Arawa (iwi) educational sites, emphasizing Māori cultural-centredness and identity as central to the study's framework and outcomes.	2002-09	1	title: Restorying the individual: The cultural dimension of special education in three Te Arawa sites authors: Macfarlane, Angus H subjects: Māori special education abstract: On the basis of observation of three Te Arawa educational sites, it is argued here that a central characteristic of successful programmes that...	246	[ { "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_maori_origin: No meanin...	maori_origin
The effectiveness of the silent way method in the teaching of Maori as a second language	Mataira, Katerina	null	The socio-linguistic survey of Benton (1979) provides evidence to show that the continued existence of the Maori language is seriously threatened. The national Department of Education is implementing a policy of Maori language and culture studies in schools, but the scale and depth of this commitment is restricted b...	The effectiveness of the silent way method in the teaching of Maori as a second language The socio-linguistic survey of Benton (1979) provides evidence to show that the continued existence of the Maori language is seriously threatened. The national Department of Education is implementing a policy of Maori language a...	7788ce6f620404e976f50eb51eaa3d347d52be32240373bc1973852d9fde5b35	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...	1,497	0	The research is substantively focused on the acquisition and revitalisation of Te reo Māori, specifically investigating teaching methods for Māori as a second language within Māori communities and schools.	1980	1	title: The effectiveness of the silent way method in the teaching of Maori as a second language authors: Mataira, Katerina abstract: The socio-linguistic survey of Benton (1979) provides evidence to show that the continued existence of the Maori language is seriously threatened. The national Department of Educatio...	1,338	[ { "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_maori_origin: No meanin...	maori_origin
An old story, a new voice: Tertiary education in the Bay of Plenty region	Amundsen, Diana Leigh	Bay of Plenty	In this article, I first critique neoliberal effects on the Aotearoa New Zealand tertiary education sector and then provide a close-up look at tertiary education in the Bay of Plenty region. Information is based on aspects of my doctoral research which was located across three tertiary education organisations comprisin...	An old story, a new voice: Tertiary education in the Bay of Plenty region In this article, I first critique neoliberal effects on the Aotearoa New Zealand tertiary education sector and then provide a close-up look at tertiary education in the Bay of Plenty region. Information is based on aspects of my doctoral research...	4f637ba8200ed359c2b15f73989dc3323a6ca026106b7aa20b5493a423198d8e	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...	1,069	0	The research substantively includes Te Whare Wānanga o Awanuiārangi as one of its three primary case studies. As a wānanga is a Māori-led tertiary institution established to maintain and advance mātauranga Māori, its inclusion as a core subject of the study's socio-cultural and political evaluation makes the research d...	2019	0.9	title: An old story, a new voice: Tertiary education in the Bay of Plenty region authors: Amundsen, Diana Leigh subjects: Bay of Plenty abstract: In this article, I first critique neoliberal effects on the Aotearoa New Zealand tertiary education sector and then provide a close-up look at tertiary education in the Ba...	485	[ { "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_maori_origin: No meanin...	maori_origin
Book review: The Colli Albani volcano	Pittari, Adrian	null	This article reviews the book: “Adventure education: An introduction”, edited by M, Berry & C. Hodgson.	Book review: The Colli Albani volcano This article reviews the book: “Adventure education: An introduction”, edited by M, Berry & C. Hodgson.	bcd4a8114fe7839c7696b8eb8a3136866444b025f8fa141a4e12e78f2d387385	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...	871	1	The research paper is a book review focused on either an Italian volcano or adventure education, with no substantive connection to Māori people, culture, land, or knowledge systems.	2012	1	title: Book review: The Colli Albani volcano authors: Pittari, Adrian abstract: This article reviews the book: “Adventure education: An introduction”, edited by M, Berry & C. Hodgson. text: Book review: The Colli Albani volcano This article reviews the book: “Adventure education: An introduction”, edited by M, Ber...	89	[ { "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_maori_origin: No meanin...	non_maori_origin
A critical race analysis of Māori representation in university strategic documents in Aotearoa New Zealand	Waitoki, Waikaremoana	critical race theory	Following the recent claims lodged at two universities in Aotearoa New Zealand alleging the existence of racism, there has been scepticism towards the professed commitments by universities to create an inclusive and safe environment for Indigenous Māori. As a Kaupapa Māori-informed study, we (a group of Māori and Tauiw...	A critical race analysis of Māori representation in university strategic documents in Aotearoa New Zealand Following the recent claims lodged at two universities in Aotearoa New Zealand alleging the existence of racism, there has been scepticism towards the professed commitments by universities to create an inclusive a...	8b7785da5e5694a8fd63057a848c254b03a7855b5f005f7c13ef1b49572236b5	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...	1,045	0	This research is a Kaupapa Māori-informed study that specifically examines the representation and racialization of Māori within university strategic documents, addressing Te Tiriti o Waitangi, mātauranga Māori, and the impacts of colonisation.	2024	1	title: A critical race analysis of Māori representation in university strategic documents in Aotearoa New Zealand authors: Waitoki, Waikaremoana subjects: critical race theory abstract: Following the recent claims lodged at two universities in Aotearoa New Zealand alleging the existence of racism, there has been sce...	436	[ { "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_maori_origin: No meanin...	maori_origin
Differences that matter: From ‘gender’ to ‘ethnicity’ in contemporary Aotearoa New Zealand	Simon-Kumar, Rachel	Aotearoa New Zealand	Gender and ethnicity are recognised as two of the leading axes of marginality in late twentieth century western liberal democratic societies – the former emerged in the wake of Second Wave feminism of the 1970s and the latter, with the rise of ‘identity politics’ in the 1980s and 1990s. Both have similarities. As categ...	Differences that matter: From ‘gender’ to ‘ethnicity’ in contemporary Aotearoa New Zealand Gender and ethnicity are recognised as two of the leading axes of marginality in late twentieth century western liberal democratic societies – the former emerged in the wake of Second Wave feminism of the 1970s and the latter, w...	4d86d7ca71890019228d0f0db7efef0a5fdaf83220262a67186a3bac6f0ff524	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...	1,205	1	The research is a sociological analysis of 'gender' and 'ethnicity' as broad categories of marginality in New Zealand. While Māori are part of the ethnic landscape, the abstract does not indicate that Māori people, culture, or rights are the primary focus, nor does it mention Māori-specific methodologies or outcomes.	2011	0.9	title: Differences that matter: From ‘gender’ to ‘ethnicity’ in contemporary Aotearoa New Zealand authors: Simon-Kumar, Rachel subjects: Aotearoa New Zealand abstract: Gender and ethnicity are recognised as two of the leading axes of marginality in late twentieth century western liberal democratic societies – the f...	755	[ { "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_maori_origin: No meanin...	non_maori_origin
2016 Subtidal Ecological Survey of Tauranga Harbour and development of benthic health models	Clark, Dana	null	This report summarises the results of biological and physical data collected from a broad-scale subtidal survey of Tauranga Harbour conducted between March and May 2016. The survey was designed to understand more fully the role of various anthropogenic stressors on ecosystem health and feed into management of the harbo...	2016 Subtidal Ecological Survey of Tauranga Harbour and development of benthic health models This report summarises the results of biological and physical data collected from a broad-scale subtidal survey of Tauranga Harbour conducted between March and May 2016. The survey was designed to understand more fully the role...	1827710b6ec67816e6b0e0fcb4f155411edba44944608a80f17dfa3fdc445efc	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...	1,689	0	The research is part of the Oranga Taiao Oranga Tangata (OTOT) programme, which explicitly incorporates Mātauranga Māori from local iwi and hapū and aims to support the co-management of the Tauranga Harbour estuary.	2018	0.95	title: 2016 Subtidal Ecological Survey of Tauranga Harbour and development of benthic health models authors: Clark, Dana abstract: This report summarises the results of biological and physical data collected from a broad-scale subtidal survey of Tauranga Harbour conducted between March and May 2016. The survey was de...	1,728	[ { "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_maori_origin: No meanin...	maori_origin
Chinese postgraduates' explanation of the sources of sentence initial bundles in their thesis writing	Li, Liang	computer science	Lexical bundles, recurrent multiword combinations in a register, are extremely common and important discourse building blocks in academic writing. An increasing number of studies have investigated lexical bundles in academic writing in recent years, but few studies have explored L2 learners’ interpretations of their ow...	Chinese postgraduates' explanation of the sources of sentence initial bundles in their thesis writing Lexical bundles, recurrent multiword combinations in a register, are extremely common and important discourse building blocks in academic writing. An increasing number of studies have investigated lexical bundles in ac...	0066fe1a1eaac4244d538c04e65d901c2e5458ae75484cd00087f3ebeaadf4a0	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...	1,072	1	The research focuses exclusively on Chinese postgraduate students and their use of lexical bundles in English academic writing. There is no mention of Māori people, culture, language, or New Zealand-specific contexts.	2018	1	title: Chinese postgraduates' explanation of the sources of sentence initial bundles in their thesis writing authors: Li, Liang subjects: computer science abstract: Lexical bundles, recurrent multiword combinations in a register, are extremely common and important discourse building blocks in academic writing. An in...	495	[ { "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_maori_origin: No meanin...	non_maori_origin

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MDF - Research Commons Datasets

University of Waikato Research Commons publications (to June 2026) used for academic text analysis and classification research. • 23 items • Updated 4 days ago • 2