Journal of the Royal Society of New Zealand最新文献

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Community Participation as a Pathway to Strengthen National Precipitation Isotope Products in New Zealand. 社区参与是加强新西兰国家降水同位素产品的途径。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-07-06 eCollection Date: 2026-08-01 DOI: 10.1002/snz2.70061
Bruce D Dudley, Alice F Hill, Andy McKenzie, Peter W Holder, W Troy Baisden, Stephen Collins, James Dare, Michael Darling, Russell D Frew, Scott L Graham, Robert van Hale, Travis W Horton, Elizabeth D Keller, Shelley MacDonell, Jack McMecking, Jeffrey J McDonnell, Magali F Nehemy, Ewen Rodway, Zane Shadbolt, Cerra Simmons, Andrew Swales, Michael K Stewart, Vanessa Trompetter, Thomas Wöhling
{"title":"Community Participation as a Pathway to Strengthen National Precipitation Isotope Products in New Zealand.","authors":"Bruce D Dudley, Alice F Hill, Andy McKenzie, Peter W Holder, W Troy Baisden, Stephen Collins, James Dare, Michael Darling, Russell D Frew, Scott L Graham, Robert van Hale, Travis W Horton, Elizabeth D Keller, Shelley MacDonell, Jack McMecking, Jeffrey J McDonnell, Magali F Nehemy, Ewen Rodway, Zane Shadbolt, Cerra Simmons, Andrew Swales, Michael K Stewart, Vanessa Trompetter, Thomas Wöhling","doi":"10.1002/snz2.70061","DOIUrl":"10.1002/snz2.70061","url":null,"abstract":"<p><p>Accurate environmental and climate modelling depends on the availability of large observational datasets, yet the generation of such data is often costly and logistically challenging for individual research groups. This limitation is particularly acute in New Zealand, where geographic isolation, complex topography, and strong climatic gradients require dense observational networks for robust national and regional scale modelling. Here we present New Zealand's national precipitation isotope database, compiled through a community data-collection effort. The database integrates historical and contemporary datasets with varied analytical methods, sampling strategies, and temporal coverage. To enable combined use of these data, we describe a standardisation framework, including weighting using gridded precipitation data, and alignment of sampling periods to calendar months. We then show how the database updates and improves the Precipitation Isotopes New Zealand (PINZ) machine-learning isoscapes. Incorporation of newly contributed data, particularly from inland and high-elevation regions, reduces overall root mean square error relative to earlier model versions and substantially expands the model's area of applicability in New Zealand. Our results highlight that further advances will benefit from the availability of submonthly precipitation isotope measurements and improved coverage of alpine environments. We show that community participation offers a practical pathway to strengthening national precipitation isotope products and their application across hydrology, climate science, and related environmental science disciplines.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 4","pages":"e70061"},"PeriodicalIF":2.1,"publicationDate":"2026-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13336566/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148440375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of the Māori Health Data Model Planning and Protocol Checklist in the Abdominal Aortic Aneurysm and Atrial Fibrillation Screening Research Programme in Aotearoa. Māori健康数据模型规划和方案清单在澳大利亚腹主动脉瘤和心房颤动筛查研究项目中的应用
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-06-10 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70059
Tracy Murphy, Lisa Kremer, Sue Crengle, Karen Bartholomew, Roimata Tipene
{"title":"Use of the Māori Health Data Model Planning and Protocol Checklist in the Abdominal Aortic Aneurysm and Atrial Fibrillation Screening Research Programme in Aotearoa.","authors":"Tracy Murphy, Lisa Kremer, Sue Crengle, Karen Bartholomew, Roimata Tipene","doi":"10.1002/snz2.70059","DOIUrl":"10.1002/snz2.70059","url":null,"abstract":"<p><p>The Māori health data governance (MHDGov) planning and protocol checklist offers a practical, implementation-focused framework to support health agencies and researchers to implement Te Kāhui Raraunga Māori Data Governance Model. This paper presents an evaluation of the MHDGov checklist, applied to the abdominal aortic aneurysm and atrial fibrillation screening research programme in the Health Gain Development team, Te Whatu Ora Health New Zealand. Desktop review and wānanga were utilised to critically review existing processes and assess the Māori data governance checklist. Results suggest that the MHDGov checklist added significant value to the Health Gain Development team's research programme, filling an important implementation gap through structured and practical guidance.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70059"},"PeriodicalIF":2.1,"publicationDate":"2026-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13252065/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148230201","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Where to Next for Māori Health Research Review Processes? Insights Into the Indigenous Context: An Integrative Systematic Literature Review. 下一步到哪里Māori健康研究审查过程?对本土语境的洞察:一个综合系统的文献综述。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-06-09 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70058
Te Hao Apaapa-Timu, Helen Wihongi, Anneka Anderson, Matire Harwood
{"title":"Where to Next for Māori Health Research Review Processes? Insights Into the Indigenous Context: An Integrative Systematic Literature Review.","authors":"Te Hao Apaapa-Timu, Helen Wihongi, Anneka Anderson, Matire Harwood","doi":"10.1002/snz2.70058","DOIUrl":"10.1002/snz2.70058","url":null,"abstract":"<p><p>Ensuring that hospital research advances Māori health equity is a key purpose of ethics and locality approval processes in Aotearoa. A systematic integrative literature review method was prescribed, which involved a comprehensive systematic collection and review of database and hand-searched items using English and te reo Māori terms, MeSH, keywords and questions. A dual appraisal of literature was undertaken using Rayyan software and Microsoft Office, before a descriptive thematic analysis of relevant sources. This article examined 106 literature sources published between 1980 and 2021 to identify and understand how Indigenous review and engagement processes can enhance Māori responsiveness in research. Findings affirmed challenges and opportunities in implementing Māori research reviews, consistent with the pūrākau of Tāne and the attainment of Ngā Kete o te Wānanga. Subsequently, Ngā kete o te Rangahau, the three baskets of research, emerged, generating a framework for considering responsiveness in Māori research reviews.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70058"},"PeriodicalIF":2.1,"publicationDate":"2026-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13248837/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148221487","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Māori Research Data Governance in New Zealand Universities. Māori新西兰大学研究数据治理。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-29 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70048
Kiri West, Larissa Renfrew
{"title":"Māori Research Data Governance in New Zealand Universities.","authors":"Kiri West, Larissa Renfrew","doi":"10.1002/snz2.70048","DOIUrl":"10.1002/snz2.70048","url":null,"abstract":"<p><p>Universities in Aotearoa generate and hold large volumes of research data, including increasing amounts of Māori data shaped by Vision Mātauranga. Yet practice around Māori Data Sovereignty (MDSov) remains uneven, with commitments often aspirational rather than operational. This article assesses how Tiriti-led institutions are upholding the mana and mauri of Māori data as taonga and identifies how bureaucratic inertia maintains the gap between policy signals and everyday research practice. Using a data ecosystem lens, we consider the roles of actors, stakeholders and Māori as rightsholders across the research lifecycle. A case study of Waipapa Taumata Rau highlights both progress and fragmentation. We synthesise recent Māori and Indigenous data governance developments and propose practical steps to shift from voluntary alignment to accountable practice. We argue that meaningful implementation of Māori Research Data Governance is necessary for universities to act as kaitiaki and ensure Māori benefit from data use and reuse.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70048"},"PeriodicalIF":2.1,"publicationDate":"2026-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13238859/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148202104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Biosynthesis and Functions of Flavonoids: Recent Advances From Studies Across Land Plant Diversity. 黄酮类化合物的生物合成与功能:陆地植物多样性研究进展
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-23 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70057
Kevin M Davies, Nick W Albert, Rebecca M Yorker, Kathy E Schwinn, Yanfei Zhou
{"title":"The Biosynthesis and Functions of Flavonoids: Recent Advances From Studies Across Land Plant Diversity.","authors":"Kevin M Davies, Nick W Albert, Rebecca M Yorker, Kathy E Schwinn, Yanfei Zhou","doi":"10.1002/snz2.70057","DOIUrl":"10.1002/snz2.70057","url":null,"abstract":"<p><p>Over the last decade there have been significant advances in genome sequencing and model species development for ferns, lycophytes, and the bryophyte lineages-mosses, liverworts, and hornworts. This has facilitated research on the biosynthesis and function of flavonoids in these non-seed land-plant lineages. Most studies have been on the liverwort model species <i>Marchantia polymorpha</i> (Marchantia). There has been extensive characterisation of biosynthetic and regulatory genes of the Marchantia flavonoid pathway, including generation of loss-of-function mutant lines to examine flavonoid contribution to tolerance of abiotic stresses and pathogen infection. Notably, the red pigments of liverworts were shown to be a new class of flavonoids, named 'auronidins'. There are relatively few studies on mosses, lycophytes, or ferns. Yet these lineages also contain distinct red pigment structures not found in seed plants. They also contain novel enzymatic activities, unique horizontal gene transfer events, and expanded gene families for proteins such as the polyphenol oxidases. Additionally, the hornworts have been shown to have lost the flavonoid pathway during lineage-specific evolution. Indeed, evidence suggests that aspects of flavonoid biosynthesis may have been lost and regained on multiple occasions, in different lineages, during land plant evolution. In this review, we summarise recent advances in understanding of flavonoid biosynthesis in non-seed plants and examine how this informs theories of the evolution of the flavonoid pathway across the land-plant lineages.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70057"},"PeriodicalIF":2.1,"publicationDate":"2026-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13240065/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148201735","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Editorial - Aotearoa New Zealand's National Science Challenges: Mission-Led Research with Impact. 社论-新西兰的国家科学挑战:以使命为主导的有影响力的研究。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-23 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70056
{"title":"Editorial - Aotearoa New Zealand's National Science Challenges: Mission-Led Research with Impact.","authors":"","doi":"10.1002/snz2.70056","DOIUrl":"https://doi.org/10.1002/snz2.70056","url":null,"abstract":"","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70056"},"PeriodicalIF":2.1,"publicationDate":"2026-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13240039/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148202119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What's Needed for a Migraine Cost-Of-Illness Study in Aotearoa New Zealand: Review of Data Sources and Gaps. 新西兰奥特罗阿偏头痛疾病成本研究需要什么:数据来源和差距的回顾。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-18 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70055
Fiona Imlach, Sofiia Tsaregorodtseva, Maite Irurzun-Lopez, William Leung, Calvin Chan, Ray Bose
{"title":"What's Needed for a Migraine Cost-Of-Illness Study in Aotearoa New Zealand: Review of Data Sources and Gaps.","authors":"Fiona Imlach, Sofiia Tsaregorodtseva, Maite Irurzun-Lopez, William Leung, Calvin Chan, Ray Bose","doi":"10.1002/snz2.70055","DOIUrl":"10.1002/snz2.70055","url":null,"abstract":"<p><p>Cost of illness (COI) studies are used to quantify the economic burden of disease on health systems, employers and society, and identify where costs may be saved by improvements in disease management. Many migraine COI studies have been published internationally but none have included data from Aotearoa New Zealand (NZ), despite the known high prevalence and individual health burden of migraine. Adapting methods for data reviews developed at the University of Auckland, we reviewed known data sources to identify relevant NZ datasets containing information on migraine prevalence, direct and indirect costs from migraine, supplemented by searches of peer-reviewed literature. Data sources were evaluated against pre-defined criteria to assess quality. We found adequate data on migraine prevalence but limited to no data on migraine-specific indirect costs (absenteeism or presenteeism, reduced employment or inability to work because of migraine). Data on direct costs were insufficient, due to poor or lack of diagnostic data in key areas such as primary care, pharmaceuticals, outpatients, laboratory or imaging tests. This review revealed significant data gaps that would need to be filled for a comprehensive and robust NZ migraine COI study or any ongoing research into migraine in NZ.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70055"},"PeriodicalIF":2.1,"publicationDate":"2026-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13182912/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147978410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Household Food Insecurity Indicators in Rural Aotearoa New Zealand: Patterns, Protections, and Persistent Inequities. 新西兰农村家庭粮食不安全指标:模式、保护和持续不平等。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-13 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70053
Kahurangi Dey Ngāti Pūkenga Ngāiterangi, Mona Jeffreys
{"title":"Household Food Insecurity Indicators in Rural Aotearoa New Zealand: Patterns, Protections, and Persistent Inequities.","authors":"Kahurangi Dey Ngāti Pūkenga Ngāiterangi, Mona Jeffreys","doi":"10.1002/snz2.70053","DOIUrl":"10.1002/snz2.70053","url":null,"abstract":"<p><p>Food insecurity is a complex phenomenon in high income countries. While there is food security information about Māori, Pasifika, and children in Aotearoa New Zealand (Aotearoa), there is little known about food security by geographic area. Using data from the 2019/2020 New Zealand Health Survey, we report on a set of eight statements relating to having sufficient resources to provide food for all members in the household, by rurality. We further investigate these measures stratified by socio-demographic variables and by rurality. Results showed there are households experiencing food insecurity in rural Aotearoa. Results further showed that food resource insufficiency was less prevalent in rural households than in nonrural households across almost every variable of age, gender, and deprivation. A lower proportion of rural Māori households faced concerns of resource insufficiency than nonrural Māori households, yet rural Māori still experience rates of resource insufficiency higher than nonrural non-Māori for each metric measured. Our results highlight ethnicity as an important marker of food insecurity and support views expressed by public health experts calling for policies and initiatives to address food resource insufficiency that results from structural racism.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70053"},"PeriodicalIF":2.1,"publicationDate":"2026-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13170754/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147944604","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Estimating Interoceptive Sensitivity from Physiological Breathing Parameters. 从生理呼吸参数估计内感受性敏感性。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-11 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70050
Ella McLeod, Faye Gorman, Bruce R Russell, Phoebe Chin, Olivia K Harrison
{"title":"Estimating Interoceptive Sensitivity from Physiological Breathing Parameters.","authors":"Ella McLeod, Faye Gorman, Bruce R Russell, Phoebe Chin, Olivia K Harrison","doi":"10.1002/snz2.70050","DOIUrl":"10.1002/snz2.70050","url":null,"abstract":"<p><p>Impairments in interoception (the process of sensing, perceiving, and interpreting internal stimuli from the body) are considered characteristic of many mental health conditions. Although there is a growing body of interoceptive research, accounting for the inherent physiological variability associated with interoceptive stimuli is a key challenge, particularly when estimating measures of sensitivity. Therefore, the purpose of this project was to develop and evaluate a physiological-adjusted measure of breathing-related interoceptive sensitivity. Seventy-seven participants completed questionnaires exploring general affect, anxiety and self-rated measures of interoception alongside a respiratory resistance sensitivity task. The proposed physiology-adjusted sensitivity metric (perceptual threshold) was positively correlated with symptoms of maladaptive anxiety and depression. In comparison, the previously established counterpart (absolute intensity) was positively correlated with state anxiety and the Multidimensional Assessment of Interoceptive Awareness Questionnaire (MAIA) emotional awareness subscale. Comparisons using Steiger's Z Test indicated the MAIA not-distracting subscale was more strongly correlated with the physiology-adjusted metric than its standard counterpart. Thus, the proposed metric of interoceptive sensitivity provides a measure that can adequately account for physiological variability and relates to maladaptive anxiety and depression.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70050"},"PeriodicalIF":2.1,"publicationDate":"2026-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13159981/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147937212","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Symbolically Regressing Fish Biomass Spectral Data: A Linear Genetic Programming Method With Tunable Primitives. 符号回归鱼类生物量光谱数据:一种具有可调基元的线性遗传规划方法。
IF 2.1
Journal of the Royal Society of New Zealand Pub Date : 2026-05-08 eCollection Date: 2026-06-01 DOI: 10.1002/snz2.70051
Zhixing Huang, Bing Xue, Mengjie Zhang, Jeremy S Rooney, Keith C Gordon, Daniel P Killeen
{"title":"Symbolically Regressing Fish Biomass Spectral Data: A Linear Genetic Programming Method With Tunable Primitives.","authors":"Zhixing Huang, Bing Xue, Mengjie Zhang, Jeremy S Rooney, Keith C Gordon, Daniel P Killeen","doi":"10.1002/snz2.70051","DOIUrl":"10.1002/snz2.70051","url":null,"abstract":"<p><p>Machine learning techniques play an important role in analyzing spectral data. Fish biomass spectral data is useful in fish production as it carries key chemical properties of fish meat. However, it is challenging for existing machine learning techniques to comprehensively discover hidden patterns from fish biomass spectral data because the spectral data often have considerable noise, while the training data are quite limited. To better analyze fish biomass spectral data, we modeled it as a symbolic regression problem and solved it by a linear genetic programming method with newly proposed tunable primitives. In the symbolic regression problem, linear genetic programming automatically synthesized regression models based on the given primitives and training data. The tunable primitives further improved the approximation ability of the regression models by tuning their inherent coefficients. Our empirical results from over ten fish biomass targets showed that our proposed method using tunable primitives improved the overall performance of fish biomass composition prediction. The synthesized regression models are compact and have good interpretability, allowing us to highlight useful features over the spectrum. Our further investigation verified the good generality of the proposed method across various spectral data treatments and other symbolic regression problems.</p>","PeriodicalId":520341,"journal":{"name":"Journal of the Royal Society of New Zealand","volume":"56 3","pages":"e70051"},"PeriodicalIF":2.1,"publicationDate":"2026-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13156243/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147871267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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