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Machine-Learning-Based Prediction of Client Distress From Session Recordings. 基于机器学习的会话记录客户压力预测。
IF 4.8 4区 农林科学 Q3 FORESTRY Pub Date : 2024-05-01 Epub Date: 2023-06-01 DOI: 10.1177/21677026231172694
Patty B Kuo, Michael J Tanana, Simon B Goldberg, Derek D Caperton, Shrikanth Narayanan, David C Atkins, Zac E Imel

Natural language processing (NLP) is a subfield of machine learning that may facilitate the evaluation of therapist-client interactions and provide feedback to therapists on client outcomes on a large scale. However, there have been limited studies applying NLP models to client outcome prediction that have (a) used transcripts of therapist-client interactions as direct predictors of client symptom improvement, (b) accounted for contextual linguistic complexities, and (c) used best practices in classical training and test splits in model development. Using 2,630 session recordings from 795 clients and 56 therapists, we developed NLP models that directly predicted client symptoms of a given session based on session recordings of the previous session (Spearman's rho =0.32, p<.001). Our results highlight the potential for NLP models to be implemented in outcome monitoring systems to improve quality of care. We discuss implications for future research and applications.

自然语言处理(NLP)是机器学习的一个分支领域,可以促进对治疗师与客户互动的评估,并向治疗师提供大规模的客户结果反馈。然而,将 NLP 模型应用于客户结果预测的研究还很有限,这些研究(a)使用治疗师与客户互动的记录作为客户症状改善的直接预测指标,(b)考虑了上下文语言的复杂性,以及(c)在模型开发中使用了经典训练和测试分割的最佳实践。我们使用了来自 795 位客户和 56 位治疗师的 2,630 个疗程记录,开发出了 NLP 模型,该模型可根据前一个疗程的记录直接预测特定疗程的客户症状(Spearman's rho =0.32,p<0.05)。
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引用次数: 0
Genetic parameters of essential-oil traits for Eucalyptus bosistoana 蓝桉精油性状遗传参数研究
4区 农林科学 Q3 FORESTRY Pub Date : 2023-11-14 DOI: 10.1080/00049158.2023.2270681
C. Rajapaksha, L. A. Apiolaza, M. A. Squire, C. M. Altaner
A Eucalyptus bosistoana breeding trial established in New Zealand to select plants with improved growth and wood properties was assessed for essential-oil traits. Mature leaves of 8-year-old E. bosistoana were collected from 1901 trees representing 85 families. Twenty compounds were quantified in these samples. Heritability estimates (h2) of the quantified essential-oil compounds ranged from 0.06 to 1.14, with the most abundant compounds 1,8-cineole, aromadendrene and the unidentified compound 8 showing the highest h2 of 0.78, 1.14 and 0.59, respectively. Total oil content of the leaves had moderate (0.25) heritability. The estimated negative correlation between total oil content and 1,8-cineole concentration at the phenotypic and genetic levels (rp = –0.44 and rg = –0.70, respectively) implies that families with higher-quality oil had less oil in the leaves. 1,8-cineole was genetically negatively correlated with myrcene (rg = –0.74), α-pinene (rg = –0.71), linalool (rg = –0.90), aromadendrene (rg = –0.94), trans-pinocarveol (rg = –0.75) and the unknown compounds 3 (rg = –0.91), 6 (rg = –0.83), 8 (rg = –0.88) and 9 (rg = –0.75). Seven of the 85 families had breeding values consistent with the standard commercial oil-quality requirement of over 70% 1,8-cineole. The results indicate that a breeding program could aid essential-oil production from E. bosistoana.
在新西兰建立了一项桉树育种试验,以选择生长和木材性能改善的植物,对精油性状进行了评估。从85科1901棵树中采集了8年树龄的白莲成熟叶片。对这些样品中的20种化合物进行了定量分析。经量化的挥发油化合物的遗传力估计(h2)范围为0.06 ~ 1.14,其中含量最多的化合物1,8-桉叶油脑、芳香烯和未鉴定的化合物8的遗传力估计(h2)最高,分别为0.78、1.14和0.59。叶片总油含量遗传力中等(0.25)。总油含量与1,8-桉叶油素浓度在表型和遗传水平上呈负相关(rp = -0.44, rg = -0.70),表明油质较高的科叶含油量较少。1,8-桉树脑与月桂烯(rg = -0.74)、α-蒎烯(rg = -0.71)、芳樟醇(rg = -0.90)、芳香腺烯(rg = -0.94)、反式蒎醇(rg = -0.75)及未知化合物3 (rg = -0.91)、6 (rg = -0.83)、8 (rg = -0.88)、9 (rg = -0.75)呈遗传负相关。85个家族中有7个家族的育种价值符合标准商品油品质量要求,其中1,8-桉叶油酚含量超过70%。研究结果表明,一项育种计划可以促进油葵精油的生产。
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引用次数: 1
Mycocentric fertilisation of ectomycorrhizae-inoculated Pinus radiata during containerised production alters root microbiome and growth outcomes 在容器化生产过程中接种外生菌根的辐射松的真菌中心受精改变了根微生物组和生长结果
4区 农林科学 Q3 FORESTRY Pub Date : 2023-11-13 DOI: 10.1080/00049158.2023.2273159
E. K. Stuart, M. Monk, P. Green, I. C. Anderson, A. Carnegie, J. M. Plett, K. L. Plett
During containerised production in forest nurseries, seedlings are often intensively fertilised to maximise seedling survival and growth. However, this practice can inadvertently harm the development of a robust root microbiome needed for plant resilience post-planting. In this controlled study using Pinus radiata, we combined reduced fertilisation and seedling inoculation with a diverse ectomycorrhizal (ECM) community as an alternative to intensive, industry-standard fertilisation. After 9 months, we investigated growth responses and changes to ECM and non-ECM root fungal communities. Reduced fertilisation improved the belowground growth and mycorrhizal root colonisation of inoculated seedlings. Isotopic nutrient tracing determined that, under moderate fertilisation, more photosynthetically fixed carbon was allocated belowground, and root-tip nitrogen (N) accumulation, a proxy for N uptake from the soil, also increased. Fertilisation level resulted in shifts in both ECM and non-ECM fungal community composition and substantial changes in the abundance of certain fungi. This study demonstrates that employing more-mycocentric fertilisation regimes may improve plantation nursery outcomes and that interactions between ECM and non-ECM fungi within inocula should be considered when studying the role of the soil microbiome in supporting P. radiata growth during containerised production.
在森林苗圃的集装箱生产过程中,通常对幼苗进行密集施肥,以最大限度地提高幼苗的存活率和生长速度。然而,这种做法可能会无意中损害植物种植后恢复能力所需的强健的根系微生物群的发展。在这项以辐射松为研究对象的对照研究中,我们将减少施肥和接种不同外生菌根(ECM)群落的幼苗相结合,作为集约化、工业标准施肥的替代方案。9个月后,我们研究了ECM和非ECM根真菌群落的生长响应和变化。减少施肥促进了接种苗的地下生长和菌根定植。同位素示踪表明,在适度施肥下,更多的光合固定碳被分配到地下,根尖氮(N)积累也增加了,根尖氮(N)积累是土壤氮吸收的一个代表。施肥水平导致ECM和非ECM真菌群落组成的变化,以及某些真菌丰度的实质性变化。该研究表明,采用更多以真菌为中心的施肥制度可能会改善人工林的苗圃结果,并且在研究土壤微生物组在集装箱生产中支持辐射假单胞菌生长的作用时,应考虑接种剂内ECM和非ECM真菌之间的相互作用。
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引用次数: 0
Indole acetic-producing bacteria promote the root development of Acacia mearnsii cuttings 吲哚产酸菌促进金合欢插枝根系发育
4区 农林科学 Q3 FORESTRY Pub Date : 2023-11-10 DOI: 10.1080/00049158.2023.2275847
J. F. B. de São José, C. G. Volpiano, A. Ambrosini, B. B. Lisboa, A. A. Simon, J. de Oliveira, L. M. P. Passaglia, L. K. Vargas, A. Beneduzi
ABSTRACTBlack wattle (Acacia mearnsii) is one of the most important commercial tree species in southern Brazil, where it is planted for multiple uses, such as cellulose pulp production and tannin extraction. Recently, forest companies have been directing their efforts towards vegetative propagation to improve the productivity of black-wattle plantations. However, rooting rates of this species are low, even when treated with the synthetic auxin indole-3-butyric acid (IBA). Thus, rooting black-wattle cuttings is still considered a bottleneck for industry development. On the other hand, it is known that inoculating cuttings with indole acetic acid (IAA)-producing bacteria can be an efficient method for increasing vegetative propagation. This study investigated the potential of two bacterial strains to promote root development in black wattle. The strains SEMIA 436 and 439 (Agrobacterium radiobacter), previously isolated from the common bean and detected as high-IAA producers, were also evaluated in relation to their colonisation capacity in seedling roots. Results showed that inoculation with both strains increased rooting rates by 20−30% compared with non-treated and IBA-treated cuttings. Moreover, inoculation increased root dry mass, length and volume. Strain SEMIA 436 demonstrated higher colonisation capacity.KEYWORDS: black wattleSEMIA 436SEMIA 439indole acetic acid AcknowledgmentsThe authors would like to thank the anonymous reviewers for their comments, which helped improve the manuscript.Disclosure statementNo potential conflict of interest was reported by the author(s).
摘要黑荆(Acacia mearnsii)是巴西南部最重要的商业树种之一,在那里它被种植用于多种用途,如纤维素纸浆生产和单宁提取。最近,森林公司一直致力于无性繁殖,以提高黑荆树种植园的生产力。然而,即使用人工合成的生长素吲哚-3-丁酸(IBA)处理,该物种的生根率也很低。因此,黑荆扦插生根仍被认为是产业发展的瓶颈。另一方面,已知在插枝上接种产生吲哚乙酸(IAA)的细菌是提高无性繁殖的有效方法。研究了两株病原菌促进黑荆树根系发育的潜力。先前从普通豆中分离到的菌株SEMIA 436和439(放射农杆菌)也被检测为高iaa生产者,它们在幼苗根部的定殖能力也被评估。结果表明,与未处理和iba处理的插条相比,接种这两种菌株的插条生根率提高了20 ~ 30%。此外,接种增加了根的干质量、长度和体积。菌株SEMIA 436表现出更高的定植能力。关键词:黑荆芥emia 436SEMIA 439吲哚乙酸作者感谢匿名审稿人的意见,他们的意见对本文的改进起到了很大的帮助。披露声明作者未报告潜在的利益冲突。
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引用次数: 0
Impact of flail chain characteristics on productivity, costs, bark content and fuel use when processing short-rotation Eucalyptus globulus trees to produce woodchips 短轮作蓝桉生产木片时连枷链特性对生产力、成本、树皮含量和燃料使用的影响
4区 农林科学 Q3 FORESTRY Pub Date : 2023-11-08 DOI: 10.1080/00049158.2023.2275844
M. Strandgard, R. Mitchell
Infield chipping harvest systems are widely used in Australia and overseas to produce woodchips for pulp production from short-rotation plantations because they can produce uniform woodchips at low cost with high productivity from small trees. Flail chains are used in these systems to remove leaves, small branches and bark prior to chipping because these components are undesirable in paper products. Flail chains wear during use and lose links, requiring chains to be replaced. A range of flail chains is available but the most recent studies comparing flail chain performance were conducted over 30 years ago. The aim of the present study was to address this knowledge gap by comparing the performance of five flail chain types currently in use in terms of their impact on flail productivity, fuel use, woodchip bark content, chain wear and chain replacement costs. The study was conducted on a Husky Precision 2300–4 flail operating in 13-year-old Eucalyptus globulus plantations in southwest Western Australia producing export woodchips. No significant differences were found between the studied flail chains in terms of woodchip bark content, flail productivity or flail fuel use. In all cases, bark content met company standards (<0.5%). Significant differences were found between the studied flail chains in terms of their wear, link losses and replacement costs. Chain replacement costs as a proportion of total flail costs were found to be considerably lower (<1% to 4%) than those reported in previous studies (>20%).
在澳大利亚和海外广泛使用田间切屑收获系统,从短轮作种植园生产纸浆生产的木片,因为它们可以以低成本和高生产率从小树中生产均匀的木片。在这些系统中,连枷链用于在碎裂之前去除叶子、小树枝和树皮,因为这些成分在纸制品中是不受欢迎的。连枷链在使用过程中磨损,失去链环,需要更换链条。一系列连枷链是可用的,但最近的研究比较连枷链的性能进行了30多年前。本研究的目的是通过比较目前使用的五种连枷链类型对连枷生产率、燃料使用、木屑树皮含量、链磨损和链更换成本的影响,来解决这一知识差距。该研究是在西澳大利亚西南部生产出口木片的13年树龄蓝桉种植园的赫斯基精密2300-4连枷上进行的。所研究的连枷链在木屑树皮含量、连枷生产力或连枷燃料使用方面没有显著差异。在所有情况下,树皮含量均达到公司标准(20%)。
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引用次数: 0
Landscape monitoring in forests: a wildlife ecologist’s perspective 森林景观监测:野生动物生态学家的视角
4区 农林科学 Q3 FORESTRY Pub Date : 2023-10-19 DOI: 10.1080/00049158.2023.2265103
B. Law
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引用次数: 0
Spatial distribution characteristics of a Pinus tabuliformis forest in the central dry zone of Ningxia, China 宁夏中部干旱区油松林的空间分布特征
4区 农林科学 Q3 FORESTRY Pub Date : 2023-10-19 DOI: 10.1080/00049158.2023.2257432
G. Wang, X. Zhu, J. Yang
ABSTRACTPinus tabuliformis is a forest-building species in the Luoshan National Nature Reserve, Ningxia, China, and has crucial ecological value. Understanding its spatial distribution can play an important role in ecosystem management and conservation. Here, the spatial point pattern method was used to analyse the spatial renewal pattern of 2037 living and dead pine seedlings, young trees and large trees and to study the correlation between the distribution of seedlings/young trees and large trees. The results showed that: the P. tabuliformis trees varied moderately in size; the proportion of live plants was 82% in the youngest age class, 97% in the middle age class and 100% in the oldest age class, indicated a growing adaptation to environment; the point pattern of the P. tabuliformis population was generally randomly distributed but showed aggregation at smaller spatial scales for seedlings and young trees; there was no spatial correlation between surviving and dead plants and a weak positive correlation to no correlation among surviving plants of the three age classes (I, seedlings; II, young trees; III, dead trees); and, in general, there was no spatial correlation between dead and live plants. The spatial correlation between dead age-class I plants and living age-class II plants was positive at the spatial scales of 0–1.9 m. The P. tabuliformis population was affected by intraspecies competition and limited resources and space in the central dry zone of Ningxia. The number of seedlings growing into large trees is very small, and the competition for space in the upper canopy of the forest affects the renewal of seedlings and young trees. These findings are used to propose two management interventions for P. tabuliformis forests.KEYWORDS: Luoshan National Nature ReservePinus tabuliformisspatial point pattern analysisspatial correlation Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingFunded by the Ningxia Key R&D Project: Key Technology Research and Demonstration of Ecological Restoration and Function Enhancement in Luoshan National Nature Reserve [2021BEG02009].
摘要油松(pinus tabuliformis)是宁夏罗山国家级自然保护区的造林树种,具有重要的生态价值。了解其空间分布对生态系统的管理和保护具有重要意义。本文采用空间点格局法分析了2037株活死松幼苗、幼树和大树的空间更新格局,研究了幼苗/幼树和大树分布的相关性。结果表明:油油杉乔木大小变化适中;青壮年活株比例为82%,中年活株比例为97%,高龄活株比例为100%,表明青壮年对环境的适应能力日益增强;油松种群的点格局总体上是随机分布的,但幼苗和幼树在较小的空间尺度上表现为聚集性;3个龄期(1、幼苗;二、幼树;III、枯树);总的来说,死植物和活植物之间没有空间相关性。在0 ~ 1.9 m的空间尺度上,死龄ⅰ类植物与活龄ⅱ类植物的空间相关性为正。宁夏中部干旱区油油树种群受种内竞争和有限资源空间的影响。长成大树的幼苗数量很少,森林上层冠层对空间的竞争影响了幼苗和幼树的更新。这些发现被用来提出两种油棕森林管理干预措施。关键词:罗山国家级自然保护区油松空间点格局分析空间相关性披露声明作者未发现潜在利益冲突。宁夏重点科研项目:罗山国家级自然保护区生态恢复与功能增强关键技术研究与示范[2021BEG02009]。
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引用次数: 0
Fuel weight and understorey hazard dynamics in mature karri ( Eucalyptus diversicolor ) forests in southwest Western Australia 西澳大利亚西南部不同颜色桉树成熟森林的燃料重量和林下危害动态
4区 农林科学 Q3 FORESTRY Pub Date : 2023-10-11 DOI: 10.1080/00049158.2023.2251249
N. Burrows, A. Wills, V. Densmore
Fuel properties influence the behaviour of forest fires, so understanding how these change with time since fire is important for appraising the bushfire threat and planning and implementing bushfire mitigation operations. A space-for-time study in mature karri forests with fuel ages ranging from 1 to 92 years demonstrated that total fine-fuel weight (TFFW) increased with time since fire for about 30 years then plateaued at a mean value of about 50 t ha−1. For fuels older than four years, on average, 74% of TFFW was in the surface fuel layer (the litterbed) and 17% was in the near-surface layer (up to 1 m above the surface layer). Live understorey vegetation contributed only about 6% to TFFW. Predicting TFFW from time since fire was improved by including karri tree basal area. Mean understorey height (Uht) increased with time since fire, peaking at 6 m after about 30 years, then declining to about 4 m after 92 years. Mean understorey hazard (Uhaz), derived from Uht plus the proportion (%) of dead fuel in each fuel layer, followed a similar trend, peaking at 20–30 years post-fire, then declining. Although Uhaz had declined by 36% from the maximum value by 60+ years post-fire, it was 27% higher than the Uhaz value for young fuels (1−<5 years old). For a mean prescribed-burn interval of eight years, 50% of the forest fuel will be ≤four years old and so will be carrying about ≤19 t ha−1 of fine fuel (≤38% of the maximum value), with a Uhaz value of about <3.56 (<50% of the maximum value). Fuel weight and Uhaz directly influence fire intensity, flame size, spotting potential and rate of spread. Therefore, prescribed burning, done strategically and at the appropriate temporal and spatial scales, will make bushfires less damaging and easier and safer to suppress.
燃料特性影响森林火灾的行为,因此了解这些特性在火灾发生后如何随时间变化,对于评估森林火灾威胁以及规划和实施森林火灾减灾行动非常重要。在燃料年龄为1 ~ 92年的成熟karri森林中进行的时空研究表明,自火灾以来,总细燃料重量(TFFW)随时间增加约30年,然后在平均值约50 tha - 1处趋于稳定。对于4年以上的燃料,平均74%的总ffw在地表燃料层(凋落物床),17%在近地表(地表以上1米)。活的林下植被仅占总植被的6%。通过加入karri树基面积,改进了火灾后TFFW的预测。火灾后平均林下高度(Uht)随时间增加,约30 a后达到峰值6 m, 92 a后下降至4 m左右。平均下层危害(Uhaz),由Uht加上每层燃料中死燃料的比例(%)得出,遵循类似的趋势,在火灾后20-30年达到峰值,然后下降。尽管火灾后60多年的Uhaz值比最大值下降了36%,但它比年轻燃料(1 - <5年)的Uhaz值高27%。在平均8年的规定燃烧间隔中,50%的森林燃料将≤4年,因此将携带约≤19 t ha - 1的细燃料(≤最大值的38%),其Uhaz值约<3.56(<最大值的50%)。燃料重量和Uhaz直接影响火灾强度、火焰大小、发现潜力和蔓延速度。因此,在适当的时间和空间尺度上战略性地进行规定的燃烧,将使森林大火的破坏性更小,更容易和更安全地扑灭。
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引用次数: 0
Determination of productivity, rooting and nutrient profile of Acacia mearnsii (black wattle) hedge plants 金合欢(黑荆)篱植物生产力、生根及营养成分的测定
IF 2.1 4区 农林科学 Q3 FORESTRY Pub Date : 2023-07-11 DOI: 10.1080/00049158.2023.2225348
S. L. Beck-Pay, M. Laing, K. Yobo
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引用次数: 0
A tribute to Alan Gordon John Brown AM, ATSE, FFA 向Alan Gordon John Brown AM、ATSE、FFA致敬
IF 2.1 4区 农林科学 Q3 FORESTRY Pub Date : 2023-07-11 DOI: 10.1080/00049158.2023.2228636
S. Nambiar
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引用次数: 0
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Australian Forestry
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