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Compact large language models for title and abstract screening in systematic reviews: An assessment of feasibility, accuracy, and workload reduction. 紧凑的大语言模型标题和摘要筛选在系统评审:可行性,准确性和工作量减少的评估。
IF 6.1 2区 生物学 Q1 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2026-03-01 Epub Date: 2025-11-13 DOI: 10.1017/rsm.2025.10044
Antonio Sciurti, Giuseppe Migliara, Leonardo Maria Siena, Claudia Isonne, Maria Roberta De Blasiis, Alessandra Sinopoli, Jessica Iera, Carolina Marzuillo, Corrado De Vito, Paolo Villari, Valentina Baccolini

Systematic reviews play a critical role in evidence-based research but are labor-intensive, especially during title and abstract screening. Compact large language models (LLMs) offer potential to automate this process, balancing time/cost requirements and accuracy. The aim of this study is to assess the feasibility, accuracy, and workload reduction by three compact LLMs (GPT-4o mini, Llama 3.1 8B, and Gemma 2 9B) in screening titles and abstracts. Records were sourced from three previously published systematic reviews and LLMs were requested to rate each record from 0 to 100 for inclusion, using a structured prompt. Predefined 25-, 50-, 75-rating thresholds were used to compute performance metrics (balanced accuracy, sensitivity, specificity, positive and negative predictive value, and workload-saving). Processing time and costs were registered. Across the systematic reviews, LLMs achieved high sensitivity (up to 100%) and low precision (below 10%) for records included by full text. Specificity and workload savings improved at higher thresholds, with the 50- and 75-rating thresholds offering optimal trade-offs. GPT-4o-mini, accessed via application programming interface, was the fastest model (~40 minutes max.) and had usage costs ($0.14-$1.93 per review). Llama 3.1-8B and Gemma 2-9B were run locally in longer times (~4 hours max.) and were free to use. LLMs were highly sensitive tools for the title/abstract screening process. High specificity values were reached, allowing for significant workload savings, at reasonable costs and processing time. Conversely, we found them to be imprecise. However, high sensitivity and workload reduction are key factors for their usage in the title/abstract screening phase of systematic reviews.

系统评价在基于证据的研究中发挥着关键作用,但它是劳动密集型的,特别是在标题和摘要筛选过程中。紧凑的大型语言模型(llm)提供了自动化这一过程的潜力,平衡了时间/成本需求和准确性。本研究的目的是评估三种紧凑llm (gpt - 40 mini、Llama 3.1 8B和Gemma 29b)筛选标题和摘要的可行性、准确性和工作量减少。记录来源于之前发表的三篇系统评论,法学硕士被要求使用结构化提示对每条记录进行0到100的评分。预定义的25、50、75评分阈值用于计算性能指标(平衡准确性、敏感性、特异性、阳性和阴性预测值以及节省工作量)。登记了处理时间和成本。在整个系统评价中,llm对全文包含的记录实现了高灵敏度(高达100%)和低精度(低于10%)。在更高的阈值下,特异性和工作量节省得到了改善,50和75评分阈值提供了最佳的权衡。通过应用程序编程接口访问的gpt - 40 -mini是最快的型号(最多约40分钟),使用费用(每次审查0.14- 1.93美元)。Llama 3.1-8B和Gemma 2-9B在本地运行时间较长(最多约4小时),并且可以免费使用。法学硕士是标题/摘要筛选过程中高度敏感的工具。在合理的成本和处理时间内,达到了高特异性值,从而大大节省了工作量。相反,我们发现它们是不精确的。然而,高灵敏度和减少工作量是在系统评价的标题/摘要筛选阶段使用它们的关键因素。
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引用次数: 0
Neighbourhood effects on tree survival in Huangshan secondary forest community. 邻域对黄山次生林群落树木生存的影响
IF 3.6 3区 生物学 Q1 PLANT SCIENCES Pub Date : 2026-03-01 Epub Date: 2025-12-21 DOI: 10.1111/plb.70161
L Xie, Y Ou, X Zheng, T Lv, H Ding, Y Fang

Understanding inter- and intraspecific interactions is central to community ecology. Using data from two censuses of a subtropical secondary forest in Huangshan, China, we analysed survival rate for over 54,000 saplings across 83 species. We quantified four neighbourhood density indices, conspecific (CI), heterospecific (HI), phylogenetic (PhyI), and functional (FunI), to test how neighbour density influences tree survival. In parallel, we calculated neighbourhood diversity along species, phylogenetic, and functional axes to test how neighbour diversity shapes species' survival probabilities spanning four different spatial scales. Generalized linear mixed models revealed that HI and FI significantly decreased survival, highlighting intense interspecific competition in early successional stages. In contrast, PhyI positively affected survival, suggesting habitat filtering among related species. Neighbourhood diversity exhibited scale-dependent effects. Finally, we identified species with high specific leaf area and phosphorus content grew faster but experienced higher mortality. These findings underscore the importance of incorporating phylogenetic and functional neighbourhood metrics to understand demographic processes and community assembly, particularly in recovering forest ecosystems.

了解种间和种内的相互作用是群落生态学的核心。利用对中国黄山亚热带次生林的两次普查数据,我们分析了83个物种的54,000多棵树苗的存活率。我们量化了四个邻域密度指数,即同域密度(CI)、异域密度(HI)、系统发育密度(PhyI)和功能密度(FunI),以测试邻域密度如何影响树木的存活。同时,我们沿着物种、系统发育和功能轴计算了邻居多样性,以测试邻居多样性如何影响物种在四个不同空间尺度上的生存概率。广义线性混合模型显示,HI和FI显著降低了成活率,突出了演替早期激烈的种间竞争。相比之下,PhyI对生存有积极影响,表明亲缘物种之间存在栖息地过滤。邻里多样性表现出尺度依赖效应。结果表明,比叶面积和磷含量较高的树种生长较快,但死亡率较高。这些发现强调了结合系统发育和功能邻里指标来了解人口过程和社区聚集的重要性,特别是在恢复森林生态系统方面。
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引用次数: 0
Characterizing Alzheimer's Disease and Related Dementia in a Hypertension Population Within the State of Florida Using Electronic Health Record-Based Data. 使用基于电子健康记录的数据在佛罗里达州的高血压人群中表征阿尔茨海默病和相关痴呆
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1002/cpt.70150
Eissa A Jafari, Mona Alshahawey, Muhammad A Zaman, Steven M Smith, Yan Gong, Glenn E Smith, Caitrin W McDonough

Hypertension is a known modifiable risk factor for Alzheimer's disease and related dementia (ADRD). However, it is unknown how variance in hypertension control, antihypertensive medications, and social determinants of health, such as social deprivation index (SDI), influence the risk of developing ADRD. Validated hypertension computable phenotype algorithms were applied to electronic health record data from the OneFlorida Data Trust (1/1/2013-12/31/2016), to identify apparent treatment-resistant hypertension (aTRH), and hypertension-control levels (well-controlled hypertension, intermediate-controlled hypertension, uncontrolled hypertension). The primary outcome was a new ADRD diagnosis using validated ICD-9/10 codes. Multiple adjusted stepwise logistic regression models were used to identify factors associated with ADRD development. ADRD cumulative hazard incidence per hypertension control levels was assessed using the Nelson-Aalen estimator and log-rank test. A total of 57,273 hypertension patients with 6401 (11%) incident ADRD cases were included in the analysis. The average age was 67 years, with 57% females and 32% identifying as Black or African American. aTRH was a significant ADRD predictor (OR: 1.327, 95% CI: 1.234-1.427), compared to other hypertension phenotypes. aTRH was also significantly associated with a higher incidence of ADRD over time (P < 0.0001). Patients prescribed thiazide diuretics (OR: 0.894, 95% CI: 0.837-0.956) and fixed-dose combination medications (OR: 0.804, 95% CI: 0.732-0.882) had a lower risk of ADRD. A linear relationship between SDI quartiles and ADRD risk was found. aTRH was significantly associated with the development of ADRD. Our study also highlights the importance of comprehensive hypertension control and socioeconomic interventions in preventing or reducing ADRD risk in hypertension patients.

高血压是已知的阿尔茨海默病和相关痴呆(ADRD)的可改变危险因素。然而,目前尚不清楚高血压控制、抗高血压药物和健康的社会决定因素(如社会剥夺指数(SDI))的差异如何影响发生ADRD的风险。将经过验证的高血压可计算表型算法应用于OneFlorida数据信托(2013年1月1日- 2016年12月31日)的电子健康记录数据,以识别明显的难治性高血压(aTRH)和高血压控制水平(良好控制的高血压、中度控制的高血压、未控制的高血压)。主要结果是使用经过验证的ICD-9/10代码进行新的ADRD诊断。采用多元调整逐步逻辑回归模型来确定与ADRD发展相关的因素。使用Nelson-Aalen估计器和log-rank检验评估每个高血压控制水平的ADRD累积危险发生率。共纳入57,273例高血压患者,其中6401例(11%)发生ADRD。平均年龄为67岁,其中57%为女性,32%为黑人或非裔美国人。与其他高血压表型相比,aTRH是显著的ADRD预测因子(OR: 1.327, 95% CI: 1.234-1.427)。随着时间的推移,aTRH也与较高的ADRD发生率显著相关(P
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引用次数: 0
The secreted redox sensor roGFP2-Orp1 reveals oxidative dynamics in the plant apoplast. 分泌的氧化还原传感器roGFP2-Orp1揭示了植物外质体的氧化动力学。
IF 3.6 3区 生物学 Q1 PLANT SCIENCES Pub Date : 2026-03-01 Epub Date: 2025-12-12 DOI: 10.1111/plb.70144
J Ingelfinger, L Zander, P L Seitz, O Trentmann, S Tiedemann, S Sprunck, T Dresselhaus, A J Meyer, S J Müller-Schüssele

Specific generation of reactive oxygen species (ROS) is important for signalling and defence in many organisms. In plants, different types of ROS serve useful biological functions in the extracellular space (apoplast), influencing polymer structures as well as signalling during immune responses. The current knowledge of apoplastic ROS dynamics is limited, as dynamic monitoring of extracellular redox processes in vivo remains difficult. We employed evolutionary distant land plant model species from bryophytes and flowering plants to test whether the genetically encoded redox biosensor roGFP2-Orp1 can be used to assess extracellular redox dynamics. Secreted roGFP2-Orp1 can provide information about local diffusion barriers and protein cysteinyl oxidation rate in the apoplast, after pre-reduction. Observed re-oxidation rates were slow - within the range of hours. Compared to Physcomitrium patens, re-oxidation in Arabidopsis thaliana was faster and increased after triggering an immune response. Comparing roGFP2-Orp1 signals in tip-growing P. patens protonema and Nicotiana tabacum pollen tubes, we consistently find no intracellular redox gradient, but a partially reduced extracellular sensor in pollen tubes. Our data indicate differences in extracellular oxidative processes between species and within a species, depending on cell type and immune signalling.

活性氧(ROS)的特异性产生对许多生物的信号传导和防御至关重要。在植物中,不同类型的活性氧在细胞外空间(外质体)中发挥有用的生物学功能,影响聚合物结构以及免疫应答过程中的信号传导。由于体内细胞外氧化还原过程的动态监测仍然很困难,目前对外胞体ROS动力学的了解有限。我们采用进化距离较远的陆地植物模型物种,包括苔藓植物和开花植物,来测试基因编码的氧化还原生物传感器roGFP2-Orp1是否可以用于评估细胞外氧化还原动力学。分泌的roGFP2-Orp1可以提供预还原后外质体局部扩散屏障和蛋白半胱氨酸氧化速率的信息。观察到的再氧化速率是缓慢的——在小时范围内。与壶状芽胞菌相比,拟南芥在触发免疫反应后的再氧化速度更快,并且增加。通过比较尖端生长的烟草原丝体和烟草花粉管中的roGFP2-Orp1信号,我们一致发现花粉管中没有细胞内氧化还原梯度,但细胞外传感器部分减少。我们的数据表明物种之间和物种内部的细胞外氧化过程存在差异,这取决于细胞类型和免疫信号。
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引用次数: 0
Generalization for both diurnal and nocturnal pollination in the mass-flowering desert geophyte Nerine laticoma (Amaryllidaceae). 大量开花的沙漠地植物紫堇(Amaryllidaceae)的日间和夜间授粉的概化。
IF 3.6 3区 生物学 Q1 PLANT SCIENCES Pub Date : 2026-03-01 Epub Date: 2025-12-12 DOI: 10.1111/plb.70153
G L Theron, C Barker, M Castañeda-Zárate, C Diller, S Geerts, S G T Klumpers, S D Johnson

The evolutionary limits to generalization in plant pollination systems are often determined by trade-offs in which adaptations to one set of flower visitors reduces the effectiveness of another set of visitors. A key question is whether flowers can be pollinated equally effectively during the day and the night, given that the attractants for diurnal visitors are expected to be very different to those for nocturnal visitors. To address this question, we investigated the pollination system of the mass-flowering desert geophyte Nerine laticoma (Amaryllidaceae) over 2 years. We measured floral traits, including colour, scent, dimensions, floral rewards, visitation and reproductive traits. Finally, we exposed a subset of flowers exclusively to either diurnal or nocturnal visitors to establish their relative contributions to reproduction. Nerine laticoma has relatively open flowers, with exposed nectar, attracting a wide diversity of pollinators, including bees, butterflies, nocturnal settling moths and hawkmoths. We established that N. laticoma is reliant on pollinators for seed production. Flowers exposed only during the day set a similar number of seeds to those exposed only during the night, indicating that the plant is effectively pollinated by both diurnal and nocturnal animals. The results highlight the importance of multiple pollinators and their contribution to reproductive success in desert environments with variable pollinator communities. The contribution of all possible pollinators in a system, including frequently overlooked nocturnal visitors, should thus be taken into account.

在植物传粉系统中,泛化的进化限制往往是由对一组访花者的适应降低了另一组访花者的有效性的权衡决定的。一个关键的问题是,考虑到白天来客的引诱剂与夜间来客的引诱剂有很大的不同,花是否能在白天和晚上同样有效地授粉。为了解决这一问题,我们对大花期沙漠地植物紫堇(maryllidaceae)的传粉系统进行了为期2年的研究。我们测量了花的性状,包括颜色,气味,尺寸,花的奖励,访问和生殖性状。最后,我们将花的一个子集单独暴露给白天或夜间的访问者,以确定它们对繁殖的相对贡献。乳草的花朵相对开放,花蜜暴露在外,吸引了蜜蜂、蝴蝶、夜间定居蛾和飞蛾等多种传粉媒介。我们确定了草属植物依赖传粉媒介来生产种子。仅在白天暴露的花与仅在夜间暴露的花的种子数量相似,这表明该植物可以有效地由白天和夜间活动的动物授粉。研究结果强调了多种传粉媒介的重要性,以及它们在具有可变传粉媒介群落的沙漠环境中对繁殖成功的贡献。因此,应考虑到系统中所有可能的传粉者的贡献,包括经常被忽视的夜间访问者。
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引用次数: 0
Pollination versus carnivory: functional distribution of naphthoquinones in Nepenthes khasiana. 传粉与食肉:花栗草中萘醌类的功能分布。
IF 3.6 3区 生物学 Q1 PLANT SCIENCES Pub Date : 2026-03-01 Epub Date: 2026-01-07 DOI: 10.1111/plb.70146
C C Lathika, G B Sujatha, N Sabulal, A J Johnson, G Viswanathan, R K S Remadevi, L A Shereefa, S Baby

Nepenthes, a major genus of carnivorous plants, secrete floral and extrafloral nectars (FN and EFN) in their flowers and pitchers, respectively. Recently we demonstrated Nepenthes khasiana EFN as a sugar mix with minimal nitrogenous metabolites and vitamin C. N. khasiana EFN showed insect toxicity due to its strong acetylcholinesterase (AChE) inhibition, and the active principle has been characterized as the naphthoquinone derivative, (+)-isoshinanolone. These findings prompted us to study the chemical composition and toxicity of N. khasiana FN. N. khasiana FN was analyzed for its sugars, amino acids, proteins, fatty acids and vitamin C by HPTLC-densitometry, UFLC, GC-MS and biochemical assays. C:N ratio and naphthoquinones were analyzed by CHNS analyzer, headspace-GC-MS, and GC-FID, respectively. Toxicity of FN and the naphthoquinone droserone, found in its pitcher fluid, was evaluated using the AChE inhibition assay. N. khasiana FN showed a similar chemical pattern as its EFN, viz., sugar (Glc-Fru-Suc)-mix with minimal amino acids, vitamin C, and moderate protein and fatty acid contents. It showed fairly high C:N ratio. The naphthoquinone, plumbagin, was the major volatile constituent in N. khasiana flowers. Crucially, the AChE inhibitors, (+)-isoshinanolone and plumbagin, were absent in N. khasiana FN, which showed no AChE inhibition. Droserone, however, exhibited strong AChE inhibitory activity. The chemical profiles of EFN and FN reflect a nitrogen-limited metabolism in N. khasiana. Notably, the functional allocation of neurotoxic naphthoquinones - abundant in EFN, absent in FN, and present in the pitcher fluid - reflects an adaptive strategy that optimizes both nutritional gain through prey capture and reproductive success through pollination.

Nepenthes是食肉植物的一个主要属,它们的花和瓶中分别分泌花蜜和花外花蜜。最近,我们证实了黑花列子EFN是一种含有微量氮代谢产物和维生素c的糖混合物。黑花列子EFN具有较强的乙酰胆碱酯酶(AChE)抑制作用,具有昆虫毒性,其活性原理被认为是萘醌衍生物,(+)-异草胺酮。这些发现促使我们对哈氏白僵菌的化学成分和毒性进行研究。采用hptlc -密度法、UFLC法、GC-MS法和生化分析方法,对卡莎娜FN中糖、氨基酸、蛋白质、脂肪酸和维生素C进行分析。C:N比、萘醌类分别采用CHNS分析仪、顶空-气相色谱-质谱、气相色谱- fid进行分析。用乙酰胆碱酯酶(AChE)抑制试验评价了在猪笼液中发现的FN和萘醌羟色酮的毒性。黑花菜FN表现出与其EFN相似的化学模式,即糖(Glc-Fru-Suc)混合,氨基酸、维生素C含量极少,蛋白质和脂肪酸含量适中。碳氮比较高。萘醌、白桦苷是白桦花的主要挥发性成分。重要的是,这些AChE抑制剂(+)-异草甾醇酮和白桦素在北韩花FN中不存在,对AChE没有抑制作用。而Droserone则表现出较强的AChE抑制活性。EFN和FN的化学特征反映了柠条的氮限制代谢。值得注意的是,神经毒性萘醌的功能分配——在EFN中丰富,在FN中不存在,但存在于猪笼草液中——反映了一种适应性策略,即通过捕获猎物来优化营养获得,通过授粉来优化繁殖成功。
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引用次数: 0
Direct Ambient Mass Spectrometry for Food, Beverage, and Agricultural Sample Analysis and Research. 直接环境质谱法用于食品,饮料和农业样品分析和研究。
IF 6.6 2区 化学 Q1 SPECTROSCOPY Pub Date : 2026-03-01 Epub Date: 2025-07-02 DOI: 10.1002/mas.70001
Leigh M Schmidtke, Liang Jiang, Morphy Dumlao, William A Donald

Ambient and direct mass spectrometry (MS) methods are becoming increasingly used for the rapid analysis of food, beverage and agricultural samples. Novel ionization approaches combined with targeted, or untargeted workflows provide analytical outcomes within a greatly reduced time period compared to traditional separation science coupled with MS detection. This review will provide an overview of atmospheric pressure ionization MS based techniques for analysis of food, beverage and agricultural samples, with an emphasis on direct and rapid analysis including ambient ionization. The review will be completed through presentation of relevant examples of the use of ambient ionization techniques for food and beverage analysis along with the authors perspectives for future challenges relevant to the field.

环境质谱和直接质谱(MS)方法越来越多地用于食品、饮料和农业样品的快速分析。与传统分离科学与质谱检测相结合相比,新型电离方法与靶向或非靶向工作流程相结合,可在大大缩短的时间内提供分析结果。本文综述了基于大气压电离质谱的食品、饮料和农业样品分析技术,重点介绍了包括环境电离在内的直接和快速分析。通过介绍环境电离技术用于食品和饮料分析的相关例子以及作者对该领域未来挑战的看法,该综述将完成。
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引用次数: 0
Light-Based Molecular Tools to Precisely Monitor and Operate β-Adrenoceptors. 基于光的分子工具精确监测和操作β-肾上腺素受体。
IF 11.6 1区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2026-03-01 Epub Date: 2025-10-21 DOI: 10.1002/med.70018
Ignazzitto Maria Tindara, Gómez-Santacana Xavier, Llebaria Amadeu, Rovira Xavier

β-Adrenoceptors are important G protein-coupled receptors involved in cardiovascular, metabolic, and neurological regulation. To study their function with high precision, light-based molecular tools have been developed offering precise spatiotemporal control. Fluorescence and bioluminescence techniques allow real-time monitoring of receptor activation and organization, while photopharmacology and optogenetics enable precise external modulation of their activity. A particularly valuable approach involves photoswitchable ligands, which can be switched on and off by specific wavelengths and provide reversible control over receptor activity. In general, the combination of optical biosensing and photopharmacology enhances our ability to analyze GPCR signaling dynamics and function with minimal perturbation. In particular, these approaches open new avenues for targeted research and therapeutic interventions, offering a powerful framework for understanding β-adrenoceptors-related diseases.

β-肾上腺素受体是重要的G蛋白偶联受体,参与心血管、代谢和神经调节。为了高精度地研究它们的功能,基于光的分子工具被开发出来,提供精确的时空控制。荧光和生物发光技术可以实时监测受体的激活和组织,而光药理学和光遗传学可以对其活性进行精确的外部调节。一种特别有价值的方法涉及光开关配体,它可以通过特定波长打开和关闭,并提供对受体活性的可逆控制。总的来说,光学生物传感和光药理学的结合增强了我们在最小扰动下分析GPCR信号动力学和功能的能力。特别是,这些方法为有针对性的研究和治疗干预开辟了新的途径,为理解β-肾上腺素受体相关疾病提供了一个强有力的框架。
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引用次数: 0
Beyond human gold standards: A multimodel framework for automated abstract classification and information extraction. 超越人类黄金标准:用于自动抽象分类和信息提取的多模型框架。
IF 6.1 2区 生物学 Q1 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2026-03-01 Epub Date: 2025-11-17 DOI: 10.1017/rsm.2025.10054
Delphine S Courvoisier, Diana Buitrago-Garcia, Clément P Buclin, Nils Bürgisser, Michele Iudici, Denis Mongin

Meta-research and evidence synthesis require considerable resources. Large language models (LLMs) have emerged as promising tools to assist in these processes, yet their performance varies across models, limiting their reliability. Taking advantage of the large availability of small size (<10 billion parameters) open-source LLMs, we implemented an agreement-based framework in which a decision is taken only if at least a given number of LLMs produce the same response. The decision is otherwise withheld. This approach was tested on 1020 abstracts of randomized controlled trials in rheumatology, using 2 classic literature review tasks: (1) classifying each intervention as drug or nondrug based on text interpretation and (2) extracting the total number of randomized patients, a task that sometimes required calculations. Re-examining abstracts where at least 4 LLMs disagreed with the human gold standard (dual review with adjudication) allowed constructing an improved gold standard. Compared to a human gold standard and single large LLMs (>70 billion parameters), our framework demonstrated robust performance: several model combinations achieved accuracies above 95% exceeding the human gold standard on at least 85% of abstracts (e.g., 3 of 5 models, 4 of 6 models, or 5 of 7 models). Performance variability across individual models was not an issue, as low-performing models contributed fewer accepted decisions. This agreement-based framework offers a scalable solution that can replace human reviewers for most abstracts, reserving human expertise for more complex cases. Such frameworks could significantly reduce the manual burden in systematic reviews while maintaining high accuracy and reproducibility.

元研究和证据综合需要大量的资源。大型语言模型(llm)已经成为帮助这些过程的有前途的工具,但是它们的性能因模型而异,限制了它们的可靠性。利用小尺寸(700亿个参数)的大量可用性,我们的框架展示了稳健的性能:几个模型组合在至少85%的摘要(例如,5个模型中的3个,6个模型中的4个,或7个模型中的5个)上实现了95%以上的精度,超过了人类黄金标准。单个模型之间的性能可变性不是问题,因为低性能模型贡献的可接受决策较少。这个基于协议的框架提供了一个可扩展的解决方案,可以取代大多数摘要的人工审稿人,为更复杂的情况保留人工专业知识。这样的框架可以显著减少系统审查中的人工负担,同时保持高准确性和可重复性。
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引用次数: 0
Bayesian workflow for bias-adjustment model in meta-analysis. 元分析中偏差调整模型的贝叶斯工作流程。
IF 6.1 2区 生物学 Q1 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2026-03-01 Epub Date: 2025-11-13 DOI: 10.1017/rsm.2025.10050
Juyoung Jung, Ariel M Aloe

Bayesian hierarchical models offer a principled framework for adjusting for study-level bias in meta-analysis, but their complexity and sensitivity to prior specifications necessitate a systematic framework for robust application. This study demonstrates the application of a Bayesian workflow to this challenge, comparing a standard random-effects model to a bias-adjustment model across a real-world dataset and a targeted simulation study. The workflow revealed a high sensitivity of results to the prior on bias probability, showing that while the simpler random-effects model had superior predictive accuracy as measured by the widely applicable information criterion, the bias-adjustment model successfully propagated uncertainty by producing wider, more conservative credible intervals. The simulation confirmed the model's ability to recover true parameters when priors were well-specified. These results establish the Bayesian workflow as a principled framework for diagnosing model sensitivities and ensuring the transparent application of complex bias-adjustment models in evidence synthesis.

贝叶斯层次模型为调整荟萃分析中的研究水平偏差提供了一个原则性框架,但它们的复杂性和对先前规范的敏感性需要一个系统的框架来进行稳健的应用。本研究展示了贝叶斯工作流在这一挑战中的应用,将标准随机效应模型与现实世界数据集和目标模拟研究中的偏差调整模型进行了比较。该工作流显示出结果对先验偏差概率的高度敏感性,表明简单的随机效应模型通过广泛适用的信息标准测量具有更高的预测精度,而偏差调整模型通过产生更宽,更保守的可信区间成功地传播了不确定性。仿真结果证实了该模型在给定先验条件下恢复真实参数的能力。这些结果建立了贝叶斯工作流作为诊断模型敏感性的原则框架,并确保在证据合成中透明地应用复杂的偏差调整模型。
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