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A conjugate Wishart prior is used to present a simple and rapid procedure for computing the analytic posterior (mode and uncertainty) of the precision matrix elements of a Gaussian distribution. An interpretation of covariance estimates in terms of eigenvalues is presented, along with a simple decision-rule step to improve the performance of the estimation of sparse precision matrices and associated graphs. In this, elements of the estimated precision matrix that are zero or near zero can be detected and shrunk to zero. Simulated data sets are used to compare posterior estimation with decision-rule with two other Wishart-based approaches and with graphical lasso. Furthermore, an empirical Bayes procedure is used to select prior hyperparameters in high dimensional cases with extension to sparsity. 相似文献
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C. L. Meuwese J. H. Kirkels N. de Jonge H. M. Nathoe P. A. Doevendans C. Kl?pping 《Netherlands heart journal》2013,21(1):3-5
Currently, no evidence exists on the effects of beta-receptor blocker (BRB) treatment in patients with unstable severe heart failure. When confronted with this specific patient category, clinical experience in our centre has consistently guided us to lower the dose or stop BRB therapy. To share this experience, we present three clinical case scenarios and discuss background literature motivating our approach in these patients. 相似文献
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Valentina Isetta Josep M. Montserrat Raquel Santano Alison J. Wimms Dinesh Ramanan Holger Woehrle Daniel Navajas Ramon Farré 《PloS one》2016,11(3)
Bench testing is a useful method to characterize the response of different automatic positive airway pressure (APAP) devices under well-controlled conditions. However, previous models did not consider the diversity of obstructive sleep apnea (OSA) patients’ characteristics and phenotypes. The objective of this proof-of-concept study was to design a new bench test for realistically simulating an OSA patient’s night, and to implement a one-night example of a typical female phenotype for comparing responses to several currently-available APAP devices. We developed a novel approach aimed at replicating a typical night of sleep which includes different disturbed breathing events, disease severities, sleep/wake phases, body postures and respiratory artefacts. The simulated female OSA patient example that we implemented included periods of wake, light sleep and deep sleep with positional changes and was connected to ten different APAP devices. Flow and pressure readings were recorded; each device was tested twice. The new approach for simulating female OSA patients effectively combined a wide variety of disturbed breathing patterns to mimic the response of a predefined patient type. There were marked differences in response between devices; only three were able to overcome flow limitation to normalize breathing, and only five devices were associated with a residual apnea-hypopnea index of <5/h. In conclusion, bench tests can be designed to simulate specific patient characteristics, and typical stages of sleep, body position, and wake. Each APAP device behaved differently when exposed to this controlled model of a female OSA patient, and should lead to further understanding of OSA treatment. 相似文献
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Rafael O. Wüest Niklaus E. Zimmermann Damaris Zurell Jake M. Alexander Susanne A. Fritz Christian Hof Holger Kreft Signe Normand Juliano Sarmento Cabral Eniko Szekely Wilfried Thuiller Martin Wikelski Dirk Nikolaus Karger 《Journal of Biogeography》2020,47(1):1-12
Recent years have seen an exponential increase in the amount of data available in all sciences and application domains. Macroecology is part of this “Big Data” trend, with a strong rise in the volume of data that we are using for our research. Here, we summarize the most recent developments in macroecology in the age of Big Data that were presented at the 2018 annual meeting of the Specialist Group Macroecology of the Ecological Society of Germany, Austria and Switzerland (GfÖ). Supported by computational advances, macroecology has been a rapidly developing field over recent years. Our meeting highlighted important avenues for further progress in terms of standardized data collection, data integration, method development and process integration. In particular, we focus on (a) important data gaps and new initiatives to close them, for example through space- and airborne sensors, (b) how various data sources and types can be integrated, (c) how uncertainty can be assessed in data-driven analyses and (d) how Big Data and machine learning approaches have opened new ways of investigating processes rather than simply describing patterns. We discuss how Big Data opens up new opportunities, but also poses new challenges to macroecological research. In the future, it will be essential to carefully assess data quality, the reproducibility of data compilation and analytical methods, and the communication of uncertainties. Major progress in the field will depend on the definition of data standards and workflows for macroecology, such that scientific quality and integrity are guaranteed, and collaboration in research projects is made easier. 相似文献
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Apical serrations of the hymenopteran ovipositor have been widely postulated to originally constitute adaptations for cutting through hard substrates. Simplifications of the ovipositor tip have occurred in several ichneumonid wasp genera associated with spiders. Despite such reduction in Clistopyga (Hymenoptera, Ichneumonidae), the ovipositor still possesses some apical serrations. Through the first detailed study, we believe, on the behaviour of an ovipositing Clistopyga species, we show that it can alter its ovipositor for different purposes and that the primary function of the apical serrations is clinging to its spider host as the spider attempts to escape. Intriguingly, we also discover a hitherto undocumented adaptation for the hymenopteran ovipositor. The female wasp seals openings in the silken spider nest by using its ovipositor on the silk in a highly sophisticated way that is comparable to how humans entangle wool by needle felting. By studying the ovipositor morphology through a scanning electron microscope, we elucidate how this works, and we hypothesize that by closing the nest the female wasp protects its developing kin. 相似文献
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Sustainability indicator programs in developing countries are the poor cousin of ecological indicator research. While an enormous number of indicators for the monitoring of sustainable development exists, few meta-evaluations on these measurements have been conducted in developing countries. Yet, researchers developing new programs face the question: how shall we design our monitoring instrument to respond to the local challenges.By presenting a qualitative meta-performance evaluation of seven sustainability indicator programs on the municipal level in developing countries of Asia, we identify crucial success factors in this contribution. The research draws on 41 expert interviews in Indonesia, Thailand, China, and India, as well as on program-related documents. In the presented case studies, local contexts are intended to be diverse: obtained results should map success factors in different settings. A context-related list of good-practice factors is derived from the interview material via a Qualitative Content Analysis and assessed against the data.We identify crucial strengths and weaknesses of sustainability indicator programs in six dimensions and link the success factors to their contexts. The results include innovative approaches to indicator types, data collection and data quality control, and a correlation between the anchoring of programs in approved development plans and long-term implementation. The results can provide valuable guidance to users of existing sustainability indicator programs and planners of new programs. 相似文献