283 research outputs found
International Submarine Cables and Biodiversity of Areas Beyond National Jurisdiction
In International Submarine Cables and Biodiversity of Areas Beyond National Jurisdiction, Douglas R. Burnett and Lionel Carter closely examine the relationship between trans-oceanic submarine cables and biodiversity in areas beyond national jurisdiction. Readership: All practitioners and academics interested in submarine cables, International Law of the Sea, and marine biodiversity law
SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
Advances in camera-based physiological monitoring have enabled the robust,
non-contact measurement of respiration and the cardiac pulse, which are known
to be indicative of the sleep stage. This has led to research into camera-based
sleep monitoring as a promising alternative to "gold-standard" polysomnography,
which is cumbersome, expensive to administer, and hence unsuitable for
longer-term clinical studies. In this paper, we introduce SleepVST, a
transformer model which enables state-of-the-art performance in camera-based
sleep stage classification (sleep staging). After pre-training on contact
sensor data, SleepVST outperforms existing methods for cardio-respiratory sleep
staging on the SHHS and MESA datasets, achieving total Cohen's kappa scores of
0.75 and 0.77 respectively. We then show that SleepVST can be successfully
transferred to cardio-respiratory waveforms extracted from video, enabling
fully contact-free sleep staging. Using a video dataset of 50 nights, we
achieve a total accuracy of 78.8\% and a Cohen's of 0.71 in four-class
video-based sleep staging, setting a new state-of-the-art in the domain.Comment: CVPR 2024 Highlight Pape
Deep Learning-Enabled Sleep Staging From Vital Signs and Activity Measured Using a Near-Infrared Video Camera
Conventional sleep monitoring is time-consuming, expensive and uncomfortable,
requiring a large number of contact sensors to be attached to the patient.
Video data is commonly recorded as part of a sleep laboratory assessment. If
accurate sleep staging could be achieved solely from video, this would overcome
many of the problems of traditional methods. In this work we use heart rate,
breathing rate and activity measures, all derived from a near-infrared video
camera, to perform sleep stage classification. We use a deep transfer learning
approach to overcome data scarcity, by using an existing contact-sensor dataset
to learn effective representations from the heart and breathing rate time
series. Using a dataset of 50 healthy volunteers, we achieve an accuracy of
73.4\% and a Cohen's kappa of 0.61 in four-class sleep stage classification,
establishing a new state-of-the-art for video-based sleep staging.Comment: Accepted to the 6th International Workshop on Computer Vision for
Physiological Measurement (CVPM) at CVPR 2023. 10 pages, 12 figures, 5 table
The first late cretaceous mawsoniid coelacanth (Sarcopterygii: Actinistia) from North America: evidence of a lineage of extinct ‘living fossils’
Today, the only living genus of coelacanth, Latimeria is represented by two species along the eastern coast of Africa and in Indonesia. This sarcopterygian fish is nicknamed a "living fossil", in particular because of its slow evolution. The large geographical distribution of Latimeria may be a reason for the great resilience to extinction of this lineage, but the lack of fossil records for this genus prevents us from testing this hypothesis. Here we describe isolated bones (right angular, incomplete basisphenoid, fragments of parasphenoid and pterygoid) found in the Cenomanian Woodbine Formation in northeast Texas that are referred to the mawsoniid coelacanth Mawsonia sp. In order to assess the impact of this discovery on the alleged characteristic of "living fossils" in general and of coelacanths in particular: 1) we compared the average time duration of genera of ray-finned fish and coelacanth in the fossil record; 2) we compared the biogeographic signal from Mawsonia with the signal from the rest of the vertebrate assemblage of the Woodbine formation; and 3) we compared these life traits with those of Latimeria. The stratigraphical range of Mawsonia is at least 50 million years. Since Mawsonia was a fresh, brackish water fish with probably a low ability to cross large sea barriers and because most of the continental components of the Woodbine Fm vertebrate assemblage exhibit Laurasian affinities, it is proposed that the Mawsonia’s occurrence in North America is more likely the result of a vicariant event linked to the break-up of Pangea rather than the result of a dispersal from Gondwana. The link between a wide geographic distribution and the resilience to extinction demonstrated here for Mawsonia is a clue that a similar situation existed for Latimeria, which allowed this genus to live for tens of millions of years
Ecological and temperature controls on Mg/Ca ratios of Globigerina bulloides from the southwest Pacific Ocean
We present Mg/Ca data for Globigerina bulloides from 10 core top sites in the southwest Pacific Ocean analyzed by laser ablation inductively coupled plasma mass spectrometry (LA-ICPMS). Mg/Ca values in G. bulloides correlate with observed ocean temperatures (7 degrees C-19 degrees C), and when combined with previously published data, an integrated Mg/Ca-temperature calibration for 7 degrees C-31 degrees C is derived where Mg/Ca (mmol/mol) = 0.955 x e(0.068 x T) (r(2) = 0.95). Significant variability of Mg/Ca values (20%-30%) was found for the four visible chambers of G. bulloides, with the final chamber consistently recording the lowest Mg/Ca and is interpreted, in part, to reflect changes in the depth habitat with ontogeny. Incipient and variable dissolution of the thin and fragile final chamber, and outermost layer concomitantly added to all chambers, caused by different cleaning techniques prior to solution-based ICPMS analyses, may explain the minor differences in previously published Mg/Ca-temperature calibrations for this species. If the lower Mg/Ca of the final chamber reflects changes in depth habitat, then LA-ICPMS of the penultimate (or older) chambers will most sensitively record past changes in near-surface ocean temperatures. Mean size-normalized G. bulloides test weights correlate negatively with ocean temperature (T = 31.8 x e(-30.5xwtN); r(2) = 0.90), suggesting that in the southwest Pacific Ocean, temperature is a prominent control on shell weight in addition to carbonate ion levels
Legitimizing amateur status using financial reports: Victorian Football League clubs, 1909-1912
It is generally accepted by historians that in the early twentieth century clubs in Australian Football's Victorian Football League (VFL) made payments to "amateur" players prior to the legalization of professionalism and that such payments were not disclosed in club financial reports. Previously, financial reports have not been used to support or refute such claims. This article presents findings from a detailed examination of the financial reports and other records of six of the 10 VFL clubs for the years surrounding the legalization of professional football in 1911 (1909-1912). Prior to 1911, most clubs engaged in fraudulent financial reporting practices by misrepresenting player payments as other forms of permitted expenditures, thus concealing prohibited remunerative payments to players within their financial reports. Using isomorphic influences to explain the reasons for this misrepresentation, we conclude that the financial reports were used to legitimate the majority of clubs as amateur organizations. Competing isomorphic pressures, particularly conflicting coercive factors related to the VFL's prohibition on player payments and normative pressures associated with increasing professionalism amongst players, contributed to clubs engaging in fraudulent financial reporting. © The Author(s) 2015
Paleocurrent reconstruction of the deep Pacific inflow during the middle Miocene : reflections of East Antarctic Ice Sheet growth
Today the deep western boundary current (DWBC) east of New Zealand is the most important route for deep water entering the Pacific Ocean. Large-scale changes in deep water circulation patterns are thought to have been associated with the development of the East Antarctic Ice Sheet (EAIS) close to the main source of bottom water for the DWBC. Here we reconstruct the changing speed of the southwest Pacific DWBC during the middle Miocene from ∼15.5-12.5 Ma, a period of significant global ice accumulation associated with EAIS growth. Sortable silt mean grain sizes from Ocean Drilling Program Site 1123 reveal variability in the speed of the Pacific inflow on the timescale of the 41 kyr orbital obliquity cycle. Similar orbital period flow changes have recently been demonstrated for the Pleistocene epoch. Collectively, these observations suggest that a strong coupling between changes in the speed of the deep Pacific inflow and high-latitude climate forcing may have been a persistent feature of the global thermohaline circulation system for at least the past 15 Myr. Furthermore, long-term changes in flow speed suggest an intensification of the DWBC under an inferred increase in Southern Component Water production. This occurred at the same time as decreasing Tethyan outflow and major EAIS growth between ∼15.5 and 13.5 Ma. These results provide evidence that a major component of the deep thermohaline circulation was associated with the middle Miocene growth of the EAIS and support the view that this time interval represents an important step in the development of the Neogene icehouse climate
Volcanic glass from the 1.8 ka Taupō eruption (New Zealand) detected in Antarctic ice at ~ 230 CE.
Chemical anomalies in polar ice core records are frequently linked to volcanism; however, without the presence of (crypto)tephra particles, links to specific eruptions remain speculative. Correlating tephras yields estimates of eruption timing and potential source volcano, offers refinement of ice core chronologies, and provides insights into volcanic impacts. Here, we report on sparse rhyolitic glass shards detected in the Roosevelt Island Climate Evolution (RICE) ice core (West Antarctica), attributed to the 1.8 ka Taupō eruption (New Zealand)-one of the largest and most energetic Holocene eruptions globally. Six shards of a distinctive geochemical composition, identical within analytical uncertainties to proximal Taupō glass, are accompanied by a single shard indistinguishable from glass of the ~25.5 ka Ōruanui supereruption, also from Taupō volcano. This double fingerprint uniquely identifies the source volcano and helps link the shards to the climactic phase of the Taupō eruption. The englacial Taupō-derived glass shards coincide with a particle spike and conductivity anomaly at 278.84 m core depth, along with trachytic glass from a local Antarctic eruption of Mt. Melbourne. The assessed age of the sampled ice is 230 ± 19 CE (95% confidence), confirming that the published radiocarbon wiggle-match date of 232 ± 10 CE (2 SD) for the Taupō eruption is robust
The IntAct molecular interaction database in 2012
IntAct is an open-source, open data molecular interaction database populated by data either curated from the literature or from direct data depositions. Two levels of curation are now available within the database, with both IMEx-level annotation and less detailed MIMIx-compatible entries currently supported. As from September 2011, IntAct contains approximately 275 000 curated binary interaction evidences from over 5000 publications. The IntAct website has been improved to enhance the search process and in particular the graphical display of the results. New data download formats are also available, which will facilitate the inclusion of IntAct's data in the Semantic Web. IntAct is an active contributor to the IMEx consortium (http://www.imexconsortium.org). IntAct source code and data are freely available at http://www.ebi.ac.uk/intac
- …