Scapula mobility complicates upper extremity kinematics assessment. Existing methods are diverse, providing inconsistent results. The current gold standard (bone pins) is prohibitively invasive. The purposes of the current study are to describe a virtual projection alternative to surface markers for video motion capture (VMC) of the scapula and to compare the results of the projection and surface marker methods to the results of similar existing methods. Ten participants were evaluated using VMC. Surface markers were applied to the trunk and arm (...) in accordance with existing guidelines. Three markers were affixed to plastic base on the skin over the acromion process. Other scapular landmarks were digitized in a neutral position. These landmarks’ locations were defined in reference to the acromion cluster and used to generate the projection. Humerothoracic, glenohumeral, and scapulothoracic kinematics were evaluated during shoulder abduction, flexion, and scaption. Joint angles produced by the surface markers and the projection were compared by Bonferroni-adjusted t tests. The results were compared to prior findings in the literature. The projection resulted in greater scapulothoracic upward rotation, internal rotation, and anterior–posterior tilt and less glenohumeral elevation (p <.0055) than did surface markers. The virtual scapula produced greater estimates of scapular mobility than did surface markers, corresponding to pre-existing results from similar methodologies. The result is a noninvasive measurement tool that produces different and superior results than do scapula surface markers. Measuring scapula kinematics via VMC without bone pins will facilitate future investigations into interactions between upper extremity injury, kinematics, and activity performance. (shrink)

Philosophy and Phenomenological Research, EarlyView.

For a long time, researchers in the fields of psychology and neuroscience have been interested in discovering ways to boost productivity in traditionally "healthy," "clinical," and "military" populations. However, one of the biggest challenges in reaching this objective is developing personalised performance phenotypes that can be used to build interventions that are specifically catered to each individual's needs. Impact: Thanks to AI's recent advancements, we can now create individualised training, preparation, and recovery plans that are tailored to each person's unique (...) cognitive and biological profile. Concurrent AI advancements, especially in the psychological and neurological sciences, have demonstrated the importance of incorporating domain expertise and stakeholder inputs into the development of trustworthy AI. Value: This Patterns themed issue seeks original empirical work, literature reviews, and methodological papers that establish and validate precision artificial intelligence methods for human performance optimization, with a focus on modelling individual differences via state-of-the-art computational methods. (shrink)

Shortages of new therapeutics to treat coronavirus disease (COVID-19) have forced clinicians, public health officials, and health systems to grapple with difficult questions about how to fairly allocate potentially life-saving treatments when there are not enough for all patients in need (1). Shortages have occurred with remdesivir, tocilizumab, monoclonal antibodies, and the oral antiviral Paxlovid (2) -/- Ensuring equitable allocation is especially important in light of the disproportionate burden experienced during the COVID-19 pandemic by disadvantaged groups, including Black, Hispanic/Latino and (...) Indigenous communities, individuals with certain disabilities, and low-income persons. However, many health systems have resorted to first-come, first-served approaches to allocation, which tend to disadvantage individuals with barriers in access to care (3). There is mounting evidence of racial, ethnic, and socioeconomic disparities in access to medications for COVID-19 (4, 5). -/- One potential method to promote equitable allocation is to use a weighted lottery, which is an allocation strategy that gives all eligible patients a chance to receive the scarce treatment while also allowing the assignment of higher or lower chances according to other ethical considerations (6). We sought to assess the feasibility of implementing a weighted lottery to allocate scarce COVID-19 medications in a large U.S. health system and to determine whether the weighted lottery promotes equitable allocation. (shrink)

A lot of research has been done on the detection of mental workload using various bio-signals. Recently, deep learning has allowed for novel methods and results. A plethora of measurement modalities have proven to be valuable in this task, yet studies currently often only use a single modality to classify MWL. The goal of this research was to classify perceived mental workload using a deep neural network that flexibly makes use of multiple modalities, in order to allow for feature sharing (...) between modalities. To achieve this goal, an experiment was conducted in which MWL was simulated with the help of verbal logic puzzles. The puzzles came in five levels of difficulty and were presented in a random order. Participants had 1 h to solve as many puzzles as they could. Between puzzles, they gave a difficulty rating between 1 and 7, seven being the highest difficulty. Galvanic skin response, photoplethysmograms, functional near-infrared spectrograms and eye movements were collected simultaneously using LabStreamingLayer. Marker information from the puzzles was also streamed on LSL. We designed and evaluated a novel intermediate fusion multimodal DNN for the classification of PMWL using the aforementioned four modalities. Two main criteria that guided the design and implementation of our DNN are modularity and generalisability. We were able to classify PMWL within-level accurate on a seven-level workload scale using the aforementioned modalities. The model architecture allows for easy addition and removal of modalities without major structural implications because of the modular nature of the design. Furthermore, we showed that our neural network performed better when using multiple modalities, as opposed to a single modality. The dataset and code used in this paper are openly available. (shrink)

Early versions of satellite and radiosonde datasets suggested that the tropical surface had warmed more than the troposphere, while climate models consistently showed tropospheric amplification of surface warming in response to human-caused increases in greenhouse gases. We revisit such comparisons here using new observational estimates of surface and tropospheric temperature changes. We find that there is no longer a serious discrepancy between modeled and observed trends in the tropics. Our results contradict a recent claim that all simulated temperature trends in (...) the tropical troposphere are inconsistent with observations. This claim was based on the use of older radiosonde and satellite datasets and on two methodological errors: the neglect of observational trend uncertainties introduced by interannual climate variability and application of an inappropriate statistical “consistency test”.This emerging reconciliation of models and observations has two primary explanations. First, because of changes in the treatment of buoy and satellite information, new surface temperature datasets yield slightly reduced tropical warming relative to earlier versions. Second, recently developed satellite and radiosonde datasets now show larger warming of the tropical lower troposphere. In the case of a new satellite dataset from remote sensing systems, enhancedRSS warming is due to an improved procedure of adjusting for inter-satellite biases. When the RSS-derived tropospheric temperature trend is compared with four different observed estimates of surface temperature change, the surface warming is invariably amplified in the tropical troposphere, consistent with model results. Even if we use data from a second satellite dataset with smaller tropospheric warming than in remote sensing systems RSS, observed tropical lapse rates are not significantly different from those in all model simulations.Our results contradict a recent claim that all simulated temperature trends in the tropical troposphere and in tropical lapse rates are inconsistent with observations. This claim was based on the use of older radiosonde and satellite datasets and on two methodological errors: the neglect of observational trend uncertainties introduced by interannual climate variability and application of an inappropriate statistical “consistency test”. (shrink)

On April 26, 1995, the United States Supreme Court limited the reach of the preemption provision of ERISA in New York State Conference of Blue Cross & Blue Shield Plans v. Tavelers Insurance Co. ). In Travelers, the Supreme Court upheld the validity of a New York statute requiring hospitals to collect surcharges from patients covered by commercial insurers and requiring health maintenance organizations to pay a surcharge to the state's general fund that varies depending on the number of Medicaid-eligible (...) HMO members enrolled. Neither patients insured by Blue Cross/Blue Shield plans nor the plans themselves are similarly charged under the statute. Several commercial insurers and HMOs claimed the surcharges should be preempted under ERISA because they are levied on patients whose insurance or HMO membership premiums are purchased by an ERISA plan.The ERISA preemption clause means that federal regulation, or lack thereof, supersedes state regulation that is related to employee pension and benefit plans. This preemption clause prevents states from changing health care and benefit law for a significant portion of state residents. (shrink)

A friend, correspondent and intellectual successor to David Ricardo, John Ramsay McCulloch forged his reputation in the emerging field of political economy by publishing deeply researched articles in Scottish periodicals and the Encyclopaedia Britannica. From 1828 he spent nearly a decade as professor of political economy at the newly founded University of London, thereafter becoming comptroller of the Stationery Office. Perhaps the first professional economist, McCulloch had become internationally renowned by the middle of the century, recognised for sharing his ideas (...) through lucid lecturing and writing. The present reference work, first published in 1832 and later revised, expanded and updated multiple times, made McCulloch considerable sums of money. His critical and analytical treatment of the data he had largely compiled himself made this much more than a mere book of facts. Several other works written or edited by McCulloch are also reissued in the Cambridge Library Collection. (shrink)

A friend, correspondent and intellectual successor to David Ricardo, John Ramsay McCulloch forged his reputation in the emerging field of political economy by publishing deeply researched articles in Scottish periodicals and the Encyclopaedia Britannica. From 1828 he spent nearly a decade as professor of political economy at the newly founded University of London, thereafter becoming comptroller of the Stationery Office. Perhaps the first professional economist, McCulloch had become internationally renowned by the middle of the century, recognised for sharing his ideas (...) through lucid lecturing and writing. The present work, first published in 1845, has been hailed as 'the first systematic account of the theory and policy of public finance'. After a general introductory chapter, the book discusses direct and indirect taxation, before considering national debt and how to deal with it. Several other works written or edited by McCulloch are also reissued in the Cambridge Library Collection. (shrink)

A friend, correspondent and intellectual successor to David Ricardo, John Ramsay McCulloch forged his reputation in the emerging field of political economy by publishing deeply researched articles in Scottish periodicals and the Encyclopaedia Britannica. From 1828 he spent nearly a decade as professor of political economy at the newly founded University of London, thereafter becoming comptroller of the Stationery Office. Perhaps the first professional economist, McCulloch had become internationally renowned by the middle of the century, recognised for sharing his ideas (...) through lucid lecturing and writing. The present reference work, first published in 1845, reflects McCulloch's extraordinarily wide reading across subjects relating to his field of expertise. Featuring sections on foundling hospitals and slavery, as well as money and prices, the bibliography is annotated throughout with McCulloch's frank assessments. Several other works written or edited by McCulloch are also reissued in the Cambridge Library Collection. (shrink)

A friend, correspondent and intellectual successor to David Ricardo, John Ramsay McCulloch forged his reputation in the emerging field of political economy by publishing deeply researched articles in Scottish periodicals and the Encyclopaedia Britannica. From 1828 he spent nearly a decade as professor of political economy at the newly founded University of London, thereafter becoming comptroller of the Stationery Office. Perhaps the first professional economist, McCulloch had become internationally renowned by the middle of the century, recognised for sharing his ideas (...) through lucid lecturing and writing. First published in 1825, this textbook was an expanded version of an article originally written in 1822 for the Encyclopaedia Britannica. Reissued here is the 1830 enlarged second edition. In Britain and America the work reached many students, and was translated into multiple European languages. Several other works written or edited by McCulloch are also reissued in the Cambridge Library Collection. (shrink)

Two early drafts of the Essay have survived, one in the commonplace book Adversaria 1661, and the other in loose gatherings of leaves subsequently bound together into one volume by the Bodleian Library. Though both works were given titles by John Locke, they are now invariably known as Draft A and Draft B. Both manuscripts are in Locke's hand. Locke seems to have been doing further work on the Essay while in France. Draft C is very different from Drafts A (...) and B in one important respect. They are true drafts, written in Locke's own hand. The broad organization of Draft C is very similar to that of the published Essay, both (unlike Drafts A and B) being divided into books and chapters. The Abrégé covered all four books of the Essay, though Book Four was summarized briefly in a single paragraph. (shrink)