wanyu/IteraTeR_full_sent huggingface dataset:
Original:  It distinguishes between exhaustive forecasts, being set-valued and aiming at correctly specifying the entire functional, and selective forecasts, content with solely specifying a single point in the correct functional. Uncovering the structural relation between the two corresponding notions of elicitability and identifiability, we establish that a set-valued functional can be either selectively elicitable or exhaustively elicitable. Notably, selections of quantiles such as the lower quantile turn out not to be elicitable in general. Applying these structural results to systemic risk measures, we construct oriented selective identification functions, which induce a family of strictly consistent exhaustive elementary scoring functions.
Revised:  We construct oriented selective identification functions, which induce a family of strictly consistent exhaustive elementary scoring functions.
Edit intent: meaning-changed
Original: Fontan operation as the current ultimate palliation of single ventricle defects results in significant late complications eventually leading to a failing circulation. It has been suggested that introducing a cavopulmonary assist device to serve the function of the missing subpulmonary ventricle could potentially stabilize the failing Fontan circulation.
Revised: Fontan operation as the current ultimate palliation of single ventricle defects results in significant late complications . Using a mechanical circulatory device that targets the right circulation to serve the function of the missing subpulmonary ventricle could potentially stabilize the failing Fontan circulation.
Edit intent: clarity
Original:  The results presented here can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Revised:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 5-45\% and decrease the IVC pressure by 5-70\% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support). The presented flow-pressure operating regions can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Edit intent: meaning-changed
Original:  By integrating numerical analysis and available clinical information, the interaction of the cavopulmonary support (producing head pressure rise from 2-20mmHg) via the IVC and full assist configurations with a wide range of simulated adult failing patient cases was investigated;
Revised:  By integrating numerical analysis and available clinical information, the interaction of the cavopulmonary support via the IVC and full assist configurations with a wide range of simulated adult failing patient cases was investigated;
Edit intent: coherence
Original:  By integrating numerical analysis and available clinical information, the interaction of the cavopulmonary support (producing head pressure rise from 2-20mmHg) via the IVC and full assist configurations with a wide range of simulated adult failing patient cases was investigated;
Revised:  By integrating numerical analysis and available clinical information, the interaction of the cavopulmonary support (producing head pressure rise from 2-20mmHg) via the IVC and full assist configurations with a wide range of simulated adult failing scenarios was investigated;
Edit intent: clarity
Original:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 5-45 \% and decrease the IVC pressure by 5-70 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Revised:  Results show that IVC support can produce beneficial hemodynamics in only a small fraction of failing Fontan scenarios. Cavopulmonary assist device could increase cardiac index by 5-45 \% and decrease the IVC pressure by 5-70 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Edit intent: meaning-changed
Original:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 5-45 \% and decrease the IVC pressure by 5-70 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Revised:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 35 \% and decrease the IVC pressure by 5-70 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Edit intent: meaning-changed
Original:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 5-45 \% and decrease the IVC pressure by 5-70 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Revised:  The results show that a suitable cavopulmonary assist device could increase cardiac index by 5-45 \% and decrease the inferior vena cava pressure by 45 \% depending on the patient's pre-support hemodynamic state and surgical configuration of the cavopulmonary assist device (IVC or full support).
Edit intent: meaning-changed
Original:  The presented flow-pressure operating regions  can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Revised:  The desired flow-pressure operating regions can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Edit intent: clarity
Original:  The presented flow-pressure operating regions  can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Revised:  The presented flow-pressure operating regions we identified can serve as the performance criteria for designing cavopulmonary assist devices as well as evaluating off-label use of commercially available left-side blood pumps for failing Fontan cavopulmonary support.
Edit intent: meaning-changed
Original: While there is still a lot to learn about astrocytes and their neuromodulatory role associated with their spatial and temporal integration of synaptic activity, the introduction of an additional to neurons processing unit into neuromorphic hardware is timely, facilitating their computational exploration in basic science questions and their exploitation in real-world applications.
Revised: While there is still a lot to learn about astrocytes and their neuromodulatory role in the spatial and temporal integration of synaptic activity, the introduction of an additional to neurons processing unit into neuromorphic hardware is timely, facilitating their computational exploration in basic science questions and their exploitation in real-world applications.
Edit intent: clarity
Original: While there is still a lot to learn about astrocytes and their neuromodulatory role associated with their spatial and temporal integration of synaptic activity, the introduction of an additional to neurons processing unit into neuromorphic hardware is timely, facilitating their computational exploration in basic science questions and their exploitation in real-world applications.
Revised: While there is still a lot to learn about astrocytes and their neuromodulatory role associated with their spatial and temporal integration of neuronal activity, their introduction to neuromorphic hardware is timely, facilitating their computational exploration in basic science questions and their exploitation in real-world applications.
Edit intent: clarity
Original: While there is still a lot to learn about astrocytes and their neuromodulatory role associated with their spatial and temporal integration of synaptic activity, the introduction of an additional to neurons processing unit into neuromorphic hardware is timely, facilitating their computational exploration in basic science questions and their exploitation in real-world applications.
Revised: While there is still a lot to learn about astrocytes and their neuromodulatory role associated with their spatial and temporal integration of synaptic activity, the introduction of an additional to neurons processing unit into neuromorphic hardware is timely, facilitating their computational exploration in basic science questions as well as their exploitation in real-world applications.
Edit intent: clarity
Original:  The basis of our module is an end-to-end biophysically plausible compartmental model of an astrocyte that simulates how intracellular activity may encode synaptic activity in space and time.
Revised:  The basis of the Loihi module is an end-to-end biophysically plausible compartmental model of an astrocyte that simulates how intracellular activity may encode synaptic activity in space and time.
Edit intent: meaning-changed
Original:  The basis of our module is an end-to-end biophysically plausible compartmental model of an astrocyte that simulates how intracellular activity may encode synaptic activity in space and time.
Revised:  The basis of our module is an end-to-end biophysically plausible compartmental model of an astrocyte that simulates the intracellular activity in response to the synaptic activity in space and time.
Edit intent: clarity
Original:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Revised:  To demonstrate the functional role of astrocytes in SNAN , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Edit intent: fluency
Original:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Revised:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, switch on and off spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Edit intent: clarity
Original:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Revised:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) to introduce single-shot learning, and monitor the transition between ordered and chaotic activity in the neuronal component of an SNAN.
Edit intent: meaning-changed
Original:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity in the neuronal component of an SNAN. Our astrocytic module may serve as a natural extension for neuromorphic hardware by mimicking the distinct computational roles of its biological counterpart .
Revised:  To demonstrate the functional role of astrocytes in SNANs , we describe how an astrocyte may sense and induce activity-dependent neuronal synchronization, can endow single-shot learning capabilities in spike-time-dependent plasticity (STDP) , and sense the transition between ordered and chaotic activity at the synaptic space. Our module may serve as a natural extension for neuromorphic hardware by mimicking the distinct computational roles of its biological counterpart .
Edit intent: clarity
Original:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable %DIFDELCMD < {\em %%% sketch of the data must have a %DIFDELCMD < {\em %%% subspace embedding property.
Revised:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable %DIFDELCMD < {\em %%% sketch of the data must have a %DIFDELCMD < {\em %%% subspace embedding property.
Edit intent: fluency
Original:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable sketch  of the data must have a subspace embedding property .
Revised:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable sketch , which is a randomly chosen subset of the data must have a subspace embedding property .
Edit intent: meaning-changed
Original:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable sketch  of the data must have a subspace embedding property .
Revised:  This paper reviews a line of work that is grounded in theoretical computer science and numerical linear algebra, and which finds that an algorithmically desirable sketch of the data , must preserve the eigenstructure of the data, a property known as a subspace embedding .
Edit intent: meaning-changed
Original:  We find that the subjective impact of axis truncation is persistent across visualizations designs, even for viewers that are aware of the presence of truncated axes. We therefore advise against ironclad rules about when y-axes are appropriate, but ask designers to consider the scale of the meaningful effect sizes and variation they intend to communicate, regardless of the visual encoding.
Revised:  We find that the subjective impact of axis truncation is persistent across visualizations designs, even for designs with explicit visual cues that indicate truncation has taken place. We suggest that designers consider the scale of the meaningful effect sizes and variation they intend to communicate, regardless of the visual encoding.
Edit intent: clarity
Original:  For the needed benefits of ALP to spread to computer systems more broadly, we herein charge the community to develop better "best practices" for: targeting accelerators, managing accelerator concurrency, choreographing inter-accelerator communication, and productively programming accelerators .
Revised:  To spread the benefits of ALP to spread to computer systems more broadly, we herein charge the community to develop better "best practices" for: targeting accelerators, managing accelerator concurrency, choreographing inter-accelerator communication, and productively programming accelerators .
Edit intent: clarity
Original:  For the needed benefits of ALP to spread to computer systems more broadly, we herein charge the community to develop better "best practices" for: targeting accelerators, managing accelerator concurrency, choreographing inter-accelerator communication, and productively programming accelerators .
Revised:  For the needed benefits of ALP more broadly, we herein charge the community to develop better "best practices" for: targeting accelerators, managing accelerator concurrency, choreographing inter-accelerator communication, and productively programming accelerators .
Edit intent: clarity
Original:  For the needed benefits of ALP to spread to computer systems more broadly, we herein charge the community to develop better "best practices" for: targeting accelerators, managing accelerator concurrency, choreographing inter-accelerator communication, and productively programming accelerators .
Revised:  For the needed benefits of ALP to spread to computer systems more broadly, we charge computer scientists to develop the science needed to best achieve the performance and cost goals of ALP hardware and software .
Edit intent: clarity
Original:  In this paper, we use a model based on an iterated Hawk--Dove game to analyze how resource holding potentials (RHPs) and other factors affect whether sharing, dominance relationships, or other behaviors are evolutionarily stable.
Revised:  In this paper, we use a model based on an iterated Hawk--Dove game to analyze how resource holding potentials (RHPs) and other factors affect whether sharing, dominance relationships, or other behaviours are evolutionarily stable.
Edit intent: fluency
Original:  We find  that the most successful strategies involve a limited period of assessment followed by a stable relationship in which fights are avoided , and that the duration of assessment depends both on the costliness of fighting and on the difference between the animals' RHPs.
Revised:  We find (1) that the most successful strategies involve a limited period of assessment followed by a stable relationship in which fights are avoided , and that the duration of assessment depends both on the costliness of fighting and on the difference between the animals' RHPs.
Edit intent: meaning-changed
Original:  We find  that the most successful strategies involve a limited period of assessment followed by a stable relationship in which fights are avoided , and that the duration of assessment depends both on the costliness of fighting and on the difference between the animals' RHPs.
Revised:  We find that the most successful strategies involve a limited period of assessment followed by a stable relationship in which fights are avoided and (2) that the duration of assessment depends both on the costliness of fighting and on the difference between the animals' RHPs.
Edit intent: coherence
Original:  A Markov chain Monte Carlo sampling algorithm is used to sample from the posterior distribution of the proposed model. In addition, Bayesian model diagnostic techniques are developed to assess the fitness of our proposed model, and check the accuracy of clustering results. Extensive simulation studies are conducted to evaluate the empirical performance of the proposed models. For illustration, our methodology is applied to a housing cost dataset of URLia.
Revised:  The usage of our method is illustrated both in simulation studies and an application to a housing cost dataset of URLia.
Edit intent: clarity
Original:  This package  implements widely used measures such as entropy and mutual information, as well as more recent measures that arise from multivariate extensions to information theory, specifically Partial Information Decomposition.
Revised:  This package allows the user to study the relationship between components of a complex system simply from the data recorded during its operation, using the tools of information theory. It implements widely used measures such as entropy and mutual information, as well as more recent measures that arise from multivariate extensions to information theory, specifically Partial Information Decomposition.
Edit intent: meaning-changed
Original:  With the help of functional networks, neural decoding, and deep learning based MVPA analysis of individual cognitive component, we arrived at the conclusion that mere affect is unable to provide varieties of emotions unless coupled with cortical cognitive meaning making mechanisms.
Revised:  With the help of functional networks, neural decoding, and deep learning based multi-voxel pattern analysis (MVPA) of individual cognitive component, we arrived at the conclusion that mere affect is unable to provide varieties of emotions unless coupled with cortical cognitive meaning making mechanisms.
Edit intent: meaning-changed
Original:  With the help of functional networks, neural decoding, and deep learning based MVPA analysis of individual cognitive component, we arrived at the conclusion that mere affect is unable to provide varieties of emotions unless coupled with cortical cognitive meaning making mechanisms.
Revised:  With the help of functional networks, neural decoding, and deep learning based MVPA analysis of individual cognitive component, we arrived at the conclusion that core affect is unable to provide varieties of emotions unless coupled with cortical cognitive meaning making mechanisms.
Edit intent: clarity
Original:  With the help of functional networks, neural decoding, and deep learning based MVPA analysis of individual cognitive component, we arrived at the conclusion that mere affect is unable to provide varieties of emotions unless coupled with cortical cognitive meaning making mechanisms.
Revised:  With the help of functional networks, neural decoding, and deep learning based MVPA analysis of individual cognitive component, we arrived at the conclusion that mere affect is unable to provide varieties of emotions unless coupled with cortical cognitive functions such as autobiographical memory, dmn, self-referential, social, tom and salient event detection. Our model suggests three testable hypotheses. First, affect and physiological sensations alone are inconsequential in defining or classifying emotions until integrated with the domain-general cognitive systems. Second, cognition and affect modulate each other throughout the generation of meaningful instance situated in the current context. And, finally, the structural and temporal hierarchy in URLanization and anatomical projections plays an important role in emotion responses in terms of physiological activities and their duration.
Edit intent: meaning-changed
Original: "What is an emotion?", an old riddle is repeatedly being attempted with advance modern tools and understanding of the age. With the new advancements old theories are tested and new ones are formed. Such is the case with theorizing and modeling emotion which is broadly shifting from classical definite marker theory to statistically context situated conceptual theory.
Revised: The focus of the efforts for defining and modelling emotion is broadly shifting from classical definite marker theory to statistically context situated conceptual theory.
Edit intent: clarity
Original:  With the help of  functional networks, neural decoding, and deep learning based multi-voxel pattern analysis (MVPA) of individual cognitive component , we arrived at the conclusion that  core affect is unable to provide varieties of emotions unless coupled with cortical cognitive functions such as autobiographical memory, dmn, self-referential, social, tom and salient event detection.
Revised:  With the help of neural decoding of functional networks, neural decoding, and deep learning based multi-voxel pattern analysis (MVPA) of individual cognitive component , we arrived at the conclusion that core affect is unable to provide varieties of emotions unless coupled with cortical cognitive functions such as autobiographical memory, dmn, self-referential, social, tom and salient event detection.
Edit intent: meaning-changed