TL;DR: The results suggest that children are less likely to place objects into their mouths as they age, and changes in mouthing behavior as a child ages should be accounted for when assessing aggregate exposure to pesticides in the residential environment.
Abstract: Young children may be more likely than adults to be exposed to pesticides following a residential application as a result of hand- and object-to-mouth contacts in contaminated areas. However, relatively few studies have specifically evaluated mouthing behavior in children less than 5 years of age. Previously unpublished data collected by the Fred Hutchinson Cancer Research Center (FHCRC) were analyzed to assess the mouthing behavior of 72 children (37 males/35 females). Total mouthing behavior data included the daily frequency of both mouth and tongue contacts with hands, other body parts, surfaces, natural objects, and toys. Eating events were excluded. Children ranged in age from 11 to 60 months. Observations for more than 1 day were available for 78% of the children. The total data set was disaggregated by gender into five age groups (10-20, 20-30, 30-40, 40-50, 50-60 months). Statistical analyses of the data were then undertaken to determine if significant differences existed among the age/gender subgroups in the sample. A mixed effects linear model was used to test the associations among age, gender, and mouthing frequencies. Subjects were treated as random and independent, and intrasubject variability was accounted for with an autocorrelation function. Results indicated that there was no association between mouthing frequency and gender. However, a clear relationship was observed between mouthing frequency and age. Using a tree analysis, two distinct groups could be identified: children 24 months of age. Children 24 months exhibited the lowest frequency of mouthing behavior with 42+/-4 events/h (n=44 subjects, 117 observations). These results suggest that children are less likely to place objects into their mouths as they age. These changes in mouthing behavior as a child ages should be accounted for when assessing aggregate exposure to pesticides in the residential environment.
TL;DR: A new scalable approach to data collection for sign recognition in continuous videos is introduced, and it is shown that BSL-1K can be used to train strong sign recognition models for co-articulated signs in BSL and that these models additionally form excellent pretraining for other sign languages and benchmarks.
Abstract: Recent progress in fine-grained gesture and action classification, and machine translation, point to the possibility of automated sign language recognition becoming a reality. A key stumbling block in making progress towards this goal is a lack of appropriate training data, stemming from the high complexity of sign annotation and a limited supply of qualified annotators. In this work, we introduce a new scalable approach to data collection for sign recognition in continuous videos. We make use of weakly-aligned subtitles for broadcast footage together with a keyword spotting method to automatically localise sign-instances for a vocabulary of 1,000 signs in 1,000 h of video. We make the following contributions: (1) We show how to use mouthing cues from signers to obtain high-quality annotations from video data—the result is the BSL-1K dataset, a collection of British Sign Language (BSL) signs of unprecedented scale; (2) We show that we can use BSL-1K to train strong sign recognition models for co-articulated signs in BSL and that these models additionally form excellent pretraining for other sign languages and benchmarks—we exceed the state of the art on both the MSASL and WLASL benchmarks. Finally, (3) we propose new large-scale evaluation sets for the tasks of sign recognition and sign spotting and provide baselines which we hope will serve to stimulate research in this area.
TL;DR: It is concluded that joint visual attention and attention to mouthing (for beginning signers), rather than linguistic complexity or processing load, affect gaze fixation patterns during sign language comprehension.
Abstract: An eye-tracking experiment investigated where deaf native signers (N = 9) and hearing beginning signers (N = 10) look while comprehending a short narrative and a spatial description in American Sign Language produced live by a fluent signer. Both groups fixated primarily on the signer's face (more than 80% of the time) but differed with respect to fixation location. Beginning signers fixated on or near the signer's mouth, perhaps to better perceive English mouthing, whereas native signers tended to fixate on or near the eyes. Beginning signers shifted gaze away from the signer's face more frequently than native signers, but the pattern of gaze shifts was similar for both groups. When a shift in gaze occurred, the sign narrator was almost always looking at his or her hands and was most often producing a classifier construction. We conclude that joint visual attention and attention to mouthing (for beginning signers), rather than linguistic complexity or processing load, affect gaze fixation patterns during sign language comprehension.
TL;DR: It is argued that the enhanced distinctiveness of speech relative to other productions—and of other productions relative to silent reading—underlies this pattern of results.
Abstract: Words that are read aloud are more memorable than words that are read silently. The boundaries of this production effect (MacLeod, Gopie, Hourihan, Neary, & Ozubko, Journal of Experimental Psychology: Learning, Memory, and Cognition, 36, 671–685, 2010) have been found to extend beyond speech. MacLeod and colleagues demonstrated that mouthing also facilitates memory, leading them to speculate that any distinct, item-specific response should result in a production effect. In Experiment 1, we found support for this conjecture: Relative to silent reading, three unique productions—spelling, writing, and typing—all boosted explicit memory. In Experiment 2, we tested the sensitivity of the production effect. Although mouthing, writing, and whispering all improved explicit memory when compared to silent reading, these other production modalities were not as beneficial as speech. We argue that the enhanced distinctiveness of speech relative to other productions—and of other productions relative to silent reading—underlies this pattern of results.
TL;DR: For instance, this paper found that infants haptically discriminate between the rigidity and elasticity of objects by generating different rates and patterns of responses from birth, and that the differential haptic responding by the infant does not manifest itself in an analogous manner for the oral or the manual modality of response but is reversed relative to the two objects' properties.
Abstract: Newborns and 2- and 3-month-old infants were presented for 3 min with a rigid or an elastic object either introduced into their mouths for mouthing or into their right hands for grasping. Each object was connected to an air pressure transducer allowing polygraphic recording of the positive pressure variations applied by the infant to the object. Results indicate that, from birth, infants haptically discriminate between the rigidity and elasticity of objects by generating different rates and patterns of responses. Furthermore, the differential haptic responding by the infant does not manifest itself in an analogous manner for the oral or the manual modality of response but is reversed relative to the two objects' properties. During the first 3 months, a developmental trend is observed wherein the infant's oral response rates and patterns begin to align themselves with her/his manual responding to either one of the two objects. Relative to a similar output of positive pressures generated orally or manually, these observations show that from birth the infant's response is both object-dependent (hard vs. soft substance) and modality-dependent (oral vs. manual condition). These results are interpreted as suggesting that early mouthing and grasping are not merely controlled by reflexive (automatic) mechanisms but rather are guided by what objects afford for functional actions.