Attention : Change Blin Dness and Inatt Entional Blindnes S R a Rensink, University of British Columbia, Vancouver, BC, Canada à 2009 Elsevier Inc

Total Page:16

File Type:pdf, Size:1020Kb

Attention : Change Blin Dness and Inatt Entional Blindnes S R a Rensink, University of British Columbia, Vancouver, BC, Canada à 2009 Elsevier Inc a0005 Attention : Change Blin dness and Inatt entional Blindnes s R A Rensink, University of British Columbia, Vancouver, BC, Canada ã 2009 Elsevier Inc. All rights reserved. Glossary is false – there are severe limits to what we can consciously experience in everyday life. Much of g0005 Change blindness – The failure to visually the evidence for this claim has come from two experience changes that are easily seen once phenomena: change blindness (CB) and inatten- noticed. This failure therefore cannot be due tional blindness (IB). to physical factors such as poor visibility; CB refers to the failure of an observer to visu- perceptual factors must be responsible. ally experience changes that are easily seen once Focused attention is believed to be necessary noticed. This can happen even if the changes are to see change, with change blindness large, constantly repeat, and the observer has been resulting if such attention is not allocated to informed that they will occur. A related phenome- the object at the moment it changes. non is IB – the failure to visually experience an g0010 Diffuse attention – A type of attention that is object or event when attention is directed else- spread out over large areas of space. It is where. For example, observers may fail to notice believed to be space-based rather than an unexpected object that enters their visual field, object-based. even if this object is large, appears for several g0015 Focused attention – A type of attention seconds, and has important consequences for the restricted to small spatial extents. It is selection of action. believed to act on small areas of space or on Both phenomena involve a striking failure to relatively small objects. report an object or event that is easily seen once g0020 Implicit perception – Perception that takes noticed. As such, both are highly counterintuitive, place in the absence of conscious awareness not only in the subjective sense that observers have of the stimulus. It is generally believed to take difficulty believing they could fail so badly at place in the absence of any type of attention. seeing but also in the objective sense that these g0025 Inattentional blindness – The failure to findings challenge many existing ideas about how visually experience the appearance of an we see. But as counterintuitive as these phenom- object or event that is easily seen once ena are, progress has been made in understanding noticed. Attention (likely, diffuse attention) is them. Indeed, doing so has allowed us to better thought to be necessary for such an understand the limitations of human perception in experience. Inattentional blindness typically everyday life and to gain new insights into how our occurs when attention is diverted, such as visual systems create the picture of the world that when the observer engages in an we experience each moment our eyes are open. attentionally demanding task elsewhere, and does not expect the appearance of the object or event. Change Blindness Background The ability to see change is extremely useful in s00 05 Introductio n coping with everyday life: we can monitor the movement of nearby automobiles (as drivers or p0005 As obser ver s, we generally have a strong impres- pedestrians), notice sudden changes in the posture sion of seeing everything in front of us at any or location of people in front of us, and notice that moment. But compelling as it is, this impression the sky is quickly darkening. Given the importance 1 2 Attention: Change Blindness and Inattentional Blindness of perceiving change and the fact that most observers were found to be surprisingly poor at humans can survive reasonably well in the world, detecting changes made under such conditions. it follows that our ability to perceive change must The next wave of studies, begun in the 1970s, was be such that few events in the world escape our based on a more systematic examination of these notice. This agrees nicely with our impression that effects. This work uncovered a general limit to the we perceive at each moment most, if not all, ability to detect gap-contingent changes under a objects and events in front of us. wide variety of conditions; this eventually formed p0025 Failures to see change have long been noticed, the basis for the proposal of a limited-capacity visual but they were usually taken to be temporary aber- short-term memory (vSTM). Likewise, a general rations, with nothing useful to say about vision. lack of ability was found for detection of saccade- This attitude began to change in the early twenti- contingent changes, which was traced to a limited eth century, when film editors discovered an inter- transsaccadic memory. Both lines of research esting effect: when the audience moved their eyes were eventually linked by the proposal that trans- across the entire screen (e.g., when the hero exited saccadic memory and vSTM were in fact the same on the left side and the femme fatale entered on system. the right) almost any change made during this time A third wave began in the mid-1990s, extending (e.g., a blatant change of costume) would often go the methodology and results of earlier work in unnoticed. A similar blindness to change could be several ways. To begin with, stimuli were often induced by making it during a loud, sudden noise more complex and realistic: images of real-world (e.g., a gunshot), during which the audience would scenes or dynamic events were used in place of momentarily close their eyes. simple figures. Next, changes were often repeated p0030 The scientific study of this ef f ect began in the rather than occurring just once, allowing the use of mid-1950s, with work on position changes in dot time as well as accuracy to measure performance arrays and other simple stimuli. Here, a change in (Figure 1). Third, blindness was induced via sev- one of the items was typically made contingent on a eral new kinds of manipulation, such as making temporal gap that lasted several seconds. A separate changes during a film cut or during the appearance line of studies was also begun that investigated of sudden splats elsewhere in the image. Finally, all the perception of displacements made contingent these effects – as well as the earlier ones – were on an eye movement (or saccade). In all cases, accounted for by the proposal that attention is One-shot paradigm Flicker paradigm(a)(b) f0005 Figure 1 Example of a technique to induce CB. Here the change is made during a brief gap between the original and the modified stimulus. (a) One-shot paradigm. A single alternation of the stimuli is used, and the observer must respond to it. Performance is measured by accuracy of detection (or identification or localization). (b) Flicker Au2 paradigm. Stimuli are continually cycled under the observer responds. Performance is measured by the time taken until the change is detected (or identified or localized). Both types of measurement paradigm can also be applied to other techniques, such as changes made during saccades or splats. Attention: Change Blindness and Inattentional Blindness 3 necessary to see change. This work therefore visual event. For example, when a person is seen showed that this CB is a general and robust phe- walking, their legs are seen at various positions nomenon that can last for several seconds, and can over time. This kind of perception suggests – be connected to known perceptual mechanisms. As although does not prove – that the underlying such, it supported the idea that change perception representation has a spatiotemporal continuity of is an important part of perception, and that study- some kind. In contrast, difference is based on an ing its failure can cast light on mechanisms central atemporal comparison of structures that may or to our experience of the world. may not exist simultaneously, for example, com- paring the height of two people. This kind of s00 20 Conceptual Distinctions perception allows for the possible involvement of long-term memory elements that are only inter- p0045 A c lear under standing of CB – and its inver se, mittently engaged. change perception – has been slow to emerge. This distinction is important. Change detection This is partly due to the nature of change itself. and difference detection can be distinguished, at Although this concept appears simple, attempts to least conceptually; it is important to consider the formalize it over the years – from the earliest type of experiment used when discussing either one. Greek thinkers to modern philosophers – have Spotting the difference between two side-by-side generally encountered difficulties. However, a stimuli may not engage the same perceptual number of important distinctions have become mechanisms as detecting a change in successively clear, which have helped our understanding of CB. presented stimuli. Failure to make this distinction can lead to erroneous conclusions being drawn s00 25 Change versus motion about the mechanisms involved. p0050 The human perce ption of temporal variation is handled by two separate systems: a motion- detection system for variation in regards to a partic- Experimental Approaches and Results ular location and a change-detection system for variation in regards to structure. Temporal varia- All studies to date have been based on much the tions in the world activate both systems to some same design: an initial stimulus is first presented extent. For example, a moving automobile will acti- (e.g., a picture), an altered version is then shown vate motion detectors over the relevant part of the (e.g., some object in it is removed), and the ability visual field, although these will not be able to deter- of the observer to perceive the change is then mine whether there is an enduring spatiotemporal measured (see Figure 1).
Recommended publications
  • The Role of Perceptual Load in Visual Awareness
    BRAIN RESEARCH 1080 (2006) 91– 100 available at www.sciencedirect.com www.elsevier.com/locate/brainres Research Report The role of perceptual load in visual awareness Nilli Lavie⁎ Department of Psychology, University College London, Gower Street, London WC1E 6BT, UK ARTICLE INFO ABSTRACT Article history: Does awareness depend on attention? This is a fundamental issue for understanding the Accepted 6 October 2005 relationship of attention and awareness, yet previous research provided mixed results. Available online 18 January 2006 Here, I describe new research that shows that the effects of attention on awareness depend on the level of perceptual load in the attended task. Awareness reports in both Keywords: the inattentional blindness and change blindness paradigms were found to depend on the Attention extent to which an attended primary task loads attention. Neuroimaging results revealed Awareness the involvement of frontoparietal attention network in awareness and transcranial Load magnetic stimulation experiments confirmed a causal role for frontoparietal activity in Change blindness awareness. These results clarify the role of attention and associated frontoparietal Inattentional blindness activity in visual awareness within the framework of load theory of attention. Distracter © 2005 Published by Elsevier B.V. Neuroimaging TMS 1. Introduction from the task-relevant processing spills over involuntarily, resulting in the perception of irrelevant stimuli (late selection). Would focusing attention on a current task prevent intrusions
    [Show full text]
  • The Relationship Between Change Detection and Visual Memory: Evidence from Target Postcuing Andrew Hollingworth, Department of Psychology, Yale University
    The Relationship Between Change Detection and Visual Memory: Evidence From Target Postcuing Andrew Hollingworth, Department of Psychology, Yale University 1 INTRODUCTION 3 METHOD 5 EXP 1, continued 8 EXP 3, continued What is the nature of the visual memory representation constructed Sequence of Events in a Trial Sensitivity to Change (A') Sensitivity to Change (A') during scene viewing? On the one hand, change blindness experiments 1.00 1.00 No Load suggest that visual memory may be limited to the currently attended Verbal Load 0.90 Postcue 0.90 A B C object (e.g., Rensink, 2000). On the other hand, recent studies have No postcue demonstrated accurate memory for the visual form of previously at- 0.80 0.80 A' A' tended objects (Hollingworth & Henderson, in press; Hollingworth et al., 0.70 0.70 in press). These latter studies support the proposal that visual represen- 0.60 tations from local objects accumulate in memory as the eyes and 0.60 0.880.77 0.89 0.73 0.890.87 0.85 0.91 attention are oriented within a scene. But if so, why would change 0.50 0.50 Rotation Token blindness occur at all? Rotation Token D E Change Condition Change Condition This study tested the possibility that change blindness may result from Change detection was reliably higher when a target postcue allowed The verbal WM load did not reduce change detection performance. constraints on retrieval and comparison processes rather than from participants to limit retrieval and comparison to the target. impoverished visual memory. Heretofore, it has been widely assumed that change detection performance directly reflects visual memory capacity.
    [Show full text]
  • Top ^ Down Control of Visual Perception: Attention in Natural Vision
    Perception, 2008, volume 37, pages 333 ^ 354 doi:10.1068/p5877 Top ^ down control of visual perception: Attention in natural vision Edmund T Rolls Department of Experimental Psychology, University of Oxford, South Parks Road, Oxford OX1 3UD, UK; e-mail: [email protected] Presented at Interdisciplinary Conference on Pre-Emptive Perception, Hanse Institute for Advanced Studies, Delmenhorst, Germany, 15 ^ 18 October 2005 Abstract. Top ^ down perceptual influences can bias (or pre-empt) perception. In natural scenes, the receptive fields of neurons in the inferior temporal visual cortex (IT) shrink to become close to the size of objects. This facilitates the read-out of information from the ventral visual system, because the information is primarily about the object at the fovea. Top ^ down attentional influences are much less evident in natural scenes than when objects are shown against blank backgrounds, though are still present. It is suggested that the reduced receptive-field size in natural scenes, and the effects of top ^ down attention contribute to change blindness. The receptive fields of IT neurons in complex scenes, though including the fovea, are frequently asymmetric around the fovea, and it is proposed that this is the solution the IT uses to represent multiple objects and their relative spatial positions in a scene. Networks that implement probabilistic decision-making are described, and it is suggested that, when in perceptual systems they take decisions (or `test hypotheses'), they influence lower-level networks to bias visual perception. Finally, it is shown that similar processes extend to systems involved in the processing of emotion-provoking sensory stimuli, in that word-level cognitive states provide top ^ down biasing that reaches as far down as the orbitofrontal cortex, where, at the first stage of affective representations, olfactory, taste, flavour, and touch processing is biased (or pre-empted) in humans.
    [Show full text]
  • Human Olfaction: a Constant State of Change-Blindness
    Exp Brain Res (2010) 205:13–29 DOI 10.1007/s00221-010-2348-6 REVIEW Human olfaction: a constant state of change-blindness Lee Sela · Noam Sobel Received: 18 January 2010 / Accepted: 21 June 2010 / Published online: 7 July 2010 © The Author(s) 2010. This article is published with open access at Springerlink.com Abstract Paradoxically, although humans have a superb Introduction sense of smell, they don’t trust their nose. Furthermore, although human odorant detection thresholds are very low, Mammalian olfaction is highly conserved (Ache and only unusually high odorant concentrations spontaneously Young 2005). Indeed, the human olfactory system is not shift our attention to olfaction. Here we suggest that this very diVerent from that of goats and guinipigs. That said, lack of olfactory awareness reXects the nature of olfactory the place of olfaction in human behavior is diVerent, and attention that is shaped by the spatial and temporal enve- seemingly largely diminished in comparison to most mam- lopes of olfaction. Regarding the spatial envelope, selective mals (Stevenson 2009a). In this review we will propose two attention is allocated in space. Humans direct an attentional mechanistic reasons for this state of aVairs. Beforehand, spotlight within spatial coordinates in both vision and audi- however, we will brieXy outline human olfactory neuro- tion. Human olfactory spatial abilities are minimal. Thus, anatomy, and human olfactory capabilities. with no olfactory space, there is no arena for olfactory selective attention. Regarding the temporal envelope, whereas vision and audition consist of nearly continuous Human olfactory neuroanatomy input, olfactory input is discreet, made of sniVs widely sep- arated in time.
    [Show full text]
  • The Role of Social Meaning in Inattentional Blindness: When the Gorillas in Our Midst Do Not Go Unseen
    Journal of Experimental Social Psychology 46 (2010) 1085–1088 Contents lists available at ScienceDirect Journal of Experimental Social Psychology journal homepage: www.elsevier.com/locate/jesp FlashReport The role of social meaning in inattentional blindness: When the gorillas in our midst do not go unseen Aneeta Rattan ⁎, Jennifer L. Eberhardt ⁎ Stanford University article info abstract Article history: Without visual attention, even the obvious–like a gorilla walking through a scene of people–goes undetected Received 10 April 2010 (Mack & Rock, 1998; Simons & Chabris, 1999). This “inattentional blindness” is a persistent, well- Revised 23 June 2010 documented limitation of the human visual system. The current research examines whether social meaning Available online 8 July 2010 reduces this visual bias by imbuing unexpected objects with signal value, thus increasing their relevance and facilitating perception. Using one of the most established illustrations of inattentional blindness, we show for Keywords: the first time that activating a social association, even an erroneous one (i.e., the African American–ape Inattentional blindness Dehumanization association), drastically attenuates inattentional blindness. This is not accounted for by visual feature matching. Rather, these results suggest that social meaning, even when flawed, may direct our visual system towards associated visual information that would otherwise be overlooked. As such, these results provide a powerful replication of the African American–ape association and illustrate
    [Show full text]
  • The Influence of Mindfulness in Attention Based Tasks
    Copyright is owned by the Author of the thesis. Permission is given for a copy to be downloaded by an individual for the purpose of research and private study only. The thesis may not be reproduced elsewhere without the permission of the Author. The influence of mindfulness in attention based tasks. A thesis presented in partial fulfilment of the requirements for the degree of Master of Arts Ill Psychology at Massey University, (Albany), New Zealand. Alana Brandy Marshall 2008 • 11 Abstract Mindfulness, defined as the self-regulation of attention so that it is maintained on immediate experience, has demonstrated clinical efficacy for the treatment of a diverse range of mental and physical health concerns. This study sought firstly, to determine whether the mindfulness attention awareness scale (MAAS) developed by Brown and Ryan (2003) in America would be applicable for use with an adult sample in New Zealand. Secondly, this study investigated whether mindfulness, as measured by the MAAS, could be linked to enhanced attentional processing using attentional paradigms from cognitive psychology, including inattentional blindness (IB) and change blindness (CB) tasks. The results support the use of the MAAS with adults in New Zealand. The results also show that participants in the high mindfulness group detected the unexpected event in the 1B task and reported changes in the CB task significantly more often than participants in the low mindfulness group. This finding provides support for the prediction that mindfulness and the MAAS would be associated with improvements in sustained attention and switching, in addition to facilitating the identification of objects in unexpected contexts.
    [Show full text]
  • Detecting Changes in Real-World Objects: the Relationship Between
    [Communicative & Integrative Biology 2:1, 1-3; January/February 2009]; ©2009Change Landes blindness Bioscience and visual long-term memory Article Addendum Detecting changes in real-world objects The relationship between visual long-term memory and change blindness Timothy F. Brady,1 Talia Konkle,1 Aude Oliva1 and George A. Alvarez2,* 1Department of Brain and Cognitive Sciences; Massachusetts Institute of Technology; Cambridge, Massachusetts USA; 2Department of Psychology; Harvard University; Cambridge, Massachusetts USA Key words: object recognition, gist, fidelity, change blindness, change detection A large body of literature has shown that observers often fail to showing storage of a large number of items in long-term memory notice significant changes in visual scenes, even when these changes (see refs. 10–12). In this experiment, participants viewed pictures happen right in front of their eyes. For instance, people often fail to of 2,500 categorically distinct objects one at a time for 3 seconds notice if their conversation partner is switched to another person, each, over the course of 5.5 hours. Afterwards, they were shown or if large background objects suddenly disappear.1,2 These ‘change pairs of images, and indicated which of the two they had seen. The blindness’ studies have led to the inference that the amount of previously viewed item could be paired with either an object from information we remember about each item in a visual scene may a novel category (a cup you saw versus a clock you never saw), an be quite low.1 However, in recent work we have demonstrated that object of the same basic level category (a cup you saw versus a similar long-term memory is capable of storing a massive number of visual but different cup), or the same object in a different state (the cup objects with significant detail about each item.3 In the present you saw empty versus the same cup with juice in it).
    [Show full text]
  • What's That Smell-Journal
    Southern Journal of Philosophy (2009) VLVII: 321-348. What’s That Smell? Clare Batty University of Kentucky In philosophical discussions of the secondary qualities, color has taken center stage. Smells, tastes, sounds, and feels have been treated, by and large, as mere accessories to colors. We are, as it is said, visual creatures. This, at least, has been the working assumption in the philosophy of perception and in those metaphysical discussions about the nature of the secondary qualities. The result has been a scarcity of work on the “other” secondary qualities. In this paper, I take smells and place them front and center. I ask: What are smells? For many philosophers, the view that colors can be explained in purely physicalistic terms has seemed very appealing. In the case of smells, this kind of nonrelational view has seemed much less appealing. Philosophers have been drawn to versions of relationalism—the view that the nature of smells must be explained (at least in part) in terms of the effects they have on perceivers. In this paper, I consider a contemporary argument for this view. I argue that nonrelationalist views of smell have little to fear from this argument. It was the first time Grenouille had ever been in a perfumery, a place in which odors are not accessories but stand unabashedly at the center of interest…. He knew every single odor handled here and had often merged them in his innermost thoughts to create the most splendid perfumes. - Patrick Süskind, Perfume In philosophical discussions of the secondary qualities, color has taken center stage.
    [Show full text]
  • The Role of Memory and Attention in Change Blindness
    Modeling the role that short term memory stores and attention play in change blindness Maarten Duijndam, Albert Postma & Stefan van der Stigchel Abstract Humans tend to think that they see the entire world. However change blindness – the inability to detect salient changes from one view to a next – reveals a different story. Objects in front of people can change without it being noticed. Change blindness does not occur due to poor visibility of the changes, because they can be clearly seen once they are detected. The question addressed in this paper concerns why these salient changes can so easily be missed. The relation between iconic memory, visual short term memory and attention is investigated. How can human access iconic and visual short term memory stores and use this information to detect changes? It is explained why these cognitive functions must operate together in order to detect changes. A new model is presented that describes the role that attention, iconic memory and Visual Short-Term Memory (VSTM) play. In order to detect changes attended stimuli from iconic memory or a fragile part of VSTM are transferred to a robust form of VSTM. This is necessary for change detection, because representations in the robust part of VSTM are solid enough to detect changes before they are lost from memory. Keywords Change blindness, attention, iconic memory and visual short term memory Introduction When people see a scene, they are convinced that they have a conscious representation of the entire scene. In contrast to what these persons think, research shows that they are not always aware of everything they see (Rensink, 2000).
    [Show full text]
  • Inattentional Blindness to Unexpected Events in 8–15-Year-Olds
    Cognitive Development 32 (2014) 103–109 Contents lists available at ScienceDirect Cognitive Development Inattentional blindness to unexpected events in 8–15-year-olds ∗ Daniel Memmert German Sport University Cologne, Institute of Cognitive and Team/Racket Sport Research, Am Sportpark Müngersdorf 6, 50933 Köln, Germany a r t i c l e i n f o a b s t r a c t Article history: If attention is diverted to a specific attention-demanding task, Received 25 September 2013 observers often fail to notice an unexpected event even if it is Received in revised form 10 June 2014 directly fixated, a phenomenon known as inattentional blindness Accepted 19 September 2014 (IB). To investigate the developmental course of this phenomenon, an IB task based on one used by Simons and Chabris (1999, Percep- Keywords: tion, 28, 1059–1074) was presented to 480 children between the Attention ages 8 and 15. This task tested the ability to perceive an unexpected Inattentional blindness object while performing a counting task. Older children were more Change blindness Attention likely to perceive the unexpected event than were younger chil- Perception dren, and they almost reached adult performance levels at the age of 11. Children from 8 to 10 years display significantly higher IB levels, suggesting that this age group has lower attention resources to detect unexpected objects than do adolescents or adults. These developmental trends in IB have important implications for par- ents, educators, and government policy makers with respect to critical practical issues such as traffic safety. © 2014 Elsevier Inc. All rights reserved. Two children chat and laugh with each other while walking down the sidewalk.
    [Show full text]
  • Edit Blindness: the Relationship Between Attention and Global Change Blindness in Dynamic Scenes
    Journal of Eye Movement Research 2(2):6, 1-17 Edit Blindness: The relationship between attention and global change blindness in dynamic scenes. Tim J. Smith University of Edinburgh John M. Henderson University of Edinburgh Although we experience the visual world as a continuous, richly detailed space we often fail to notice large and significant changes. Such change blindness has been demonstrated for local object changes and changes to the visual form of whole images, however it is assumed that total changes from one image to another would be easily detected. Film editing presents such total changes several times a minute yet we rarely seem to be aware of them, a phenomenon we refer to here as edit blindness. This phenomenon has never been empirically demonstrated even though film editors believe they have at their disposal techniques that induce edit blindness, the Continuity Editing Rules. In the present study we tested the relationship between Continuity Editing Rules and edit blindness by instructing participants to detect edits while watching excerpts from feature films. Eye movements were recorded during the task. The results indicate that edits constructed according to the Continuity Editing Rules result in greater edit blindness than edits not adhering to the rules. A quarter of edits joining two viewpoints of the same scene were undetected and this increased to a third when the edit coincided with a sudden onset of motion. Some cuts may be missed due to suppression of the cut transients by coinciding with eyeblinks or saccadic eye movements but the majority seem to be due to inattentional blindness as viewers attend to the depicted narrative.
    [Show full text]
  • Sustained Inattentional Blindness and the Capture of Awareness
    Psychological Review Copyright 2005 by the American Psychological Association 2005, Vol. 112, No. 1, 217–242 0033-295X/05/$12.00 DOI: 10.1037/0033-295X.112.1.217 What You See Is What You Set: Sustained Inattentional Blindness and the Capture of Awareness Steven B. Most and Brian J. Scholl Erin R. Clifford Yale University Harvard University Daniel J. Simons University of Illinois at Urbana–Champaign This article reports a theoretical and experimental attempt to relate and contrast 2 traditionally separate research programs: inattentional blindness and attention capture. Inattentional blindness refers to failures to notice unexpected objects and events when attention is otherwise engaged. Attention capture research has traditionally used implicit indices (e.g., response times) to investigate automatic shifts of attention. Because attention capture usually measures performance whereas inattentional blindness measures awareness, the 2 fields have existed side by side with no shared theoretical framework. Here, the authors propose a theoretical unification, adapting several important effects from the attention capture literature to the context of sustained inattentional blindness. Although some stimulus properties can influence noticing of unexpected objects, the most influential factor affecting noticing is a person’s own attentional goals. The authors conclude that many—but not all—aspects of attention capture apply to inattentional blindness but that these 2 classes of phenomena remain importantly distinct. “It is against state policy to pave over a deer,” said . an engineer for quences are usually insignificant, sometimes the results can be the department. “If in fact the deer was in the work area, it should ludicrous: The accidental paving over of a dead deer by a Penn- have been removed before the work was done.” sylvania highway crew would seem to fall into this latter category.
    [Show full text]