30 results on '"J. Stephen Higgins"'
Search Results
2. Characterizing human performance and potential for injury in air traffic control using complex event processing.
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Daniel Johnson and J. Stephen Higgins
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- 2012
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3. Learning Places from Views: Variation in Scene Processing as a Function of Experience and Navigational Ability.
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Russell A. Epstein, J. Stephen Higgins, and Sharon L. Thompson-Schill
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- 2005
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4. Systematic Review and Meta-analysis of the Effects of Caffeine in Fatigued Shift Workers: Implications for Emergency Medical Services Personnel
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Patricia M Weiss, Jennifer L. Temple, Joseph P Condle, J. Stephen Higgins, Christian Martin-Gill, David Hostler, P. Daniel Patterson, Denisse J Sequeira, Charity G. Moore, and Eddy Lang
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Emergency Medical Services ,Emergency Nursing ,Shift work ,03 medical and health sciences ,0302 clinical medicine ,Caffeine ,Emergency medical services ,Humans ,Medicine ,030212 general & internal medicine ,Fatigue ,Risk management ,Medical treatment ,business.industry ,Shift Work Schedule ,medicine.disease ,Medical services ,Emergency Medical Technicians ,Meta-analysis ,Emergency Medicine ,Patient Safety ,Medical emergency ,Arousal ,Sleep ,business ,030217 neurology & neurosurgery - Abstract
Emergency Medical Services (EMS) workers may experience fatigue as a consequence of shift work. We reviewed the literature to determine the impact of caffeine as a countermeasure to fatigue in EMS personnel and related shift workers.We employed the GRADE methodology to perform a systematic literature review and search multiple databases for research that examined the impact of caffeine on outcomes of interest, such as patient and EMS personnel safety. For selected outcomes, we performed a meta-analysis of pooled data and reported the pooled effect in the form of a Standardized Mean Difference (SMD) with corresponding 95% confidence intervals.There are no studies that investigate caffeine use and its effects on EMS workers or on patient safety. Four of 8 studies in shift workers showed that caffeine improved psychomotor vigilance, which is important for performance. Caffeine decreased the number of lapses on a standardized test of performance [SMD = 0.75 (95% CI: 0.30 to 1.19), p = 0.001], and lessened the slowing of reaction time at the end of shifts [SMD = 0.52 (95% CI: 0.19 to 0.85); p = 0.002]. Finally, 2 studies reported that caffeine reduced sleep quality and sleep duration.Although the quality of evidence was judged to be low to moderate, when taken together, these studies demonstrate that caffeine can improve psychomotor performance and vigilance. However, caffeine negatively affects sleep quality and sleep duration. More systematic, randomized studies need to be conducted in EMS workers in order to address the critical outcomes of health and safety of EMS personnel and patients. The risk/benefit ratio of chronic caffeine use in shift workers is currently unknown.
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- 2018
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5. Reliability and Validity of Survey Instruments to Measure Work-Related Fatigue in the Emergency Medical Services Setting: A Systematic Review
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Patrick J Coppler, Eddy Lang, J. Stephen Higgins, Patricia M Weiss, Megan L Renn, Andrew J Kroemer, Brett R Curtis, Denisse J Sequeira, Margaret E Matthews, Matthew D. Weaver, Zhadyra Bizhanova, P. Daniel Patterson, Ellen M Teasley, Xiaoshuang Xun, and Anthony Fabio
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Emergency Medical Services ,Measure (data warehouse) ,Sleepiness ,business.industry ,Reproducibility of Results ,Emergency Nursing ,medicine.disease ,Sensitivity and Specificity ,Work related ,Occupational Diseases ,Emergency Medical Technicians ,03 medical and health sciences ,0302 clinical medicine ,Surveys and Questionnaires ,Emergency Medicine ,Emergency medical services ,Humans ,Medicine ,030212 general & internal medicine ,Medical emergency ,business ,Fatigue ,030217 neurology & neurosurgery ,Reliability (statistics) - Abstract
This study sought to systematically search the literature to identify reliable and valid survey instruments for fatigue measurement in the Emergency Medical Services (EMS) occupational setting.A systematic review study design was used and searched six databases, including one website. The research question guiding the search was developed a priori and registered with the PROSPERO database of systematic reviews: "Are there reliable and valid instruments for measuring fatigue among EMS personnel?" (2016:CRD42016040097). The primary outcome of interest was criterion-related validity. Important outcomes of interest included reliability (e.g., internal consistency), and indicators of sensitivity and specificity. Members of the research team independently screened records from the databases. Full-text articles were evaluated by adapting the Bolster and Rourke system for categorizing findings of systematic reviews, and the rated data abstracted from the body of literature as favorable, unfavorable, mixed/inconclusive, or no impact. The Grading of Recommendations, Assessment, Development and Evaluation (GRADE) methodology was used to evaluate the quality of evidence.The search strategy yielded 1,257 unique records. Thirty-four unique experimental and non-experimental studies were determined relevant following full-text review. Nineteen studies reported on the reliability and/or validity of ten different fatigue survey instruments. Eighteen different studies evaluated the reliability and/or validity of four different sleepiness survey instruments. None of the retained studies reported sensitivity or specificity. Evidence quality was rated as very low across all outcomes.In this systematic review, limited evidence of the reliability and validity of 14 different survey instruments to assess the fatigue and/or sleepiness status of EMS personnel and related shift worker groups was identified.
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- 2018
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6. Shorter Versus Longer Shift Durations to Mitigate Fatigue and Fatigue-Related Risks in Emergency Medical Services Personnel and Related Shift Workers: A Systematic Review
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P. Daniel Patterson, Christian Martin-Gill, Andrew J Kroemer, Joseph P Condle, Ellen M Teasley, Eddy Lang, Xiaoshuang Xun, Margaret E Matthews, Patricia M Weiss, Patrick J Coppler, Michael S. Runyon, Matthew D. Weaver, Katharyn L Flickinger, J. Stephen Higgins, Megan L Renn, Brett R Curtis, Denisse J Sequeira, and Zhadyra Bizhanova
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Emergency Medical Services ,Time Factors ,Emergency Nursing ,03 medical and health sciences ,0302 clinical medicine ,Risk Factors ,Work Schedule Tolerance ,Emergency medical services ,medicine ,Humans ,030212 general & internal medicine ,Burnout, Professional ,Fatigue ,Risk management ,Medical treatment ,business.industry ,Shift Work Schedule ,medicine.disease ,Medical services ,Emergency Medical Technicians ,Emergency Medicine ,Patient Safety ,Medical emergency ,Sleep ,business ,030217 neurology & neurosurgery - Abstract
This study comprehensively reviewed the literature on the impact of shorter versus longer shifts on critical and important outcomes for Emergency Medical Services (EMS) personnel and related shift worker groups.Six databases (e.g., PubMed/MEDLINE) were searched, including one website. This search was guided by a research question developed by an expert panel a priori and registered with the PROSPERO database of systematic reviews (2016:CRD42016040099). The critical outcomes of interest were patient safety and personnel safety. The important outcomes of interest were personnel performance, acute fatigue, sleep and sleep quality, retention/turnover, long-term health, burnout/stress, and cost to system. Screeners worked independently and full-text articles were assessed for relevance. Data abstracted from the retained literature were categorized as favorable, unfavorable, mixed/inconclusive, or no impact toward the shorter shift duration. This research characterized the evidence as very low, low, moderate, or high quality according to the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) methodology.The searched yielded n = 21,674 records. Of the 480 full-text articles reviewed, 100 reported comparisons of outcomes of interest by shift duration. We identified 24 different shift duration comparisons, most commonly 8 hours versus 12 hours. No one study reported findings for all 9 outcomes. Two studies reported findings linked to both critical outcomes of patient and personnel safety, 34 reported findings for one of two critical outcomes, and 64 did not report findings for critical outcomes. Fifteen studies were grouped to compare shifts24 hours versus shifts ≥24 hours. None of the findings for the critical outcomes of patient and personnel safety were categorized as unfavorable toward shorter duration shifts (24 hours). Nine studies were favorable toward shifts24 hours for at least one of the 7 important outcomes, while findings from one study were categorized as unfavorable. Evidence quality was low or very low.The quality of existing evidence on the impact of shift duration on fatigue and fatigue-related risks is low or very low. Despite these limitations, this systematic review suggests that for outcomes considered critical or important to EMS personnel, shifts24 hours in duration are more favorable than shifts ≥24 hours.
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- 2018
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7. Evidence-Based Guidelines for Fatigue Risk Management in Emergency Medical Services
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Eddy Lang, George H. Lindbeck, Josef H Penner, Hans P. A. Van Dongen, David S Becker, Francis X. Guyette, J. Stephen Higgins, Douglas F. Kupas, Ronald W Thackery, John M. Violanti, Daniel J. Buysse, P. Daniel Patterson, Christian Martin-Gill, and Bradley E Dean
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Emergency Medical Services ,Consensus ,Evidence-based practice ,Population ,Guidelines as Topic ,Emergency Nursing ,03 medical and health sciences ,0302 clinical medicine ,Intervention (counseling) ,Emergency medical services ,Humans ,Medicine ,education ,Grading (education) ,Fatigue ,Risk management ,Risk Management ,education.field_of_study ,Evidence-Based Medicine ,business.industry ,030208 emergency & critical care medicine ,Guideline ,medicine.disease ,Emergency Medicine ,Medical emergency ,business ,Inclusion (education) ,030217 neurology & neurosurgery - Abstract
Administrators of Emergency Medical Services (EMS) operations lack guidance on how to mitigate workplace fatigue, which affects greater than half of all EMS personnel. The primary objective of the Fatigue in EMS Project was to create an evidence-based guideline for fatigue risk management tailored to EMS operations.Systematic searches were conducted from 1980 to September 2016 and guided by seven research questions framed in the Population, Intervention, Comparison, Outcome (PICO) framework. Teams of investigators applied inclusion criteria, which included limiting the retained literature to EMS personnel or similar shift worker groups. The expert panel reviewed summaries of the evidence based on the Grading of Recommendations, Assessment, Development and Evaluation (GRADE) methodology. The panel evaluated the quality of evidence for each PICO question separately, considered the balance between benefits and harms, considered the values and preferences of the targeted population, and evaluated the resource requirements/needs. The GRADE Evidence-to-Decision (EtD) Framework was used to prepare draft recommendations based on the evidence, and the Content Validity Index (CVI) was used to quantify the panel's agreement on the relevance and clarity of each recommendation. CVI scores for relevance and clarity were measured separately on a 1-4 scale to indicate consensus/agreement among panel members and conclusion of recommendation development.The EtD framework was applied to all 7 PICO questions, and the panel created 5 recommendations. PICO1: The panel recommends using fatigue/sleepiness survey instruments to measure and monitor fatigue in EMS personnel. PICO2: The panel recommends that EMS personnel work shifts shorter than 24 hours in duration. PICO3: The panel recommends that EMS personnel have access to caffeine as a fatigue countermeasure. PICO4: The panel recommends that, EMS personnel have the opportunity to nap while on duty to mitigate fatigue. PICO5: The panel recommends that EMS personnel receive education and training to mitigate fatigue and fatigue-related risks. The panel referenced insufficient evidence as the reason for making no recommendation linked to 2 PICO questions.Based on a review of the evidence, the panel developed a guideline with 5 recommendations for fatigue risk management in EMS operations.
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- 2018
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8. Evidence-Based Guidelines for Fatigue Risk Management in EMS: Formulating Research Questions and Selecting Outcomes
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Patricia M Weiss, Dia Gainor, Denisse J Sequeira, Eddy Lang, Michael S. Runyon, Laura K. Barger, Charity G. Moore, Allison Infinger, Kathy Robinson, Jonathan R. Studnek, J. Stephen Higgins, Christian Martin-Gill, and P. Daniel Patterson
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Emergency Medical Services ,Evidence-based practice ,Process (engineering) ,Population ,Emergency Nursing ,Evidence-Based Emergency Medicine ,03 medical and health sciences ,0302 clinical medicine ,Surveys and Questionnaires ,Emergency medical services ,Humans ,Medicine ,030212 general & internal medicine ,education ,Grading (education) ,Fatigue ,Risk management ,Risk Management ,education.field_of_study ,business.industry ,030208 emergency & critical care medicine ,Guideline ,medicine.disease ,Emergency Medical Technicians ,Systematic review ,Practice Guidelines as Topic ,Workforce ,Emergency Medicine ,Medical emergency ,business ,Algorithms - Abstract
Greater than half of Emergency Medical Services (EMS) personnel report work-related fatigue, yet there are no guidelines for the management of fatigue in EMS. A novel process has been established for evidence-based guideline (EBG) development germane to clinical EMS questions. This process has not yet been applied to operational EMS questions like fatigue risk management. The objective of this study was to develop content valid research questions in the Population, Intervention, Comparison, and Outcome (PICO) framework, and select outcomes to guide systematic reviews and development of EBGs for EMS fatigue risk management.We adopted the National Prehospital EBG Model Process and Grading of Recommendations Assessment, Development, and Evaluation (GRADE) framework for developing, implementing, and evaluating EBGs in the prehospital care setting. In accordance with steps one and two of the Model Process, we searched for existing EBGs, developed a multi-disciplinary expert panel and received external input. Panelists completed an iterative process to formulate research questions. We used the Content Validity Index (CVI) to score relevance and clarity of candidate PICO questions. The panel completed multiple rounds of question editing and used a CVI benchmark of ≥0.78 to indicate acceptable levels of clarity and relevance. Outcomes for each PICO question were rated from 1 = less important to 9 = critical.Panelists formulated 13 candidate PICO questions, of which 6 were eliminated or merged with other questions. Panelists reached consensus on seven PICO questions (n = 1 diagnosis and n = 6 intervention). Final CVI scores of relevance ranged from 0.81 to 1.00. Final CVI scores of clarity ranged from 0.88 to 1.00. The mean number of outcomes rated as critical, important, and less important by PICO question was 0.7 (SD 0.7), 5.4 (SD 1.4), and 3.6 (SD 1.9), respectively. Patient and personnel safety were rated as critical for most PICO questions. PICO questions and outcomes were registered with PROSPERO, an international database of prospectively registered systematic reviews.We describe formulating and refining research questions and selection of outcomes to guide systematic reviews germane to EMS fatigue risk management. We outline a protocol for applying the Model Process and GRADE framework to create evidence-based guidelines.
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- 2016
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9. Vigilance and Fatigue
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Peter A. Hancock, William S. Helton, J. Stephen Higgins, John D. Lee, Jesse L. Eisert, Francesco Di Nocera, and Carryl L. Baldwin
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media_common.quotation_subject ,Common ground ,Cognition ,Boredom ,attention ,Developmental psychology ,Medical Terminology ,vigilance ,Everyday tasks ,fatigue ,mental workload ,Mind-wandering ,medicine ,medicine.symptom ,Psychology ,Medical Assisting and Transcription ,Cognitive psychology ,Vigilance (psychology) ,media_common - Abstract
Many everyday tasks, such as driving and reading technical reports, require sustained attention. These tasks may deplete attentional resources and/or lead to mind wandering, boredom and fatigue – cognitive states that result in impaired performance. Numerous competing theories exist to explain these performance decrements. In this panel, we will examine perspectives from both the fatigue and vigilance literatures, identifying points of common ground and differences in an attempt to further understand the underpinnings of performance decrements in tasks that require sustained attention. Experts in the interrelated yet frequently viewed as disparate areas of fatigue and vigilance are brought together to forge new theoretical ground.
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- 2016
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10. Mind Wandering While Driving
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J. Stephen Higgins, John D. Lee, Jonathan W. Schooler, Neil Lerner, and Carryl L. Baldwin
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Point (typography) ,05 social sciences ,Perspective (graphical) ,Medical Terminology ,03 medical and health sciences ,0302 clinical medicine ,Distraction ,Mind-wandering ,Distracted driving ,0501 psychology and cognitive sciences ,Psychology ,050107 human factors ,030217 neurology & neurosurgery ,Period (music) ,Medical Assisting and Transcription ,Cognitive psychology - Abstract
Distracted driving has been identified as a major concern in highway safety. Research to-date, however, has largely focused on distraction related to external events or intentional engagement in non-driving activities. Internal distraction (“mind wandering”) is now being recognized as a significant source of driver distraction that requires rigorous study. There are substantial challenges in detecting, measuring, and addressing mind wandering while driving. Panelists with expertise in driver distraction in general, and mind wandering in particular, will discuss both scientific and pragmatic issues in addressing this problem. Each panelist will present a brief perspective on the problem from the point of view of their experience and expertise. This will be followed by an open discussion period.
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- 2015
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11. Effect of Fatigue Training on Safety, Fatigue, and Sleep in Emergency Medical Services Personnel and Other Shift Workers: A Systematic Review and Meta-Analysis
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Patricia M Weiss, P. Daniel Patterson, Michael S. Runyon, Ayushi A Divecha, Katharyn L Flickinger, J. Stephen Higgins, Megan L Renn, Denisse J Sequeira, Charity G. Moore, Laura K. Barger, Patrick J Coppler, Joseph P Condle, and Eddy Lang
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Emergency Medical Services ,education ,Emergency Nursing ,Training (civil) ,03 medical and health sciences ,0302 clinical medicine ,Sleep Disorders, Circadian Rhythm ,Work Schedule Tolerance ,medicine ,Emergency medical services ,Humans ,Burnout, Professional ,Health Education ,Fatigue ,business.industry ,Shift Work Schedule ,030208 emergency & critical care medicine ,medicine.disease ,Emergency Medical Technicians ,Research Design ,Meta-analysis ,Emergency Medicine ,Medical emergency ,Sleep (system call) ,Safety ,business ,Sleep ,030217 neurology & neurosurgery - Abstract
Fatigue training may be an effective way to mitigate fatigue-related risk. We aimed to critically review and synthesize existing literature on the impact of fatigue training on fatigue-related outcomes for Emergency Medical Services (EMS) personnel and similar shift worker groups.We performed a systematic literature review for studies that tested the impact of fatigue training of EMS personnel or similar shift workers. Outcomes of interest included personnel safety, patient safety, personnel performance, acute fatigue, indicators of sleep duration and quality, indicators of long-term health (e.g., cardiovascular disease), and burnout/stress. A meta-analysis was performed to determine the impact of fatigue training on sleep quality.Of the 3,817 records initially identified for review, 18 studies were relevant and examined fatigue training in shift workers using an experimental or quasi-experimental design. Fatigue training improved patient safety, personal safety, and ratings of acute fatigue and reduced stress and burnout. A meta-analysis of five studies showed improvement in sleep quality (Fixed Effects SMD -0.87; 95% CI -1.05 to -0.69; p0.00001; Random Effects SMD -0.80; 95% CI -1.72, 0.12; p0.00001).Reviewed literature indicated that fatigue training improved safety and health outcomes in shift workers. Further research is required to identify the optimal components of fatigue training programs to maximize the beneficial outcomes.
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- 2018
12. Effects of Napping During Shift Work on Sleepiness and Performance in Emergency Medical Services Personnel and Similar Shift Workers: A Systematic Review and Meta-Analysis
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Patricia M Weiss, Laura K. Barger, Denisse J Sequeira, Patrick J Coppler, J. Stephen Higgins, Katharyn L Flickinger, Eddy Lang, Ayushi A Divecha, Charity G. Moore, Margaret E Matthews, Joseph P Condle, Ellen M Teasley, Christian Martin-Gill, and P. Daniel Patterson
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Emergency Medical Services ,Sleepiness ,Rest ,Applied psychology ,Emergency Nursing ,Shift work ,03 medical and health sciences ,0302 clinical medicine ,Sleep Disorders, Circadian Rhythm ,Work Schedule Tolerance ,Emergency medical services ,Reaction Time ,Medicine ,Humans ,030212 general & internal medicine ,Fatigue ,business.industry ,Shift Work Schedule ,Emergency Medical Technicians ,Work (electrical) ,Meta-analysis ,Emergency Medicine ,Sleep (system call) ,Safety ,business ,Arousal ,Sleep ,030217 neurology & neurosurgery - Abstract
Scheduled napping during work shifts may be an effective way to mitigate fatigue-related risk. This study aimed to critically review and synthesize existing literature on the impact of scheduled naps on fatigue-related outcomes for EMS personnel and similar shift worker groups.A systematic literature review was performed of the impact of a scheduled nap during shift work on EMS personnel or similar shift workers. The primary (critical) outcome of interest was EMS personnel safety. Secondary (important) outcomes were patient safety; personnel performance; acute states of fatigue, alertness, and sleepiness; indicators of sleep duration and/or quality; employee retention/turnover; indicators of long-term health; and cost to the system. Meta-analyses were performed to evaluate the impact of napping on a measure of personnel performance (the psychomotor vigilance test [PVT]) and measures of acute fatigue.Of 4,660 unique records identified, 13 experimental studies were determined relevant and summarized. The effect of napping on reaction time measured at the end of shift was small and non-significant (SMD 0.12, 95% CI -0.13 to 0.36; p = 0.34). Napping during work did not change reaction time from the beginning to the end of the shift (SMD -0.01, 95% CI -25.0 to 0.24; p = 0.96). Naps had a moderate, significant effect on sleepiness measured at the end of shift (SMD 0.40, 95% CI 0.09 to 0.72; p = 0.01). The difference in sleepiness from the start to the end of shift was moderate and statistically significant (SMD 0.41, 95% CI 0.09 to 0.72; p = 0.01).Reviewed literature indicated that scheduled naps at work improved performance and decreased fatigue in shift workers. Further research is required to identify the optimal timing and duration of scheduled naps to maximize the beneficial outcomes.
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- 2018
13. Proposed Performance Measures and Strategies for Implementation of the Fatigue Risk Management Guidelines for Emergency Medical Services
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Hans P. A. Van Dongen, Eddy Lang, P. Daniel Patterson, Christian Martin-Gill, John M. Violanti, David S Becker, Daniel J. Buysse, Bradley E Dean, George H. Lindbeck, J. Stephen Higgins, Francis X. Guyette, Douglas F. Kupas, Josef H Penner, and Ronald W Thackery
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Emergency Medical Services ,Guidelines as Topic ,Emergency Nursing ,law.invention ,03 medical and health sciences ,0302 clinical medicine ,law ,Surveys and Questionnaires ,Content validity ,Emergency medical services ,Medicine ,Humans ,Operations management ,Relevance (information retrieval) ,Risk management ,Fatigue ,Work Performance ,Risk Management ,Evidence-Based Medicine ,business.industry ,030208 emergency & critical care medicine ,Survey research ,Cross-Sectional Studies ,Scale (social sciences) ,Emergency Medicine ,CLARITY ,business ,Sleep ,030217 neurology & neurosurgery - Abstract
Performance measures are a key component of implementation, dissemination, and evaluation of evidence-based guidelines (EBGs). We developed performance measures for Emergency Medical Services (EMS) stakeholders to enable the implementation of guidelines for fatigue risk management in the EMS setting.Panelists associated with the Fatigue in EMS Project, which was supported by the National Highway Traffic Safety Administration (NHTSA), used an iterative process to develop a draft set of performance measures linked to 5 recommendations for fatigue risk management in EMS. We used a cross-sectional survey design and the Content Validity Index (CVI) to quantify agreement among panelists on the wording and content of draft measures. An anonymous web-based tool was used to solicit the panelists' perceptions of clarity and relevance of draft measures. Panelists rated the clarity and relevance separately for each draft measure on a 4-point scale. CVI scores ≥0.78 for clarity and relevance were specified a priori to signify agreement and completion of measurement development.Panelists judged 5 performance measures for fatigue risk management as clear and relevant. These measures address use of fatigue and/or sleepiness survey instruments, optimal duration of shifts, access to caffeine as a fatigue countermeasure, use of napping during shift work, and the delivery of education and training on fatigue risk management for EMS personnel. Panelists complemented performance measures with suggestions for implementation by EMS agencies.Performance measures for fatigue risk management in the EMS setting will facilitate the implementation and evaluation of the EBG for Fatigue in EMS.
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- 2018
14. Systematic Review Methodology for the Fatigue in Emergency Medical Services Project
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P. Daniel Patterson, Christian Martin-Gill, Eddy Lang, Patricia M Weiss, and J. Stephen Higgins
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Emergency Medical Services ,media_common.quotation_subject ,Population ,Systematic review methodology ,Emergency Nursing ,03 medical and health sciences ,0302 clinical medicine ,Intervention (counseling) ,Emergency medical services ,medicine ,Humans ,Quality (business) ,030212 general & internal medicine ,education ,Grading (education) ,Risk management ,Fatigue ,media_common ,education.field_of_study ,Risk Management ,Evidence-Based Medicine ,business.industry ,030208 emergency & critical care medicine ,medicine.disease ,Systematic review ,Practice Guidelines as Topic ,Emergency Medicine ,Medical emergency ,business ,Systematic Reviews as Topic - Abstract
Guidance for managing fatigue in the Emergency Medical Services (EMS) setting is limited. The Fatigue in EMS Project sought to complete multiple systematic reviews guided by seven explicit research questions, assemble the best available evidence, and rate the quality of that evidence for purposes of producing an Evidence Based Guideline (EBG) for fatigue risk management in EMS operations.We completed seven systematic reviews that involved searches of six databases for literature relevant to seven research questions. These questions were developed a priori by an expert panel and framed in the Population, Intervention, Comparison, and Outcome (PICO) format and pre-registered with PROSPERO. Our target population was defined as persons 18 years of age and older classified as EMS personnel or similar shift worker groups. A panel of experts selected outcomes for each PICO question as prescribed by the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) methodology. We pooled findings, stratified by study design (experimental vs. observational) and presented results of each systematic review in narrative and quantitative form. We used meta-analyses of select outcomes to generate pooled effects. We used the GRADE methodology and the GRADEpro software to designate a quality of evidence rating for each outcome.We present the results for each systematic review in accordance with the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA). More than 38,000 records were screened across seven systematic reviews. The median, minimum, and maximum inter-rater agreements (Kappa) between screeners for our seven systematic reviews were 0.66, 0.49, and 0.88, respectively. The median, minimum, and maximum number of records retained for the seven systematic reviews was 13, 1, and 100, respectively. We present key findings in GRADE Evidence Profile Tables in separate publications for each systematic review.We describe a protocol for conducting multiple, simultaneous systematic reviews connected to fatigue with the goal of creating an EBG for fatigue risk management in the EMS setting. Our approach may be informative to others challenged with the creation of EBGs that address multiple, inter-related systematic reviews with overlapping outcomes.
- Published
- 2018
15. Does Implementation of Biomathematical Models Mitigate Fatigue and Fatigue-related Risks in Emergency Medical Services Operations? A Systematic Review
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Lauren B Waggoner, Eddy Lang, P. Daniel Patterson, Hans P. A. Van Dongen, J. Stephen Higgins, Patricia M Weiss, and Francine O James
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Automobile Driving ,Emergency Medical Services ,Emergency Nursing ,Shift work ,03 medical and health sciences ,0302 clinical medicine ,Work Schedule Tolerance ,Emergency medical services ,medicine ,Humans ,030212 general & internal medicine ,Fatigue ,Risk Management ,business.industry ,Accidents, Traffic ,Shift Work Schedule ,Models, Theoretical ,medicine.disease ,Emergency Medical Technicians ,Increased risk ,Work (electrical) ,Emergency Medicine ,Medical emergency ,Safety ,business ,030217 neurology & neurosurgery - Abstract
Work schedules like those of Emergency Medical Services (EMS) personnel have been associated with increased risk of fatigue-related impairment. Biomathematical modeling is a means of objectively estimating the potential impacts of fatigue on performance, which may be used in the mitigation of fatigue-related safety risks. In the context of EMS operations, our objective was to assess the evidence in the literature regarding the effectiveness of using biomathematical models to help mitigate fatigue and fatigue-related risks.A systematic review of the evidence evaluating the use of biomathematical models to manage fatigue in EMS personnel or similar shift workers was performed. Procedures proposed by the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) methodology were used to summarize and rate the certainty in the evidence. Potential bias attached to retained studies was documented using the Cochrane Collaboration's Risk of Bias tool for experimental studies.The literature search strategy, which focused on both EMS personnel and non-EMS shift workers, yielded n = 2,777 unique records. One paper, which investigated non-EMS shift workers, met inclusion criteria. As part of a larger effort, managers and dispatchers of a trucking operation were provided with monthly biomathematical model analyses of predicted fatigue in the driver workforce, and educated on how they could reduce predicted fatigue by means of schedule adjustments. The intervention showed a significant reduction in the number and cost of vehicular accidents during the period in which biomathematical modeling was used. The overall GRADE assessment of evidence quality was very low due to risk of bias, indirectness, imprecision, and publication bias.This systematic review identified no studies that investigated the impact of biomathematical models in EMS operations. Findings from one study of non-EMS shift workers were favorable toward use of biomathematical models as a fatigue mitigation scheduling aid, albeit with very low quality of evidence pertaining to EMS operations. We propose three focus areas of research priorities that, if addressed, could help better elucidate the utility and impact of biomathematical models as a fatigue-mitigation tool in the EMS environment.
- Published
- 2018
16. Asleep at the Wheel-The Road to Addressing Drowsy Driving
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Mark R. Rosekind, Charles A. Czeisler, Rory Austin, Torbjörn Åkerstedt, Nathaniel F. Watson, Hans P. A. Van Dongen, Jeff Michael, Allan I. Pack, and J. Stephen Higgins
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Adult ,Male ,medicine.medical_specialty ,Automobile Driving ,Adolescent ,Applied psychology ,Health Promotion ,Shift work ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,Risk Factors ,Physiology (medical) ,0502 economics and business ,medicine ,Humans ,Health Education ,Fatigue ,Aged ,050210 logistics & transportation ,Sleep Stages ,Motivation ,Public health ,05 social sciences ,Accidents, Traffic ,Automobile driving ,United States ,Sleep deprivation ,Health promotion ,Sleep Deprivation ,Health education ,Female ,Neurology (clinical) ,Sleep (system call) ,Public Health ,medicine.symptom ,Safety ,Psychology ,Automobiles ,030217 neurology & neurosurgery - Abstract
Drowsy driving is a dangerous behavior that leads to thousands of deaths and injuries each year. It is also a controllable factor for drivers. Drivers are capable of modifying this behavior if given sufficient information and motivation. Our goal is to establish a comprehensive and strategic effort to end drowsy driving crashes and deaths. This article highlights some of the conclusions of a unique recent meeting of sleep experts and highway safety professionals and describes the first steps the community has taken and plans to take in the future to address this issue.
- Published
- 2017
17. A Human Factors and Electromyographic Evaluation of Proposed Pointing Devices for Air Traffic Controllers
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Carolina M. Zingale, Ben Willems, J. Stephen Higgins, and Daniel R. Johnson
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Engineering ,Workstation ,Injury control ,InformationSystems_INFORMATIONINTERFACESANDPRESENTATION(e.g.,HCI) ,Cause injury ,business.industry ,Poison control ,Pointing device ,Air traffic control ,law.invention ,Medical Terminology ,law ,Next Generation Air Transportation System ,Muscle activity ,business ,Simulation ,Medical Assisting and Transcription - Abstract
To ensure that the Next Generation Air Transportation System is efficient and safe, we conducted a simulation to explore the use of alternative pointing devices at en route air traffic control workstations. The current en route trackball supports limited interactions. However, speed, accuracy, interaction capabilities, and ergonomic issues of different pointing devices must be assessed to determine their effect on performance and musculoskeletal strain. Participants controlled simulated traffic with the current trackball, alternative trackball, hand-shake mouse, and a three button wheel-mouse. We collected surveys and recorded performance, behavior, and muscle activity data. Participants preferred the mouse and current trackball to the other devices. The air traffic measures we evaluated did not differ across any of the devices and there were no physiological indications that any of the devices had the potential to cause injury. The mouse was associated with greater pointing accuracy and speed than other devices. Based on these findings, we recommend using a mouse in future en route air traffic control systems.
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- 2012
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18. Visual Scene Processing in Familiar and Unfamiliar Environments
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Karen Jablonski, Russell A. Epstein, Alana M. Feiler, and J. Stephen Higgins
- Subjects
Male ,Physiology ,media_common.quotation_subject ,Environment ,Functional Laterality ,Retrosplenial cortex ,Perception ,Image Processing, Computer-Assisted ,medicine ,Humans ,Neural system ,Visual Cortex ,media_common ,Brain Mapping ,Communication ,Repetition (rhetorical device) ,medicine.diagnostic_test ,business.industry ,General Neuroscience ,Recognition, Psychology ,Magnetic Resonance Imaging ,Oxygen ,Pattern Recognition, Visual ,Female ,Transverse occipital sulcus ,business ,Psychology ,Functional magnetic resonance imaging ,Photic Stimulation ,Cognitive psychology - Abstract
Humans and animals use information obtained from the local visual scene to orient themselves in the wider world. Although neural systems involved in scene perception have been identified, the extent to which processing in these systems is affected by previous experience is unclear. We addressed this issue by scanning subjects with functional magnetic resonance imaging (fMRI) while they viewed photographs of familiar and unfamiliar locations. Scene-selective regions in parahippocampal cortex (the parahippocampal place area, or PPA), retrosplenial cortex (RSC), and the transverse occipital sulcus (TOS) responded more strongly to images of familiar locations than to images of unfamiliar locations with the strongest effects (>50% increase) in RSC. Examination of fMRI repetition suppression (RS) effects indicated that images of familiar and unfamiliar locations were processed with the same degree of viewpoint specificity; however, increased viewpoint invariance was observed as individual scenes became more familiar over the course of a scan session. Surprisingly, these within-scan-session viewpoint-invariant RS effects were only observed when scenes were repeated across different trials but not when scenes were repeated within a trial, suggesting that within- and between-trial RS effects may index different aspects of visual scene processing. The sensitivity to environmental familiarity observed in the PPA, RSC, and TOS supports earlier claims that these regions mediate the extraction of navigationally relevant spatial information from visual scenes. As locations become familiar, the neural representations of these locations become enriched, but the viewpoint invariance of these representations does not change.
- Published
- 2007
- Full Text
- View/download PDF
19. Visual direction constancy across eyeblinks
- Author
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Ranxiao Frances Wang, David E. Irwin, Laura E. Thomas, and J. Stephen Higgins
- Subjects
Linguistics and Language ,medicine.medical_specialty ,media_common.quotation_subject ,Experimental and Cognitive Psychology ,Audiology ,Blank ,Language and Linguistics ,Displacement (vector) ,Judgment ,Discrimination, Psychological ,Saccadic suppression of image displacement ,Perception ,Orientation ,medicine ,Psychophysics ,Reaction Time ,Saccades ,Humans ,Attentional blink ,Attention ,Problem Solving ,media_common ,Communication ,Blinking ,business.industry ,Awareness ,Sensory Systems ,Eye position ,Pattern Recognition, Visual ,Sensory Thresholds ,Saccade ,Visual Fields ,business ,Psychology ,Blanking - Abstract
When a visual target is displaced during a saccade, the perception of its displacement is suppressed. Its movement can usually only be detected if the displacement is quite large. This suppression can be eliminated by introducing a short blank period after the saccade and before the target reappears in a new location. This has been termed the blanking effect and has been attributed to the use of otherwise ignored extraretinal information. We examined whether similar effects occur with eyeblinks and other visual distractions. We found that suppression of displacement perception can also occur due to a blink (both immediately prior to the blink and during the blink), and that introducing a blank period after a blink reduces the displacement suppression in much the same way as after a saccade. The blanking effect does not occur when other visual distractions are used. This provides further support for the conclusion that the blanking effect arises from extraretinal signals about eye position.
- Published
- 2009
20. A landmark effect in the perceived displacement of objects
- Author
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Ranxiao Frances Wang and J. Stephen Higgins
- Subjects
media_common.quotation_subject ,Fixation, Ocular ,Saccadic suppression of image displacement ,Object location ,Perception ,Saccades ,Humans ,Computer vision ,Displacement (orthopedic surgery) ,Saccadic suppression ,media_common ,Communication ,Analysis of Variance ,Landmark ,business.industry ,Eye movement ,Object perception ,Object (philosophy) ,Saccadic masking ,Sensory Systems ,Ophthalmology ,Space Perception ,Saccade ,Landmark effect ,Visual Perception ,Artificial intelligence ,Visual stability ,business ,Psychology - Abstract
Perceiving the displacement of an object after a visual distraction is an essential ability to interact with the world. Previous research has shown a bias to perceive the first object seen after a saccade as stable while the second one moving (landmark effect). The present study examines the generality and nature of this phenomenon. The landmark effect was observed in the absence of eye movements, when the two objects were obscured by a blank screen, a moving-pattern mask, or simply disappeared briefly before reappearing one after the other. The first reappearing object was not required to remain visible while the second object reappeared to induce the bias. The perceived direction of the displacement was mainly determined by the relative displacement of the two objects, suggesting that the landmark effect is primarily due to a landmark calibration mechanism.
- Published
- 2009
21. Differential parahippocampal and retrosplenial involvement in three types of visual scene recognition
- Author
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Russell A. Epstein and J. Stephen Higgins
- Subjects
Adult ,Male ,Cognitive Neuroscience ,computer.software_genre ,Cellular and Molecular Neuroscience ,Retrosplenial cortex ,Voxel ,Memory ,medicine ,Humans ,Cingulate sulcus ,Cerebral Cortex ,Communication ,medicine.diagnostic_test ,business.industry ,Cognitive neuroscience of visual object recognition ,Superior temporal sulcus ,Pattern Recognition, Visual ,Pattern recognition (psychology) ,Evoked Potentials, Visual ,Parahippocampal Gyrus ,Transverse occipital sulcus ,Female ,Psychology ,business ,Functional magnetic resonance imaging ,computer ,Cognitive psychology - Abstract
Human observers can quickly and accurately interpret the meaning of complex visual scenes. The neural mechanisms underlying this ability are largely unexplored. We used functional magnetic resonance imaging to measure cortical activity while subjects identified briefly presented scenes as specific familiar locations ("Houston Hall"), general place categories ("kitchen"), or general situational categories ("party"). Scene-responsive voxels in the parahippocampal place area (PPA) and retrosplenial cortex (RSC) were highly sensitive to recognition level when identifying scenes, responding more strongly during location identification than during place category or situation identification. In contrast, the superior temporal sulcus, cingulate sulcus, and supermarginal gyrus displayed the opposite pattern, responding more strongly during place category and situation identification. Consideration of results from 4 experiments suggests that the PPA represents the visuospatial structure of individual scenes, whereas RSC supports processes that allow scenes to be localized within a larger extended environment. These results suggest that different scene identification tasks tap distinct cortical networks. In particular, we hypothesize that the PPA and RSC are critically involved in the identification of specific locations but play a less central role in other scene recognition tasks.
- Published
- 2006
22. Learning places from views: variation in scene processing as a function of experience and navigational ability
- Author
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Sharon L. Thompson-Schill, J. Stephen Higgins, and Russell A. Epstein
- Subjects
Adult ,Male ,Time Factors ,Cognitive Neuroscience ,Image processing ,Carbamide Peroxide ,Brain mapping ,Correlation ,medicine ,Image Processing, Computer-Assisted ,Humans ,Learning ,Urea ,Communication ,Brain Mapping ,medicine.diagnostic_test ,business.industry ,fMRI adaptation ,Cognition ,Magnetic Resonance Imaging ,Peroxides ,Functional imaging ,Drug Combinations ,Visual Perception ,Parahippocampal Gyrus ,Transverse occipital sulcus ,Female ,Occipital Lobe ,Cues ,Psychology ,business ,Functional magnetic resonance imaging ,Photic Stimulation ,Cognitive psychology - Abstract
Humans and animals use information obtained from different viewpoints to form representations of the spatial structure of the world. We used functional magnetic resonance imaging (fMRI) adaptation to investigate the neural basis of this learning process and to show how the concomitant representations vary across individuals as a function of navigational ability. In particular, we examined the effect of repeating viewpoint and/ or place information over both short (within-trial) and long (across-scan) intervals on the neural response in scene processing regions. Short-term fMRI adaptation effects in the parahippocampal cortex were initially highly viewpoint-specific but became less so over time. Long-term fMRI repetition effects included a significant viewpoint-invariant component. When individual differences in navigational ability were considered, a significant correlation between the strength of these effects and self-reported navigational competence was observed. In particular, good navigators encoded representations that differed between new and old views and new and old places, whereas bad navigators did not. These results suggest that cortical scene representations evolve over time to become more viewpoint-invariant and that the quality of these representations directly impacts navigational ability.
- Published
- 2005
23. Cortical correlates of face and scene inversion: a comparison
- Author
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Russell A. Epstein, Samantha Cooperman, Geoffrey K. Aguirre, Whitney E. Parker, and J. Stephen Higgins
- Subjects
Adult ,Male ,genetic structures ,Adolescent ,Cognitive Neuroscience ,Experimental and Cognitive Psychology ,Stimulus (physiology) ,Facial recognition system ,Brain mapping ,Behavioral Neuroscience ,Discrimination, Psychological ,Orientation ,medicine ,Reaction Time ,Humans ,Computer vision ,Dominance, Cerebral ,Visual Cortex ,Cerebral Cortex ,Communication ,Brain Mapping ,medicine.diagnostic_test ,business.industry ,Memoria ,Cognitive neuroscience of visual object recognition ,Fusiform face area ,Magnetic Resonance Imaging ,Visual cortex ,medicine.anatomical_structure ,Pattern Recognition, Visual ,Face ,Parahippocampal Gyrus ,Female ,Artificial intelligence ,Occipital Lobe ,business ,Psychology ,Functional magnetic resonance imaging - Abstract
Face recognition is more strongly impaired by stimulus inversion than nonface object recognition. This phenomenon, known as the face inversion effect (FIE), suggests that the visual system contains specialized processing mechanisms that are more engaged by upright faces than by inverted faces or nonface objects. Neuroimaging and neuropsychological studies indicate that environmental scenes may also recruit specialized-purpose processing machinery but a comparable inversion effect for scenes has not been established. Here we demonstrate that both face and scene inversion lead to behavioral penalties during performance of a continuous visual matching task; however, the scene inversion effect was less robust and declined in magnitude over the course of the experiment. Scene inversion led to greater neural response in the functionally defined lateral occipital (LO) object area for inverted versus upright scenes and reduced response in the parahippocampal place area (PPA), while face inversion lead to greater response in LO and the right middle fusiform (MF) object area for inverted versus upright faces but no change in the fusiform face area (FFA). A whole-brain analysis revealed several regions that responded more strongly to either upright versus inverted faces or upright versus inverted scenes, some of which may be involved in post-recognition processing. These results demonstrate that both face and scene inversion cause a shift from specialized processing streams towards generic object-processing mechanisms; however, this shift only leads to a reliable behavioral penalty in the case of face inversion.
- Published
- 2004
24. Nicotine enhances contextual fear conditioning in C57BL/6J mice at 1 and 7 days post-training
- Author
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Thomas J. Gould and J. Stephen Higgins
- Subjects
Male ,Nicotine ,Cognitive Neuroscience ,Experimental and Cognitive Psychology ,Context (language use) ,Amygdala ,Behavioral Neuroscience ,Mice ,Mecamylamine ,Conditioning, Psychological ,medicine ,Animals ,Fear conditioning ,Teaching ,Antagonist ,Age Factors ,Fear ,Ganglionic Stimulants ,Mice, Inbred C57BL ,medicine.anatomical_structure ,Nicotinic agonist ,Conditioning ,Psychology ,Neuroscience ,medicine.drug - Abstract
Nicotine has been demonstrated to enhance learning processes. The present experiments extend these results to examine the effects of nicotine on acquisition and consolidation of contextual and cued fear conditioning, and the duration of nicotine's enhancement of conditioned fear. C57BL/6 mice were trained with two pairings of an auditory CS and a foot shock US. Multiple doses of nicotine were given before or immediately after training and on testing day (0.0, 0.050, 0.125, 0.250, and 0.375 mg/kg, i.p). Freezing to both the context and auditory CS was measured 24h after training and again 1 week after training. Mice did not receive nicotine for the 1-week retest. Nicotine (0.125 and 0.250 mg/kg) given on both training and testing days enhanced freezing to the context at 24h. In addition, elevated freezing to the context was seen 1 week post-training in mice previously treated with 0.125 and 0.250 mg/kg nicotine. Thus, nicotine-treated mice did show elevated levels of freezing when retested 1 week later, even though no nicotine was administered at the 1-week retest. Mice that received nicotine on training day or testing day only and mice that received nicotine with mecamylamine, a nicotinic receptor antagonist, were not different from saline-treated mice. In addition, post-training administration of nicotine did not enhance fear conditioning. The present results indicate that nicotine enhancement of contextual fear conditioning depends on administration of nicotine on training and test days but results in a long-lasting enhancement of memories of contextual fear conditioning that remains in the absence of nicotine.
- Published
- 2003
25. Repetition priming of appearance knowledge
- Author
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Robyn T. Oliver, J. Stephen Higgins, Amy E. Baek, and Sharon L. Thompson-Schill
- Subjects
Ophthalmology ,Repetition priming ,Psychology ,Sensory Systems ,Cognitive psychology - Published
- 2010
- Full Text
- View/download PDF
26. Popping in and out of existence: The effect of gradual and abrupt occlusion on object localization
- Author
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Ranxiao Wang, Daniel J. Simons, and J. Stephen Higgins
- Subjects
Ophthalmology ,Optics ,business.industry ,Computer science ,Occlusion ,Computer vision ,Artificial intelligence ,business ,Object (computer science) ,Sensory Systems - Published
- 2010
- Full Text
- View/download PDF
27. Parahippocampal and retrosplenial involvement in two kinds of scene recognition
- Author
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Russell A. Epstein and J. Stephen Higgins
- Subjects
Ophthalmology ,Psychology ,Sensory Systems - Published
- 2010
- Full Text
- View/download PDF
28. Two kinds of fMRI repetition suppression?
- Author
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Whitney E. Parker, Alana M. Feiler, J. Stephen Higgins, and Russell A. Epstein
- Subjects
Ophthalmology ,Repetition (rhetorical device) ,Speech recognition ,Psychology ,Sensory Systems - Published
- 2010
- Full Text
- View/download PDF
29. Visual scene processing in familiar and unfamiliar environments.
- Author
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Russell A Epstein, J Stephen Higgins, Karen Jablonski, and Alana M Feiler
- Subjects
VISUAL perception ,HIPPOCAMPUS (Brain) ,CEREBRAL cortex ,MAGNETIC resonance imaging of the brain ,NEURAL pathways ,NERVOUS system ,HUMAN information processing - Abstract
Humans and animals use information obtained from the local visual scene to orient themselves in the wider world. Although neural systems involved in scene perception have been identified, the extent to which processing in these systems is affected by previous experience is unclear. We addressed this issue by scanning subjects with functional magnetic resonance imaging (fMRI) while they viewed photographs of familiar and unfamiliar locations. Scene-selective regions in parahippocampal cortex (the parahippocampal place area, or PPA), retrosplenial cortex (RSC), and the transverse occipital sulcus (TOS) responded more strongly to images of familiar locations than to images of unfamiliar locations with the strongest effects (>50% increase) in RSC. Examination of fMRI repetition suppression (RS) effects indicated that images of familiar and unfamiliar locations were processed with the same degree of viewpoint specificity; however, increased viewpoint invariance was observed as individual scenes became more familiar over the course of a scan session. Surprisingly, these within-scan-session viewpoint-invariant RS effects were only observed when scenes were repeated across different trials but not when scenes were repeated within a trial, suggesting that within- and between-trial RS effects may index different aspects of visual scene processing. The sensitivity to environmental familiarity observed in the PPA, RSC, and TOS supports earlier claims that these regions mediate the extraction of navigationally relevant spatial information from visual scenes. As locations become familiar, the neural representations of these locations become enriched, but the viewpoint invariance of these representations does not change. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
30. Visual and cognitive demands of manual and voice-based driving mode implementations on smartphones.
- Author
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Monk C, Sall R, Lester BD, and Stephen Higgins J
- Subjects
- Humans, Smartphone, Task Performance and Analysis, Accidents, Traffic, Cognition, Automobile Driving psychology, Cell Phone, Distracted Driving
- Abstract
Mobile phone apps and operating systems are increasingly adopting driving mode functions that attempt to reduce driver visual and cognitive demand by limiting functionality, using larger buttons and icons, and adding voice-based interactions. The present study assessed the visual and cognitive demands and the subjective level of distraction from two driving mode implementations (voice or manual) on an Android™ mobile phone using Google Assistant™, compared to a typical mobile phone operating system experience. While driving on a test track, participants performed several trials of five tasks on each of three interfaces: A mobile operating system interface, a manual driving mode interface, and a voice driving mode interface. Visual demand was measured with eye-gaze recordings, cognitive load was measured with the detection response task, and a Likert scale was used to rate the perceived level of distraction. The voice driving mode resulted in the lowest visual attention demand and lowest subjective ratings of distraction. The manual driving mode condition also reduced visual demand and subjective ratings of distraction relative to the mobile operating system condition. The cognitive load results were inconsistent across the task and interaction mode conditions. Overall, the results of this study provide positive evidence in support of voice-based driving mode implementations for reducing visual demand and subjective levels of distraction from mobile devices while driving. Moreover, the results suggest that manual driving mode implementations also have the potential to reduce visual demand and subjective levels of distraction, relative to the mobile operating system condition., Competing Interests: Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Chris Monk reports financial support was provided by Google Inc. J. Stephen Higgins reports a relationship with Google Inc that includes: employment and equity or stocks. The remaining authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2023. Published by Elsevier Ltd.)
- Published
- 2023
- Full Text
- View/download PDF
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