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Aim 1: To determine if real-time assessments of perceived sleepiness and fatigue using text-messaging impacts an emergency medicine clinician's Attitudes, Perceived Norms, Self-Efficacy, Alertness Habits, Perceived Importance of Fatigue, Knowledge of Sleepiness/Fatigue, and Perceptions of Environmental Constraints regarding behaviors that can improve alertness during shift work.
Aim 2: To determine if text-messaging emergency care workers fatigue-reduction strategies in real-time at the start and during shift work reduces worker perceived sleepiness and fatigue at the end of shift work.
More than half (55%) of Emergency Medical Services (EMS) shift workers report severe mental and physical fatigue while at work,(Patterson et al, 2012) 36% report excessive daytime sleepiness,(Pirrallo et al; 2012) and 60% poor sleep quality.(Patterson et al; 2012) Sleepiness or fatigue while on duty can result in injuries to EMS workers and medical errors for patients.(Patterson et al; 2012) The investigators' recent research shows that odds of injury among fatigued EMS workers are 1.9 times higher than non-fatigued workers.(Patterson et al; 2012) Additional data show that other emergency workers (e.g., emergency physicians and nurses) are vulnerable to sleepiness and fatigue while at work.(Fisman et al; 2007; Machi et al; 2012; Thomas et al; 2006; Geiger-Brown et al; 2012).
There are a number of individual and system factors that influence sleepiness and fatigue during shift work for emergency workers. Individual factors include sleep hygiene, medical conditions like obstructive sleep apnea, and other factors.(Schaefer et al; 2012; Simon et al; 2012) System factors include shift length, patient care intensity, and workload. Many factors are modifiable, yet some are more difficult than others to change or control. Reducing shift length and customary patterns of shift work, such as 12-hr and 24-hr shifts, is not feasible for many employers and shift workers in the emergency medicine care setting. In some locations, >80% of EMS workers hold multiple jobs, 40% work more than 16 shifts per month, and many accumulate unsafe amounts of overtime in order to make a livable wage.(Patterson et al, 2010; Patterson et al, 2012; Bauder 2012) Other shift workers in emergency care settings face the same or similar obstacles as do EMS shift workers.
An objective of this research study is to pilot test real-time assessment of emergency care worker sleepiness and fatigue. The investigators seek to determine if text-messaging fatigue-reduction strategies to emergency care workers that report a high-level of sleepiness or fatigue at the start or during their shift reduces perceived sleepiness or fatigue at the end of shift. A long term goal of this research is to determine if this innovative text-messaging tool can be used to reduce the likelihood of fatigue-related injury among emergency care shift workers.
Aim 1: To determine if real-time assessments of perceived sleepiness and fatigue using text-messaging impacts a worker's Attitudes, Perceived Norms, Self-Efficacy, Alertness Habits, Perceived Importance of Fatigue, Knowledge of Sleepiness/Fatigue, and Perceptions of Environmental Constraints regarding behaviors that can improve alertness during shift work.
Rationale: The investigators recognize that emergency care shift workers hold different beliefs and attitudes about the risk of sleepiness and fatigue on duty and are at different stages of adopting risk-reduction behaviors. Behavioral research shows that modifying one or more of these factors can impact future behavior and potentially reduce risk over the long term. Approach: The investigators have developed a list of candidate items that operationalize the Integrative Model of Behavioral Prediction. The investigators will administer these candidate items at baseline and again at the end of the study period to assess impact.
Aim 2: To determine if text-messaging emergency care workers fatigue-reduction strategies in real-time at the start and during shift work reduces worker perceived sleepiness and fatigue at the end of shift work.
Approach: At baseline, the investigators will randomly assign 100 emergency care workers to one of two groups (the control group or intervention group). The control group (n=50 / 50%) will receive standard text-message questions of sleepiness and fatigue at the beginning, during, and end of shift. The other 50% (n=50) will be assigned to our intervention group and receive the same text-message questions as the control group, as well as additional text-messages that include strategies that the investigators hypothesize will lead to a reduction in perceived sleepiness or fatigue at the end of shift work. With 100 EMS workers (50% intervention / 50% control), the investigators have 80% power to detect a difference (effect size of 0.78) in the self-reported fatigue levels reported at the end of shift by the control and intervention groups. The investigators will collect data over a 90-day study period.
Eligibility Criteria include:
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Control Group | Sham Comparator | The control group will receive text-message assessments only at the start, during, and end of shift. These queries will attempt to capture the worker's self-reported sleepiness, fatigue, and occurrence of work-related injury during shift work. |
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| Intervention Group | Experimental | The intervention group will receive the same text-message assessments as the control group. In addition, these subjects will receive text-message interventions for high level fatigue for reducing fatigue and sleepiness during shift work if they report a high-level of fatigue or sleepiness at the start or during their shift. These subjects will then receive additional text message queries at the end of their shifts to determine if they adopted a strategy for reducing perceived sleepiness or fatigue. |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Text-message assessments only | Behavioral | Text message assessments only. No intervention for high level fatigue. |
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| Measure | Description | Time Frame |
|---|---|---|
| Self-Reported Fatigue at End of Shift Work | Self-reported fatigue based on scale ranging from 0 (Not At All) to 5 (Very Much). | At the end of scheduled work shifts during a 90 day study period |
| Measure | Description | Time Frame |
|---|---|---|
| Attitude One Subscale of the Sleep Fatigue and Alertness Behavior (SFAB) Tool | Individual attitudes towards maintaining alertness and reducing fatigue at work. Scale ranges from 0 to 100 with higher scores indicating a more positive/favorable attitude towards maintaining alertness and reducing fatigue while at work. | Assessed at the end of 90-day study period |
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Inclusion Criteria:
Exclusion Criteria:
1: Those that do not meet inclusion criteria.
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| Name | Affiliation | Role |
|---|---|---|
| Daniel Patterson, PhD | University of Pittsburgh Department of Emergency Medicine School of Medicine | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| University of Pittsburgh Department of Emergency Medicine School of Medicine | Pittsburgh | Pennsylvania | 15260 | United States |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 24952387 | Background | Patterson PD, Moore CG, Weaver MD, Buysse DJ, Suffoletto BP, Callaway CW, Yealy DM. Mobile phone text messaging intervention to improve alertness and reduce sleepiness and fatigue during shiftwork among emergency medicine clinicians: study protocol for the SleepTrackTXT pilot randomized controlled trial. Trials. 2014 Jun 21;15:244. doi: 10.1186/1745-6215-15-244. | |
| 25658148 |
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| ID | Title | Description |
|---|---|---|
| FG000 | Control Group | The control group will receive text-message queries at the start, during, and end of shift. These queries will attempt to capture the worker's self-reported sleepiness, fatigue, and occurrence of work-related injury during shift work. |
| FG001 | Intervention Group | The intervention group will receive the same text-message queries as the control group. In addition, these subjects will receive suggestions (strategies) for reducing fatigue and sleepiness during shift work if they report a high-level of fatigue or sleepiness at the start or during their shift. These subjects will then receive additional text-message queries at the end of their shifts to determine if they adopted a strategy for reducing perceived sleepiness or fatigue. Text-message strategies: If an intervention subject reports a high level of sleepiness or fatigue at the start or during their shift work, these subjects will receive additional text-messages that include strategies (suggestions) for reducing perceived fatigue or sleepiness during shift work. These subjects will also receive an additional text-message at the end of their shift to determine if the subject adopted the strategy suggested and if it helped reduced perceived fatigue or sleepiness. |
| Title | Milestones | Reasons Not Completed | ||||||||||||||||||
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| Overall Study |
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| ID | Title | Description |
|---|---|---|
| BG000 | Control Group | The control group will receive text-message queries at the start, during, and end of shift. These queries will attempt to capture the worker's self-reported sleepiness, fatigue, and occurrence of work-related injury during shift work. |
| BG001 | Intervention Group |
| Units | Counts |
|---|---|
| Participants |
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| Title | Description | Population Description | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Denominator Units Selected | Denominators | Classes |
|---|---|---|---|---|---|---|---|---|---|
| Age, Continuous | Mean |
| Type | Title | Description | Population Description | Reporting Status | Anticipated Posting Date | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Time Frame | Units Analyzed | Denominator Units Selected | Arm/Group Information | Denominators | Classes | Analyses | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Primary | Self-Reported Fatigue at End of Shift Work | Self-reported fatigue based on scale ranging from 0 (Not At All) to 5 (Very Much). | Analysis using intention to treat. | Posted | Least Squares Mean | Standard Error | units on a scale | At the end of scheduled work shifts during a 90 day study period | Shifts | Participants |
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| ID | Title | Description | Deaths (Affected) | Deaths (At Risk) | Serious Events (Affected) | Serious Events (At Risk) | Other Events (Affected) | Other Events (At Risk) |
|---|---|---|---|---|---|---|---|---|
| EG000 | Control Group | The control group will receive text-message queries at the start, during, and end of shift. These queries will attempt to capture the worker's self-reported sleepiness, fatigue, and occurrence of work-related injury during shift work. |
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| Title | Organization | Phone | Extension | |
|---|---|---|---|---|
| Dr. Daniel Patterson | Carolinas HealthCare System | 704-446-0433 | Daniel.Patterson@carolinas.org |
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| ID | Term |
|---|---|
| D005221 | Fatigue |
| D000077260 | Sleepiness |
| D014947 | Wounds and Injuries |
| ID | Term |
|---|---|
| D012816 | Signs and Symptoms |
| D013568 | Pathological Conditions, Signs and Symptoms |
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| Text-message interventions for high level fatigue | Behavioral | Intervention messages to promote alertness while on duty at work including activities. Additionally at the end of the shift, participants were queried on their adoption of the suggested activities and perception of the activities' effectiveness. |
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| Attitudes Two Subscale of the Sleep Fatigue and Alertness Behavior Tool | Individual attitudes towards maintaining alertness and reducing fatigue at work on future shifts. Scale ranges from 0 to 100 with higher scores indicating a more positive/favorable attitude towards maintaining alertness and reducing fatigue while at work. | end of study at 90 day follow up |
| Normative Beliefs Scale One Subscale of the SFAB | Belief of people's views if they thought you were sleepy and fighting the urge to sleep while at work. Scale ranges from 0 (strongly approve) to 100 (strongly disapprove). Higher scores indicate a person believes the social norms and beliefs of his/her social network possess a negative view of behaviors that places an individual at work while very sleepy or fatigued. | end of study at 90 day follow up |
| Normative Beliefs Scale Two Subscale of the SFAB | Belief of people's views if they thought you were very fatigued mentally or physically while at work. Scale ranges from 0 (strongly approve) to 100 (strongly disapprove). Higher scores indicate a person believes the social norms and beliefs of his/her social network possess a negative view of behaviors that places an individual at work while very sleepy or fatigued. | end of study at 90 day follow up |
| Self Efficacy Subscale of the SFAB | Degree of confidence from 0 (cannot do at all) to 100 (highly certain can do) for completing activities. Higher scores indicate the individual has a high-level of self-confidence he/she can perform select behaviors that may improve alertness and reduce feelings of sleepiness or fatigue while at work. | end of study at 90 day follow up |
| Knowledge-one Subscale of SFAB | Perception that fatigue and sleepiness at work increases risks to safety ranging from 0 (strongly disagree) to 100 (strongly agree). Higher scores indicate an individual has a high-level of awareness for the negative effects of sleepiness and fatigue while at work, that may be attributed to the acquisition of information, an increased understanding, or through experiences or education. | end of study at 90 day follow up |
| Knowledge-two Subscale of the SFAB | Perceived degree of evidence that fatigue and sleepiness at work increases risks to safety ranging from 0 (strongly disagree) to 100 (strongly agree). Higher scores indicate an individual has a high-level of awareness for the negative effects of sleepiness and fatigue while at work, that may be attributed to the acquisition of information, an increased understanding, or through experiences or education. | end of study at 90 day follow up |
| Importance Subscale of SFAB | Level of importance an individual places on the need to maintain alertness and reduce feelings of fatigue and/or sleepiness while at work ranging from 0 (strongly disagree) to 100 (strongly agree). Strongly agree (higher score) is associated with high level of importance (endorsement) placed on the need to maintain alertness and reduce feelings of fatigue while at work. | end of study at 90 day follow up |
| Environmental Constraints One Subscale of the SFAB | Degree of importance of employer based barriers that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her employer's policies and organizational related procedures/protocols as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work. | end of study at 90 day follow up |
| Environmental Constraints Two Subscale of the SFAB | Degree of importance of employer policies that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her employer's policies and organizational related procedures/protocols as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work. | end of study at 90 day follow up |
| Environmental Constraints Three Subscale of the SFAB | Degree of importance of personal/work-life barriers that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her responsibilities unrelated to the organization as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work | end of study at 90 day follow up |
| Habits Subscale of the SFAB | Endorsement of behaviors that may promote improved alertness and reduced feelings of sleepiness or fatigue while at work ranging from 0 (strongly agree) to 100 (strongly disagree). Strongly agree (lower score) is associated with high level of endorsement of behaviors (habits) that promote improved alertness. | end of study at the 90 day follow up |
| Intentions Subscale of the SFAB | An individual's intent to engage in behaviors that may promote improved alertness and reduced feelings of sleepiness or fatigue while at work with higher scores indicating greater intent. Range is 0 (strongly agree) to 100 (strongly disagree). | end of study at 90 day follow up |
| Patterson PD, Buysse DJ, Weaver MD, Callaway CW, Yealy DM. Recovery between Work Shifts among Emergency Medical Services Clinicians. Prehosp Emerg Care. 2015 Jul-Sep;19(3):365-75. doi: 10.3109/10903127.2014.995847. Epub 2015 Feb 6. |
| 25978152 | Result | Patterson PD, Klapec SE, Weaver MD, Guyette FX, Platt TE, Buysse DJ. Differences in Paramedic Fatigue before and after Changing from a 24-hour to an 8-hour Shift Schedule: A Case Report. Prehosp Emerg Care. 2016;20(1):132-6. doi: 10.3109/10903127.2015.1025158. Epub 2015 May 15. |
| 26305869 | Result | Patterson PD, Buysse DJ, Weaver MD, Doman JM, Moore CG, Suffoletto BP, McManigle KL, Callaway CW, Yealy DM. Real-time fatigue reduction in emergency care clinicians: The SleepTrackTXT randomized trial. Am J Ind Med. 2015 Oct;58(10):1098-113. doi: 10.1002/ajim.22503. Epub 2015 Aug 25. |
| 28583143 | Derived | Patterson PD, Moore CG, Guyette FX, Doman JM, Sequeira D, Werman HA, Swanson D, Hostler D, Lynch J, Russo L, Hines L, Swecker K, Runyon MS, Buysse DJ. Fatigue mitigation with SleepTrackTXT2 in air medical emergency care systems: study protocol for a randomized controlled trial. Trials. 2017 Jun 5;18(1):254. doi: 10.1186/s13063-017-1999-z. |
The intervention group will receive the same text-message queries as the control group. In addition, these subjects will receive suggestions (strategies) for reducing fatigue and sleepiness during shift work if they report a high-level of fatigue or sleepiness at the start or during their shift. These subjects will then receive additional text-message queries at the end of their shifts to determine if they adopted a strategy for reducing perceived sleepiness or fatigue. Text-message strategies: If an intervention subject reports a high level of sleepiness or fatigue at the start or during their shift work, these subjects will receive additional text-messages that include strategies (suggestions) for reducing perceived fatigue or sleepiness during shift work. These subjects will also receive an additional text-message at the end of their shift to determine if the subject adopted the strategy suggested and if it helped reduced perceived fatigue or sleepiness. |
| BG002 | Total | Total of all reporting groups |
| years |
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| Sex: Female, Male | Count of Participants | Participants |
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| Certification/License | Number | participants |
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| Secondary | Attitude One Subscale of the Sleep Fatigue and Alertness Behavior (SFAB) Tool | Individual attitudes towards maintaining alertness and reducing fatigue at work. Scale ranges from 0 to 100 with higher scores indicating a more positive/favorable attitude towards maintaining alertness and reducing fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | Assessed at the end of 90-day study period |
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| Secondary | Attitudes Two Subscale of the Sleep Fatigue and Alertness Behavior Tool | Individual attitudes towards maintaining alertness and reducing fatigue at work on future shifts. Scale ranges from 0 to 100 with higher scores indicating a more positive/favorable attitude towards maintaining alertness and reducing fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Normative Beliefs Scale One Subscale of the SFAB | Belief of people's views if they thought you were sleepy and fighting the urge to sleep while at work. Scale ranges from 0 (strongly approve) to 100 (strongly disapprove). Higher scores indicate a person believes the social norms and beliefs of his/her social network possess a negative view of behaviors that places an individual at work while very sleepy or fatigued. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Normative Beliefs Scale Two Subscale of the SFAB | Belief of people's views if they thought you were very fatigued mentally or physically while at work. Scale ranges from 0 (strongly approve) to 100 (strongly disapprove). Higher scores indicate a person believes the social norms and beliefs of his/her social network possess a negative view of behaviors that places an individual at work while very sleepy or fatigued. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Self Efficacy Subscale of the SFAB | Degree of confidence from 0 (cannot do at all) to 100 (highly certain can do) for completing activities. Higher scores indicate the individual has a high-level of self-confidence he/she can perform select behaviors that may improve alertness and reduce feelings of sleepiness or fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Knowledge-one Subscale of SFAB | Perception that fatigue and sleepiness at work increases risks to safety ranging from 0 (strongly disagree) to 100 (strongly agree). Higher scores indicate an individual has a high-level of awareness for the negative effects of sleepiness and fatigue while at work, that may be attributed to the acquisition of information, an increased understanding, or through experiences or education. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Knowledge-two Subscale of the SFAB | Perceived degree of evidence that fatigue and sleepiness at work increases risks to safety ranging from 0 (strongly disagree) to 100 (strongly agree). Higher scores indicate an individual has a high-level of awareness for the negative effects of sleepiness and fatigue while at work, that may be attributed to the acquisition of information, an increased understanding, or through experiences or education. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Importance Subscale of SFAB | Level of importance an individual places on the need to maintain alertness and reduce feelings of fatigue and/or sleepiness while at work ranging from 0 (strongly disagree) to 100 (strongly agree). Strongly agree (higher score) is associated with high level of importance (endorsement) placed on the need to maintain alertness and reduce feelings of fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Environmental Constraints One Subscale of the SFAB | Degree of importance of employer based barriers that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her employer's policies and organizational related procedures/protocols as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Environmental Constraints Two Subscale of the SFAB | Degree of importance of employer policies that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her employer's policies and organizational related procedures/protocols as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Environmental Constraints Three Subscale of the SFAB | Degree of importance of personal/work-life barriers that might limit ability to reduce feelings of fatigue and sleepiness while on duty. Scale ranges from 0 (not at all important) to 100 (very important). Higher scores indicate the individual perceives his/her responsibilities unrelated to the organization as factors that inhibit the individual's ability to engage in behaviors that can improve alertness and reduce feelings of sleepiness or fatigue while at work | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| Secondary | Habits Subscale of the SFAB | Endorsement of behaviors that may promote improved alertness and reduced feelings of sleepiness or fatigue while at work ranging from 0 (strongly agree) to 100 (strongly disagree). Strongly agree (lower score) is associated with high level of endorsement of behaviors (habits) that promote improved alertness. | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at the 90 day follow up |
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| Secondary | Intentions Subscale of the SFAB | An individual's intent to engage in behaviors that may promote improved alertness and reduced feelings of sleepiness or fatigue while at work with higher scores indicating greater intent. Range is 0 (strongly agree) to 100 (strongly disagree). | Intention to treat among participants with 90 day data (completers) | Posted | Mean | Standard Deviation | units on a scale | end of study at 90 day follow up |
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| 0 |
| 52 |
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| 52 |
| EG001 | Intervention Group | The intervention group will receive the same text-message queries as the control group. In addition, these subjects will receive suggestions (strategies) for reducing fatigue and sleepiness during shift work if they report a high-level of fatigue or sleepiness at the start or during their shift. These subjects will then receive additional text-message queries at the end of their shifts to determine if they adopted a strategy for reducing perceived sleepiness or fatigue. Text-message strategies: If an intervention subject reports a high level of sleepiness or fatigue at the start or during their shift work, these subjects will receive additional text-messages that include strategies (suggestions) for reducing perceived fatigue or sleepiness during shift work. These subjects will also receive an additional text-message at the end of their shift to determine if the subject adopted the strategy suggested and if it helped reduced perceived fatigue or sleepiness. | 0 | 48 | 0 | 48 |
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