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Outbreak Investigation
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                                OUTBREAK INVESTIGATION
       Abstract
       This report is based on a suspected case of Salmonella at Flinn Corporation after a
particular nurse noted that more employees get sick. In line with the CDC outbreak investigation
steps, interviews, an epidemic curve, and a retrospective cohort study are used in this study to
confirm the outbreak and identify its source. The methods employed in the analysis are statistical
and epidemiological to measure the frequency of diseases, signs, and causal objects that include
foods consumed in the corporate cafeteria. The results imply a point-source exposure with a
high-risk ratio associated with a particular food item. The measures which are given to avoid
similar circumstances in the future are improved measures of handling foods and training of all
personnel, as well as regular health and safety inspections. This study also calls for an efficient,
evidence-based response approach in corporations to reduce exposure risks and future
pandemics.
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       Introduction
       When many of the employees caught the flu, Flinn Corporation became concerned about
an epidemic, and a registered nurse currently working for the company had to go through the
process of interviewing employees and collecting samples. Having a suspicion of Salmonella as
the causative agent, the nurse enlisted the services of local epidemiological assistance. The food-
borne pathogen, Salmonella, is well associated with gastroenteritis symptoms, including fever,
diarrhea, and abdominal pain, as well as serious health complications in the absence of effective
control measures. Due to the contagious nature of the flu and other diseases that circulate in large
organizations where many people gather and often eat in the same canteens, it is essential to
establish the existence of the flu and determine its cause for remedial measures to be taken. This
report uses the CDC outbreak investigation process, examines factors, and analyzes patterns of
the disease occurrence in order to establish the presence of an outbreak and make
recommendations to protect the health of employees at Flinn Corporation.
       Establishing the Outbreak
       From the completed “Nurse’s Interview” sheet, it can be concluded that there are grounds
to assume that Flinn Corporation’s employees are affected by Salmonella. The nurse gathered
data in relation to the age, sex, any signs or symptoms experienced within the last two weeks,
and whether the employee had taken food in the cafeteria at the workplace before developing the
symptoms. Of the 20 employees reported, 12 employees had gastrointestinal-related illnesses,
fever being the most frequent symptom at 58.3% of the ill employees, diarrhea at 83.3%, and
abdominal cramps at 50%. The onset of the symptoms in the identified individuals is closely
clustered, with the onset of the first symptom in one of the affected persons reported to have
been on the 1st of February 2018, while the last symptom was reported on the 5th of February
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2018. The concentration of the onset date of the illness also enhances the possibility of the
outbreak coming from a single source when the onset is clustered within a few days. In addition,
among the twelve symptomatic employees, ten had dined at the corporate cafeteria, which
suggests that the likely etiology could have been associated with cafeteria food.
        Breaking down the results according to individual symptoms reveals trends
corresponding to a Salmonella outbreak. For example, some of the signs that the affected
employees display are abdominal pain, fever, chills, and diarrhea, which are all consistent with
Salmonella (Krishnasamy et al., 2020). For instance, John, who ate at the cafeteria, and Sean had
many symptoms, like fever, chills, and diarrhea. Another diner from the cafeteria, Catherine,
complained of fever, abdominal cramps, diarrhea, and blood in stool, a condition that is
sometimes believed to have been caused by Salmonella. The similarities in symptom patterns
and the time interval between cases seen in cafeteria-goers indicate that the group has had a point
source exposure to tainted food, which could have propagated illness in the group.
        The grouping of cases, the similar time that symptoms developed, and the index exposure
to the cafeteria all point to the need for more investigation into the possibility that the cafeteria is
the source of the outbreak. It becomes important to establish this as an outbreak because it
enables the corporation to implement prevention measures, such as examining the practices it has
on food handling and hygiene with a view to preventing the spread of the sickness. Determining
the specific food type involved will aid in the prevention of further occurrences and probable risk
reduction.
        Verifying Diagnosis
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       Salmonellosis, an infection caused by Salmonella bacteria, is a common foodborne
illness that typically manifests as gastroenteritis. As stated by the CDC, foods that are most
commonly linked to Salmonella are meats, poultry, eggs, dairy products, and fresh fruits and
vegetables. The signs of salmonellosis occur between 6 and 72 hours after consuming
contaminated food or water and manifest themselves in diarrhea, stomach cramps, fever, nausea,
and vomiting, which lasts for 4-7 days (CDC, 2024). The worst effects can lead to dehydration,
most commonly in groups who are most at risk, including children, the elderly, and
immunocompromised individuals (Popa & Papa, 2021). Although less common, complications
can include bacteremia, where the bacteria spread into the bloodstream, leading to potentially
life-threatening conditions if untreated (Dyda et al., 2020).
       The chain of infection for salmonellosis involves several vital stages: the pathogen
(Salmonella bacteria), the source or reservoir (frequently animals or food products), and how the
pathogen got to the susceptible host and the host. The bacteria that cause salmonellosis mainly
inhabit the gastrointestinal tracts of animals and can infect foods during processing (Canning et
al., 2023). The mode of transmission involves the spread through the fecal-oral route, which may
be done by taking contaminated food products or drinking water. In this case, the corporate
cafeteria likely serves as the source, where improper food handling practices may have
introduced the bacteria into the food consumed by employees. Once ingested, Salmonella
bacteria pass through the stomach to the intestines, where they can multiply, causing infection
and associated gastrointestinal symptoms. The spread of infection can be minimized by
controlling each link in the chain, mainly through safe food handling and personal hygiene
practices to reduce contamination risk (Lund et al., 2022). From among the ill employees,
symptoms such as diarrhea, fever, stomach cramps, and nausea manifesting the known signs of
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salmonellosis support the possibility that Salmonella is responsible for the outbreak (Latash,
2020). Further testing is necessary to confirm the diagnosis, yet the alignment of symptoms,
combined with likely exposure at a single food source, suggests a strong probability of
Salmonella infection.
Working Case Definition
     To best characterize the outbreak, one has to ascertain what portion of infected employees
display each particular sign. “In this step, one has to examine the symptoms as they relate to the
12 employees of the Flinn Corporation and the percentage distribution of each symptom. A
review of each symptom and the proportion of employees’ sicknesses is as follows.
Table 1: Symptoms and Affected Employees with Percentages
                                                   Corresponding
                                    Number of              Percentage of Ill
 Symptoms                 Code      Employees              Employees
 Nausea                   N                            3                       25.00%
 Vomiting                 V                            3                       25.00%
 Abdominal cramps         Ac                           6                       50.00%
 Diarrhea                 D                            8                       66.67%
 Fever                    F                            8                       66.67%
 Chills                   C                            8                       66.67%
 Headache                 H                            8                       66.67%
 Blood in the stool       Bs                           1                       8.33%
 Total Number of Ill Employees                        12
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       These percentages indicate the probability of any of the symptoms of the disease to
develop in the employees they infected as their risk factors. These observable signs observed on
the employees of Flinn Corporation resemble signs of salmonellosis. Therefore, table 1 depicts
how each of the individuals was affected by different symptoms of Salmonella bacteria.
                                 Descriptive Epidemiology
       Descriptive epidemiology is also valuable for practical work since it can operationalize
epidemiological data comparatively quickly, making it possible to define the characteristics of
the affected population that are necessary to build. This step is vital in identifying trends and
risk-easing factors and the likely source of the upcoming outbreak (Popa & Papa, 2021). Thus,
the analysis will focus on three key components: person, place, and time.
                                                 Person
Table 2: Gender Distribution
        Category                     Number                   of            Percentage
                                Employees
        Ill Male Employees              7                                   58.33%
        Ill Female Employees            5                                   41.67%
        Total Employees                 12                                  100%
       Mean Age
Table 3: Mean Age of Ill Employees
        Name                Age
        John                   55
        Nancy                  38
        Kate                   32
        William                25
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         Catherine               36
         Sean                    31
         Rodney                  41
         Graham                  60
         Peter                   33
         Chelsea                 45
         Joan                    44
         Colleen                 48
         Average                 40.67
 Age
       Table 2 shows the percentage of male and female workers to show the differences by
gender of the affected employees. The number of infected employees, which is found in Table 3,
offers a clue about the effect of the outbreak on employees according to their age since the table
contains the average age of the sick employees. The study revealed that the employees' illnesses
are mostly male employees whose ages are, on average, 40.67. Therefore, the data analysis is
helpful in identifying the population likely to be impacted or at risk of the outbreak.
                                                   Place
Table 4: Ill Employees Who Ate at the Cafeteria
 Number of Employees                          11
 Total number of ill employees                             12
 Percentage of ill employees at the cafeteria        91.67%
Table 5: Healthy Employees Who Ate at the Cafeteria
 Number of Employees                               1
                                                                                                    9
 Total number of healthy employees                                      8
 Percentage of employees at the cafeteria                        12.50%
           The study found that the Flinn Corporation’s cafeteria was a source of the infection.
           Therefore, the hypothesis is confirmed by performing data analysis, as shown in Tables 4
and 5. As per the survey, 91.67% of people suffering from that disease used the cafeteria facility,
in comparison to the 12.50% of employees who did not have any disease. Accordingly, this
evidence is consistent with the hypothesis that the cafeteria is the cause of the illness spread.
                                                           Time
Epidemic Curve
      Epidemic Curve of Salmonellosis Outbreak Cases at Flinn
      Corporation
 3.5
 2.5
 1.5
 0.5
  0
       29-Jan 30-Jan 31-Jan 1-Feb 2-Feb 3-Feb 4-Feb 5-Feb 6-Feb 7-Feb
           The epidemic curve presented here shows that it is a point-source epidemic. Such a curve
is described as rapid ascendance with a slow descent within a unique incubation period (CDC,
2024). Hence, this distribution suggests that people most probably acquired the infection from a
common source at the same time.
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                          Hypothesis testing in a retrospective cohort study
       Since the study is a retrospective cohort study, one is in a position to establish a
relationship between the cafeteria food items served and the outbreak. To achieve this test, the
risk ratio and attack rates of the foods that employees take at the cafeteria are determined. The
attack rates are helpful in quantifying the number of people who had their meal at the cafeteria
and took a particular food product (Tan et al., 2022). Therefore, the risk ratio measures the
probability of contracting the illness of those who consumed the particular food product against
those who did not.
   a. Attack Rates
   b. Risk ratio
       Results from the Retrospective Cohort Study
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Table 6: Attack Rate and Risk Ratio Calculation
Analysis of Each Food Risk Ratio
        Based on the present study findings, it was established that a higher number of people
who had consumed baked chicken contracted the illness, thus having a 4.14 relative risk of
contracting the illness compared to people who did not consume the food product. This suggests
a significant likelihood connected with baked chicken consumption regarding the outbreak (Tan
et al., 2022). Further, the study showed that persons who used mashed potatoes exposed
themselves to a 1.64-fold increased risk of illness in comparison to their counterparts who
shunned it but presented a lower risk than baked chicken. The spinach consumers had 1.29 times
the probability of getting sick; therefore, the association with the disease was relatively low. In
this study, a risk ratio of 1.15 was also observed for the fruit salad, which is most probably owing
to the natural sugars in fruits; thus, the association with the illness is negligible.
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       This, coupled with a reasonably acceptable risk ratio of 1.00, implies that there is no
difference in the epidemiology of the chosen illness between consumers and non-consumers of
chocolate ice cream. They went to self-suspicion, and this food cannot cause the disease. The
foods have a 0.82 risk ratio, which means that consuming the foods has a smaller risk of getting
ill than not consuming them. It is, perhaps, unlikely that any of these foods played a role in the
outbreak. Moreover, this analysis revealed that the relative risk of all items ranging from water,
milk, vanilla ice cream, and cake to coffee was 0.27 to 0.75. Therefore, these foods could not
readily infect people and may not either cause or prevent the disease.
            Prevention and Control Measures in the Cafeteria
       The findings of the retrospective cohort study show that the baked chicken bought from
the cafeteria in Flinn Corporation most probably caused the spread of Salmonella. With the
attack rate and risk ratio this high, it was probably the baked chicken salad that caused the high
rate of sickness among the employees. Therefore, in order to avoid similar occurrences and
protect the foods that are offered in the cafeteria, the following prevention and control measures
considering the principles of the well-organized food safety regime should be used in the future.
Remove Hazardous Food
       One rule is to ensure the cafeteria restocks baked chicken as soon as possible while other
food items that present similar symptoms must be removed, and all unsalted parts must be
discarded as well. Thus, if the specific supplier is the source of the contamination of a particular
ingredient in a flavored food, it is necessary to let them know so that they can help pull out the
toxic food from the market for the welfare of the people. Hence, the need to influence the staff to
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wash and disinfect all the food preparation and handling tools that are in contact with poisonous
food.
The Implementation of Food Handling and Preparation Protocols
        It is recommended that the cafeteria should adopt practices on food handling and
preparation such as the Hazard Analysis Critical Control Points (HACCP). The HACCP protocol
indicates that many administrative controls should be followed within a food business when
handling and preparing food. The managers and the other staff members check and guarantee
that goods such as eggs, poultry, and prepared salads get to the required internal temperature to
neutralize all the dangerous bacteria. Heat kills germs, and therefore, one could serve hot foods at
140 F or 60 C and avoid serving cold foods at above 40 F or four °C (CDC, 2024). Thus, to help
eliminate the risks of bacterial contamination, it is imperative to handle food properly.
Food Safety Training and Orientation
        Before serving food, all cafeteria workers are instructed to take food safety training,
which includes best practices regarding food handling, cooking, and storage. Some of the
training topics should include cross-contamination, temperature control, proper cleaning and
sanitation of tools, trolleys, and other utensils, and other relevant prohibited practices. Measures
of Hygiene in food include hand hygiene, appropriate dress code, and the use of gloves when
handling food (Wessels & Gouws, 2021). Further, infection control measures require employees
to undergo screening for the existence of food-borne pathogens among employees.
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Inspections and Monitoring of Food Storage
       Another critical factor is the need for regular inspections and monitoring to ensure that
high standards of food hygiene are maintained. This involves timely monitoring of the
temperatures in food storage areas, monitoring cleanliness and cross-contamination hazards
within storage and preparation areas, and managing the sanitation arrangements for common
cafeteria areas (Wessels & Gouws, 2021).” Moreover, routine microbiological examination of
foods, especially the crops popular with outbreaks like salads and RTE items, underlines these
dangers and, in advance, decreases their likelihood and effects.
Quality of Food Supplied
       In the food supply system, there is a necessity for the betterment of supply chain
management where high-risk foods such as eggs, dairy, fruits, and vegetables need attention for
proper safety. This may involve checking the authenticity of suppliers, asking for evidence of
safe preparation, and purchasing from suppliers who ensure safe methods (CDC, 2024). Also,
systems for traceability are crucial since firms can detect which batch was affected to form
contingency plans to contain the spread of the illness through the removal of the offending items
from circulation.
Reporting to Authorities
       This collaboration aspect is also very crucial in reporting procedures in matters
concerning public health. If the investigation is still underway, report the outbreak to the local
public health department; where the report is available, the department can give further
assistance, pamphlets, and details of how to combat the epidemic or to avoid its recurrence
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(Wessels & Gouws, 2021). Therefore, examining and analyzing cafeteria food safety procedures
and policies regarding the outcomes that come from the occurrence discussed above and
advancement in food safety research will help enhance the cumulative process of avoiding food-
borne diseases.
                                             Conclusion
       The findings suggest that Flinn Corporation had an actual epidemic break out, as 60% of
the workers got sick from suspected salmonellosis. The clinical manifestations that the affected
workers developed, including abdominal pain, diarrhea, and fever, are typical of salmonellosis.
Descriptive epidemiology supported by results of retrospective cohort analysis indicates that
cafeteria food items were the source of the outbreak. The following measures to reduce the risk
of contamination and improve the nursery's food safety must be implemented: the company has
to ensure very high standards of hygiene are adopted by the people that handle foods, such as
through frequent washing of hands and other requirements in the preparation process. For safety
to be enhanced, there is a need to check the temperature of the foods stored quite often. The
cafeteria staff needs to be trained on the guidelines of food safety. In addition, the action plan for
the essential actions should include inspections that should be carried out from time to time to
check on the implementation of food safety adoptions. Therefore, if Flinn Corporation
implements these preventive measures, it can prevent further occurrences, demonstrating care for
employees’ wellbeing.
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