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Research ArticleOriginal Research

A Brief Tool to Screen Patients for Precarious Employment: A Validation Study

Julia W. Ho, Emily Bellicoso, Madeleine Bondy, Dorothy Linn Holness, Carles Muntaner, Rosane Nisenbaum, Arlinda Ruco, Nadha Hassen, Andrew Hanna and Andrew D. Pinto
The Annals of Family Medicine January 2024, 22 (1) 26-30; DOI: https://doi.org/10.1370/afm.3053
Julia W. Ho
Upstream Lab, MAP/Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario (Ho, Bellicoso, Bondy, Pinto);
PhD
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Emily Bellicoso
Upstream Lab, MAP/Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario (Ho, Bellicoso, Bondy, Pinto);
Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (Bellicoso, Holness);
MD, CFPC
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Madeleine Bondy
Upstream Lab, MAP/Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario (Ho, Bellicoso, Bondy, Pinto);
Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada (Bondy);
MD
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Dorothy Linn Holness
Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (Bellicoso, Holness);
Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada (Holness, Muntaner, Pinto);
Centre for Research Expertise in Occupational Disease, Toronto, Ontario, Canada (Holness);
Division of Occupational Medicine, Department of Medicine, St. Michael’s Hospital, Unity Health Toronto, Toronto, Ontario, Canada (Holness);
MD, MHS
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Carles Muntaner
Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada (Bondy);
Lawrence Bloomberg Faculty of Nursing, University of Toronto, Toronto, Ontario, Canada (Muntaner);
MD, PhD, MHS
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Rosane Nisenbaum
MAP/Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario (Nisenbaum);
Division of Epidemiology, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada (Nisenbaum);
PhD
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Arlinda Ruco
Interdisciplinary Health Program, St. Francis Xavier University, Antigonish, Nova Scotia, Canada (Ruco, Pinto);
PhD, MPH
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Nadha Hassen
Faculty of Environmental and Urban Change, York University, Toronto, Ontario, Canada (Hassen);
Phd, MPH
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Andrew Hanna
Royal College of Surgeons in Ireland – Medical University of Bahrain (Hanna);
MD, CFPC
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Andrew D. Pinto
Upstream Lab, MAP/Centre for Urban Health Solutions, Li Ka Shing Knowledge Institute, Unity Health Toronto, Toronto, Ontario (Ho, Bellicoso, Bondy, Pinto);
Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada (Bondy);
Interdisciplinary Health Program, St. Francis Xavier University, Antigonish, Nova Scotia, Canada (Ruco, Pinto);
Department of Family and Community Medicine, St. Michael’s Hospital, Unity Health Toronto, Toronto, Ontario, Canada (Pinto);
Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (Pinto).
MD, CCFP, MS
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  • For correspondence: andrew.pinto@utoronto.ca
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Article Figures & Data

Tables

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    Table 1.

    Participant Demographics (N = 204)

    CharacteristicNo. (%)
    Age category, y
        18-39123 (60.6)
        40-5966 (32.5)
        60-648 (3.9)
        ≥656 (3.00)
        Missing1 (0.00)
    Gender identity
        Male93 (45.6)
        Female106 (52.0)
        Other5 (2.5)
        Missing0 (0.0)
    Racial background
        White119 (58.3)
        Non-White85 (41.7)
    Born in Canada
        Yes135 (66.2)
        No69 (33.8)
    Immigrant-years arrived in Canada
        0-56 (8.2)
        6-1014 (20.6)
        >1048 (70.7)
        Missing1 (0.0)
    Educational attainment
        Attended high school, not completed3 (1.5)
        Completed high school17 (8.5)
        Attended business, trade, technical school, not completed4 (2.0)
        Completed business, trade, technical school28 (13.9)
        Attended university, not completed12 (6.0)
        Completed university (Bachelor’s degree)71 (35.3)
        Attended graduate school, not completed11 (5.5)
        Completed graduate school55 (27.4)
        Missing3 (0.0)
    • View popup
    Table 2.

    Association Between the Number of Endorsed Screening Questions and the PEPSO Employment Precarity Index Categories (N = 200)

    PEPSO CategoryNo. of Endorsed Screening Items, No. (%)
    0 (n = 86)1 (n = 73)2 (n = 29)3 (n = 12)
    Secure37 (18.5)9 (4.5)0 (0.0)0 (0.0)
    Stable20 (10.0)14 (7.0)3 (1.5)2 (1.0)
    Vulnerable17 (8.5)22 (11.0)7 (3.5)2 (1.0)
    Precarious12 (6.0)28 (14.0)19 (9.5)8 (4.0)
    • PEPSO = Poverty and Employment Precarity in Southern Ontario.

    • View popup
    Table 3.

    Comparison of Participants Categorized as Experiencing Precarious Employment With Those in Vulnerable, Stable, or Secure Employment

    Questions and No. of Items EndorsedSEN (95% CI)SPEC (95% CI)PPV (95% CI)NPV (95% CI)ROC (95% CI)LR+ (95% CI)LR− (95% CI)OR (95% CI
    Are you currently employed in a casual, short-term or temporary position?163.6 (50.9-75.1)72.52 (64.0-80.0)53.8 (42.2-65.2)79.8 (71.5-86.6)0.681 (0.61 1-0.751)2.32 (1.66-3.23)0.501 (0.358-0.702)4.62 (2.46-8.66)
    Do you feel fearful that you could be fired if you raised employment concerns?122.6 (12.9-35.0)86.2 (79.0-91.6)43.8 (26.4-62.3)70.0 (62.3-77.0)0.544 (0.483-0.604)1.63 (0.869-3.06)0.899 (0.773-1.05)1.81 (0.845-3.90)
    Does your pay vary a lot from month to month?150.7 (38.2-63.2)82.6 (75.0-88.6)59.6 (45.8-72.4)76.8 (68.9-83.4)0.667 (0.598-0.735)2.91 (1.88-4.52)0.596 (0.462-0.770)4.88 (2.52-9.39)
    Endorsed 1, 2, or 3 domains282.1 (70.8-90.4)55.6 (46.8-64.2)48.2 (38.8-57.8)86.0 (76.9-92.6)0.689 (0.626-0.751)1.85 (1.48-2.31)0.322 (0.189-0.549)5.75 (2.84-1 1.6)
    Endorsed 2 or 3 domains240.3 (28.5-53.0)89.5 (83.0-94.1)65.9 (49.4-79.9)74.8 (67.4-81.4)0.649 (0.584-0.714)3.84 (2.15-6.80)0.667 (0.543-0.819)5.74 (2.76-1 1.9)
    • LR− = negative likelihood ration; LR+ = positive likelihood ratio; NPV = negative predictive value; OR = odds ratio; PPV = positive predictive value; PEPSO = Poverty and Employment Precarity in Southern Ontario; ROC = receiver operating characteristic; SEN = sensitivity; SPEC = specificity.

    • ↵1 Answered yes to this question in the PEPSO Employment Precarity Index.

    • ↵2 Participants categorized as experiencing precarious employment by the PEPSO index were identified by endorsing 2 or 3 of the screening questions.

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The Annals of Family Medicine: 22 (1)
The Annals of Family Medicine: 22 (1)
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A Brief Tool to Screen Patients for Precarious Employment: A Validation Study
Julia W. Ho, Emily Bellicoso, Madeleine Bondy, Dorothy Linn Holness, Carles Muntaner, Rosane Nisenbaum, Arlinda Ruco, Nadha Hassen, Andrew Hanna, Andrew D. Pinto
The Annals of Family Medicine Jan 2024, 22 (1) 26-30; DOI: 10.1370/afm.3053

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A Brief Tool to Screen Patients for Precarious Employment: A Validation Study
Julia W. Ho, Emily Bellicoso, Madeleine Bondy, Dorothy Linn Holness, Carles Muntaner, Rosane Nisenbaum, Arlinda Ruco, Nadha Hassen, Andrew Hanna, Andrew D. Pinto
The Annals of Family Medicine Jan 2024, 22 (1) 26-30; DOI: 10.1370/afm.3053
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Subjects

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