| Literature DB >> 36231242 |
Jaron Ras1, Andre P Kengne2, Denise L Smith3, Elpidoforos S Soteriades4, Rucia V November1, Lloyd Leach1.
Abstract
Background: Firefighting is a strenuous occupation, which necessitates that firefighters stay in good physical condition and maintain adequate cardiovascular and musculoskeletal fitness to perform their duties with minimal health and safety risks. The aim of this review is to determine the effects of cardiovascular disease risk factors, musculoskeletal health, and physical fitness on the occupational performance of firefighters.Entities:
Keywords: cardiovascular health; firefighters; musculoskeletal health; occupational performance; physical fitness; risk factors
Mesh:
Year: 2022 PMID: 36231242 PMCID: PMC9564707 DOI: 10.3390/ijerph191911946
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Flow chart of study selection in narrative review: Adapted from Moher et al. [54].
Critical appraisal of cross-sectional studies using AXIS checklist.
| Question | Michaelides et al. [ | Skinner et al. [ | von Heimburg et al. [ | Perroni et al. [ | Schonfeld et al. [ | Lindberg et al. [ | Lindberg et al. [ | Siddal et al. [ | Xu et al. [ | Stevenson et al. [ | Myhre et al. [ | Chizewski et al. [ | Kleinberg et al. [ | Elsner and Kolkhorst [ | Ryan et al. [ | von Heimburg et al. [ | von Heimburg et al., [ | Rhea et al. [ | Sheaff et al. [ | Michaelides et al. [ | Saari et al. [ | Windisch, et al. [ | Misner et al. [ | Williford et al. [ | Davis et al. [ | Nazari et al. [ | Sothmann et al. [ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Introduction | |||||||||||||||||||||||||||
| Clear aims/objectives | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Methods | |||||||||||||||||||||||||||
| Study design appropriate for the stated aim(s)? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Sample size justified? | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Target/reference population clearly defined? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Sample frame taken from an appropriate population base to closely represent the target population? | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 |
| Selection process likely to select subjects that were representative of the target population? | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | ⨯ | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 |
| Measures undertaken to address and categorize non-responders? | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | ⨯ | 🗸 | 🗸 | 🗸 | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Were the risk factor and outcome variables measured appropriate to the aims of the study? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Were the risk factor and outcome variables measured correctly using instruments/measurements that had been trialed, piloted or published previously? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Clear which tests were used to determine statistical significance and/or precision estimates? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Were the methods sufficiently described to enable them to be repeated? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Results | |||||||||||||||||||||||||||
| Were the basic data adequately described? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Does the response rate raise concerns about non-response bias? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| If appropriate, was information about non-responders described? | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
| Were the results internally consistent? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Were the results presented for all the analyses described in the methods? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Discussion | |||||||||||||||||||||||||||
| Were the authors’ discussions and conclusions justified by the results? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Were the limitations of the study discussed? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | ⨯ | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Other | |||||||||||||||||||||||||||
| Were there any funding sources or conflicts of interest that may affect the authors’ interpretation of the results? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| Was ethical approval or consent of participants attained? | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 | 🗸 |
| TOTAL SCORE | 15 | 15 | 15 | 15 | 15 | 15 | 15 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 18 | 19 | 19 | 19 | 19 |
Note: NA—indicated questions that were not applicable for grading of the overall study quality; 🗸—indicates yes; ⨯—indicates no.
Critical appraisal of cohort studies using the Critical Appraisal Skills Programme checklist.
| Quality Assessment Criteria | Phillips et al. [ | MacDermid et al. [ | Hendersen et al. [ |
|---|---|---|---|
| 1. Did the study address a clearly focused issue? | 🗸 | 🗸 | 🗸 |
| 2. Was the cohort recruited in an acceptable way? | 🗸 | 🗸 | 🗸 |
| 3. Was the exposure accurately measured to minimize bias? | 🗸 | 🗸 | 🗸 |
| 4. Was the outcome accurately measured to minimize bias? | 🗸 | 🗸 | 🗸 |
| 5. (a) Have the authors identified all important confounding factors? | 🗸 | 🗸 | 🗸 |
| 5. (b) Have they taken account of the confounding factors in the design and/or analysis? | 🗸 | 🗸 | 🗸 |
| 6. (a) Was the follow up of subjects complete enough? | 🗸 | 🗸 | 🗸 |
| 6. (b) Was the follow up of subjects long enough? | 🗸 | 🗸 | 🗸 |
| 7. What are the results of this study? | NA | NA | NA |
| 8. How precise are the results? | NA | NA | NA |
| 9. Do you believe the results? | 🗸 | 🗸 | 🗸 |
| 10. Can the results be applied to the local population? | 🗸 | 🗸 | 🗸 |
| 11. Do the results of this study fit with other available evidence? | 🗸 | 🗸 | 🗸 |
| 12. What are the implications of this study for practice? | 🗸 | 🗸 | 🗸 |
| TOTAL SCORE | 12 | 12 | 12 |
Note: NA—indicated questions that were not applicable for grading of the overall study quality; 🗸—indicates yes.
Study characteristics of included studies.
| References | Study Design, Setting and Sample | Sample | Participant Information and Physical Fitness Measures | Occupational Performance Measures | Testing Procedure Details | Outcome |
|---|---|---|---|---|---|---|
| Chizewski et al. [ | Cross-sectional study | 89 male firefighter recruits | Age: 26.8 ± 4.2 years |
Kiser Sled SCBA Crawl Victim Drag Hose Advance Equipment Carry Ladder Raise | Full PPE SCBA gear | Significant relationships between cardiovascular endurance (r = −0.49, |
| Davis et al. [ | Cross sectional study | 100 full-time male firefighters | Age: 33.1 ± 7.63 |
Ladder extension Standpipe carry Hose pull Simulated rescue Simulated forcible entry | Full PPE SCBA gear | Significant predictors of performance on simulated tasks included the firefighters’ lean body mass, maximal heart rate, cardiorespiratory fitness, age, and BF%. High muscular strength and endurance and near maximal aerobic capacity was necessary to complete simulated tasks. |
| Elsner and Kolkhorst [ | Cross-sectional study | 20 male firefighters | Age: 37.4 ± 8.5 years |
Hose advance and connect ladder carry and extension Donning their SCBA Advancing two sections of a fire hose Breach Stair climb Equipment hoist. Hose advance. stair decent Search and rescue | Full PPE and SCBA gear | There was a moderately strong inverse relationship between |
| Henderson et al. [ | Cohort study | 306 male and female firefighter recruits | Age: 26.1 ± 4.7 years |
Stair climb Hose hoist Forcible entry Hose advance Victim rescue | Full PPE and SCBA gear | BF% (r = −0.17) and age (r = −0.03) was negatively correlated with combat test performance. Absolute |
| Kleinberg et al. [ | Cross-sectional study | 46 male firefighters | Age: 37.6 ± 7.2 years | Stair-climb (s) | Fitted with weighted vest to simulate weight of PPE | Quadriceps cross-sectional area (QCSA) and quadriceps echo intensity (QEI) were significantly associated with stair-climb time (r = 20.492, |
| Lindberg et al. [ | Cross sectional study | 38 male and female full-time, volunteer firefighters and civilians. | Age: 34 ± 9.8 years |
cutting Stairs Hose pulling Demolition Victim rescue Terrain crossing | 19 kgs | Significant correlations were present between all field tests and all the firefighter specific tasks (r = 0.45 to 0.85). |
| Lindberg et al. [ | Cross sectional study | 38 male and female full-time, volunteer firefighters and civilians. | Age: 34 ± 9.8 years |
cutting Stairs Hose pulling Demolition Victim rescue Terrain crossing | 24 kgs | Absolute and relative |
| Cross-sectional study | 293 male and female firefighters | Age: 42.6 ± 9.7 years | Work Limitations Questionnaire (WLQ-26)
Hose Drag Stair Climb with a High-Rise Pack | Not specified | Firefighters who reported having moderate to severe muscle and joint problems took approximately 10s longer to complete the stair climb task than did firefighters not reporting those problems. | |
| Michaelides et al. [ | Cross-sectional study | 38 experienced volunteer firefighters | Age: 32.25 ± 6.07 years |
Stair climb, Rolled hose lift, and move, Keiser sled, Hose pull and hydrant hookup, Rescue mannequin drag, Charged hose advance | Full PPE and SCBA gear | Upper body muscular endurance (push-ups to exhaustion) and upper body strength (1-RM bench press) were significantly inversely related with the total completion time the test (AT score; |
| Michaelides et al. [ | Cross-sectional study | 90 full-time male firefighters | Age: 32.25 ± 6.07 years |
Stair climb Rolled hose lift, and move Keiser sled Hose pull and hydrant hookup Rescue mannequin drag Charged hose advance | Full PPE and SCBA gear | Negative correlations indicated that higher performance on the fitness variables were associated with faster completion of the AT test, thus higher firefighting performance. |
| Misner et al. [ | Cross-sectional study | 150 female firefighter applicants | Age: 27.1 ± 4.5 years | Stair climb test | Harness containing air pack | Stair climb performance was significantly correlated with age, lean body mass, vertical jump and peak power |
| Myhre et al. [ | Cross-sectional study | 222 male and female firefighters | Age: 30.4 ± 9.3 years |
“crash” aircrew rescue Search and rescue | Full PPE and SCBA gear | Recue time was positively correlated to age (r = 0.38), and BF% (r = 0.36) and negatively correlated to |
| Nazari et al. [ | Cross-sectional study | 46 males | Age: 33.66 ± 9.19 years |
Stair climb, Hose drag | Full PPE and SCBA gear | A negative correlation was present and indicated that higher |
| Perroni et al. [ | Cross-sectional study | 20 full-time male firefighters | Height: 177 ± 6 cm |
Incremental treadmill test, child rescue, 250m run, find an exit, 250 m run 2 | Discrete testing | There was a significant correlation between |
| Phillips et al. [ | longitudinal study, cohort and cross-sectional study design | 414 male firefighter applicants | Age: 27 ± 5 years |
Hose drag, Weighted sled pull Forcible entry, Victim rescue, Ladder climb | PPE only | There was a significant correlation between body mass and treadmill test duration and a stronger correlation (r = 0.76) between test duration and |
| Rhea et al. [ | Cross-sectional study | 20 male firefighters | Age: 34.5 ± 6.1 years |
Hose pull Dummy drag Stair climb Hoist | Full SCBA gear | Significant correlations ( |
| Ryan et al. [ | Cross-sectional study | 41 full-time male firefighters | Age: 32.3 ± 2.5 years | Stair climb time | Fitted with weighted vest to simulate weight of PPE. | Faster firefighter Stair Climb times (lower scores) were significantly associated with greater Peak Torque (r = −0.421; |
| Saari et al. [ | Cross-sectional study | 74 full-time male firefighters | Younger vs. Older |
High-rise pack carry (stair climb) Hose hoist Forcible entry Hose advance Victim recue | Full PPE and SCBA gear. | On average, it took older firefighters 8.8% longer to complete the course compared with younger firefighters ( |
| Schonfeld et al. [ | Cross-sectional study | 20 male volunteer firefighters | Age: 38.6 ± 2.5 years |
Stair climb Chopping simulation Victim drag | Full PPE and SCBA gear | |
| Sheaff et al. [ | Cross-sectional study | 33 Career and volunteer firefighters | Age: 28 ± 1 years |
Stair climb Hose drag Equipment carry Ladder raise and extension Forcible entry Search Rescue Ceiling breach and pull | Full SCBA gear | |
| Siddall et al. [ | Cross-sectional study | 68 (63 male; 5 female) full-time firefighters | Age: 41 ± 8 years |
The equipment carry: The casualty evacuation The ‘hose run’ | Full PPE and SCBA gear | Relative |
| Sothmann et al. [ | Cross-sectional study | 153 full-time male and female firefighters | Age: 36 ± 6 years |
Hose drag and high rise pack carry Dummy drag | Discrete testing | Women completed the simulation approximately 35% slower than men which when tested by ANOVA proved to be a statistically significant difference (F 1151 = 5.70, |
| Stevenson et al. [ | Cross-sectional study | 69 full-time male and female firefighters | Age: 40 ± 8 years |
Equipment carry Casualty evacuation Hose run | Full PPE and SCBA gear | The time to complete the firefighting simulation test (FFST) was highly inversely correlated with cardiorespiratory fitness (r = −0.73, |
| Skinner et al. [ | Cross-sectional study | 42 full-time male Aviation Rescue Firefighters | Age: 38.4 ± 7.6 years |
Hose drag (s) Dummy drag (s) Stihl saw hold (min) Stair climb (s) | Full SCBA gear | Older age, and longer arm length had small-to-moderate correlations with slower time to complete the dummy drag and hose drag tasks respectively. A strong inverse correlation was observed between time to complete the simulated ARFF emergency protocol for speed at lactate threshold, anaerobic step test performance and |
| von Heimburg et al. [ | Cross-sectional study | 14 Part-time male firefighters | Age: 38 ± 9 years |
Stair climb Six patient Victim drag | Full PPE and SCBA gear | The peak oxygen uptake in absolute terms was 18% higher in the faster subjects than in the slower ones during the rescue. The accumulated oxygen uptake obtained by integrating the oxygen uptake over the whole operation was less in the faster subjects, both in absolute terms (17%) and relative to body mass (25%). The faster firefighters had an 8% higher |
| von Heimburg et al. [ | Cross-sectional study | 22 full-time firefighters | 23 Males/1 female | Part 1: Puzzle Balance Hose drag Hose connection and disconnect Carrying heavy cans Tunnel crawling Heat chamber Retreat | Full PPE and SCBA gear | Firefighters with high |
| von Heimburg et al. [ | Cross-sectional study | 43 experienced and inexperienced male and female firefighters | Age: 41.4 ± 4.2 years | Trondheim test Puzzle Balance Hose dragging Hose connection and disconnect Carrying heavy cans Tunnel crawling Heat chamber Retreat | Full PPE and SCBA gear | The young men performed the skill and agility tasks faster than the senior firefighters and the female applicants. |
| Williford et al. [ | Cross-sectional study | 91 full-time male firefighters | Age: 31.69 ± 7.39 years |
Victim rescue: 48.10 ± 29.36 Forcible entry: 30.44 ± 18.62 Hoist: 32.11 ± 21.87 Hose advance: 19.38 ± 18.88 Stair climb: 53.53 ± 13.68 | Full PPE and SCBA gear | Significant correlations ( |
| Windisch, et al. [ | Cross-sectional study | 41 full-time male firefighters | Age: 39 ± 9 years |
Ladder climb: 85 ± 15 s Hoist: 35 ± 8 s Crawling: 412 ± 96 s | Full PPE with SCBA gear and without SCBA gear | It can be noted that outstanding performers had significantly higher |
| Xu et al. [ | Cross-sectional study | 20 full-time firefighters | Age: 25.65 ± 2.97 years; |
Rope climb Run 200 m round trip with load Run 60 m carrying a ladder Climb stairs with load Evacuation of 400 m with supplies Run 5 km with an air respirator and Run 100 m with a water hose | An increase in |
Note: Units of measurements: m—meters; cm—centimeters; kgs—kilograms; FFW—fat free weight; O2—oxygen consumption; O2max—maximum oxygen consumption; BF%—bodyfat percentage; kg·m−2—kilograms per meter squared; mL·kg·min.—milliliters per kilogram per minute; L·min—liters per minute; min—minutes; s—seconds; bmp—beats per minute. PPE—personal protective equipment; SCBA—self-contained breathing apparatus.
Figure 2The effect of age and obesity on occupational performance in firefighters [39,57,70,74,77,79].
Figure 3The effect of gender on occupational performance in firefighters. Subgroup analysis on the weight of PPE.
The correlation between age, obesity and heart rate and occupational task performance in firefighters.
| Outcome | No. of Studies | No. of Participants | R (95% CI) | Z Score | Heterogeneity I2; Cohen’s Q; | Egger’s Test | Begg’s Test | |
|---|---|---|---|---|---|---|---|---|
| Age | 8 | 944 | 0.224 (0.162 to 0.284) | 3.834 | <0.001 ** | 74.1%; 27.0136; <0.001 | 2.33 (−2.36–7.02); 0.269 | 0.18; 0.529 |
|
| 5 | 639 | 0.199 (0.0425 to 0.346) | 2.484 | 0.004 ** | 71.1%; 13.85; 0.008 | 4.18 (−2.14–10.48); 0.126 | 0.53; 0.197 |
|
| 6 | 416 | 0.282 (0.167 to 0.390) | 4.675 | <0.001 ** | 32.5%; 7.41; 0.191 | 2.82 (−5.30–10.95); 0.389 | 0.41; 0.243 |
|
| 5 | 749 | 0.286 (0.0968 to 0.455) | 2.927 | 0.003 ** | 83.9%; 24.90; <0.001 | 3.69 (−6.39–13.77); 0.329 | 0.20; 0.624 |
|
| 5 | 327 | 0.323 (0.220 to 0.418) | 5.912 | <0.001 ** | 0.0%; 3.68; 0.452 | 1.47 (−0.70–9.95); 0.621 | 0.40; 0.327 |
| Obesity | 9 | 876 | 0.316 (0.254 to 0.375) | 6.432 | <0.001 ** | 54.5%; 17.59; 0.025 | 1.79 (−0.49–4.07); 0.106 | 0.14; 0.597 |
|
| 5 | 572 | 0.350 (0.184 to 0.496) | 4.007 | <0.001 ** | 71.8%; 14.18; 0.007 | 3.48 (−1.66–8.62); 0.120 | 0.60; 0.142 |
|
| 6 | 348 | 0.413 (0.319 to 0.498) | 7.933 | <0.001 ** | 0.0%; 5.65; 0.463 | 0.19 (−3.53–3.91); 0.901 | 0.09; 0.758 |
|
| 6 | 614 | 0.368 (0.218 to 0.501) | 4.601 | <0.001 ** | 69.1%; 16.19; 0.006 | 3.43 (−0.01–6.88); 0.051 | 0.47; 0.189 |
|
| 7 | 770 | 0.354 (0.228 to 0.468) | 5.253 | <0.001 ** | 62.4%; 15.94; 0.014 | 1.72 (−1.44–4.89); 0.220 | 0.19; 0.538 |
|
| 6 | 512 | 0.388 (0.310 to 0.460) | 9.095 | <0.001 ** | 16.4%; 5.98; 0.308 | 0.54 (−3.21–4.28); 0.712 | 0.33; 0.348 |
| Heart rate | 2 | 110 | 0.398 (0.226 to 0.547) | 4.301 | <0.001 ** | 0.0%; 0.41; 0.521 | 2.74 (--); <0.001 | 1.00; 0.317 |
Note: ** indicates statistical significance <0.01. (--)—indicates insufficient studies to calculate Egger’s test result. PPE—personal protective equipment.; italics—indicates subgroup analysis.
The correlation between physical fitness and occupational performance in firefighters.
| Outcome | No. of Studies | No. of Participants | R (95% CI) | Z Score | Heterogeneity I2; Cohen’s Q; | Egger’s Test | Begg’s Test | |
|---|---|---|---|---|---|---|---|---|
| Cardiorespiratory fitness | 11 | 946 | −0.584 (−0.671 to −0.482) | −9.132 | <0.001 ** | 72.9%; 36.96; <0.001 | −2.52 (−4.80 to 0.23); 0.034 | −0.18; 0.432 |
| Gas analysis | 5 | 207 | −0.672 (−0.743 to −0.587) | −11.295 | <0.001 | 0.0%; 3.98; 0.407 | 1.17 (−3.72 to 6.07); 0.501 | 0.40; 0.327 |
| Sequential tasks | 8 | 635 | −0.589 (−0.682 to −0.476) | −8.390 | <0.001 ** | 64.1%; 19.49; 0.007 | −2.05 (−4.65 to 0.53); 0.099 | −0.29; 0.322 |
| Five or more tasks | 6 | 525 | −0.571 (−0.680 to −0.438) | −7.074 | <0.001 ** | 61.9%; 13.11; 0.022 | −1.99 (−4.88 to 0.91); 0.129 | −0.33; 0.348 |
| Males | 7 | 281 | −0.596 (−0.675 to −0.505) | −10.260 | <0.001 ** | 9.9%; 6.66; 0.353 | −0.72 (−4.04 to 2.59); 0.599 | −0.19; 0.538 |
| Males and females | 4 | 665 | −0.566 (−0.709 to −0.378) | −5.161 | <0.001 ** | 88.2%; 25.46; <0.001 | −7.31 (−15.92 to 1.29); 0.067 | −0.33; 0.497 |
| Weight of PPE | 7 | 678 | −0.551 (−0.660 to −0.419) | −7.005 | <0.001 ** | 68.3%; 18.94; 0.004 | −2.15 (−4.61 to 0.31); 0.075 | −0.09; 0.758 |
| Full-time only | 7 | 449 | −0.605 (−0.729 to −0.443) | −6.094 | <0.001 ** | 75.0%; 24.0390; <0.001 | −2.39 (−0.60 to 1.25); 0.152 | 0.00; 1.000 |
| Upper body endurance | 6 | 387 | −0.344 (−0.430 to −0.251) | −6.886 | <0.001 ** | 0.0%; 3.49; 0.624 | 1.13 (−4.07 to 6.33); 0.579 | 0.33; 0.348 |
| Weight of PPE | 4 | 256 | −0.363 (−0.467 to −0.250) | −5.949 | <0.002 ** | 0.0%; 1.3; 0.770 | −7.6 (−8.63 to 7.11); 0.717 | −0.33; 0.497 |
| Full−time only | 4 | 268 | −0.324 (−0.430 to −0.209) | −5.318 | <0.001 ** | 1.9%; 3.06; 0.383 | 4.30 (−9.22 to 17.82); 0.305 | 0.33; 0.497 |
| Abdominal endurance | 8 | 871 | −0.308 (−0.367 to −0.246) | −9.256 | <0.001 ** | 0.0%; 3.62; 0.822 | −0.05 (−1.65 to 1.54); 0.939 | 0.14; 0.621 |
| Five or more tasks | 5 | 587 | −0.333 (−0.403 to −0.258) | −8.267 | <0.001 ** | 0.0%; 2.22; 0.696 | −0.9 (−3.33 to 3.13); 0.929 | 0.00; 1.000 |
| Sequential tasks | 5 | 254 | −0.320 (−0.428 to −0.202) | −5.121 | <0.001 ** | 0.0%; 1.60; 0.808 | 1.38 (−1.35 to 4.11); 0.206 | 0.60; 0.142 |
| Males only | 5 | 323 | −0.349 (−0.443 to −0.247) | −6.391 | <0.001 ** | 0.0%; 2.01; 0.733 | 2.24 (−1.36 to 5.8); 0.142 | 0.60; 0.142 |
| Weight of PPE | 5 | 740 | −0.296 (−0.361 to −0.229) | −8.212 | <0.001 ** | 0.0%; 2.38; 0.795 | 0.09 (−1.89 to 2.09); 0.089 | 0.07; 0.851 |
| Full-time only | 5 | 446 | −0.294 (−0.377 to −0.205) | −6.284 | <0.001 ** | 0.0%; 1.82; 0.768 | −0.52 (−3.22 to 2.18); 0.584 | 0.00; 1.000 |
| Grip strength | 6 | 258 | −0.421 (−0.602 to −0.198) | −5.086 | <0.001 ** | 68.6%; 15.92; 0.007 | 0.59 (−4.30 to 5.48); 0.754 | −0.07; 0.851 |
| Five or more tasks | 4 | 502 | −0.439 (−0.578 to −0.274) | −4.882 | <0.001 ** | 68.9%; 9.67; 0.022 | 1.39 (−9.64 to 12.42); 0.642 | 0.67; 0.174 |
| Males only | 5 | 258 | −0.421 (−0.602 to −0.198) | −3.542 | <0.001 ** | 71.1%; 13.84; 0.008 | 0.59 (−430 to 5.48); 0.754 | −0.07; 0.851 |
| Weight of PPE | 5 | 522 | −0.473 (−0.604 to −0.317) | −5.420 | <0.001 ** | 66.9%; 12.07; 0.017 | −0.11 (−6.30 to 6.09); 0.959 | −0.20; 0.624 |
| Full-time only | 4 | 225 | −0.406 (−0.625 to −0.127) | −2.790 | 0.005 ** | 77.5; 13.31; 0.004 | −1.38 (−21.05 to 18.29); 0.791 | 0.00; 1.000 |
| Upper body strength | 8 | 814 | −0.318 (−0.380 to −0.254) | −5.756 | <0.001 ** | 57.7%; 16.53; 0.207 | −1.51 (−4.29 to 1.27); 0.232 | −0.29; 0.320 |
| Five or more tasks | 5 | 530 | −0.374 (−0.446 to −0.298) | −8.931 | <0.001 ** | 5.1; 4.21; 0.378 | −1.26 (−4.36 to 1.85); 0.288 | −0.20; 0.624 |
| Sequential tasks | 6 | 572 | −0.357 (−0.428 to −0.283) | −8.802 | <0.001 ** | 28.7; 7.01; 0.219 | −0.42 (−3.82 to 2.98); 0.750 | −0.06; 0.851 |
| Males only | 6 | 286 | −0.421 (−0.540 to −0.266) | −5.183 | <0.001 ** | 42.4%; 8.68; 0.122 | −0.83 (−6.93 to 5.28); 0.726 | −0.20; 0.573 |
| Weight of PPE | 6 | 683 | −0.339 (−0.449 to −0.219) | −5.321 | <0.001 ** | 50.2; 10.04; 0.074 | −1.89 (−4.52 to 0.74); 0.116 | −0.60; 0.091 |
| Full-time only | 5 | 389 | −0.313 (−0.470 to −0.137) | −3.409 | 0.001 ** | 57.5%; 9.40; 0.052 | −2.40 (−6.17 to 1.37); 0.136 | −0.80; 0.050 |
| Lower body strength | 3 | 122 | −0.216 (−0.383 to −0.0349) | −2.331 | 0.020 * | 0.0%; 0.27; 0.876 | −0.22 (−12.99 to 12.55); 0.863 | −0.33; 0.602 |
| Five or more tasks | 2 | 102 | −0.201 (−0.383 to −0.003) | −1.992 | 0.046 * | 0.0%; 0.10; 0.749 | 1.01 (--); <0.001 | 1.00; 0.317 |
| Full-time only | 2 | 92 | −0.236 (−0.424 to −0.029) | −2.232 | 0.026 * | 0.0%; 0.10; 0.751 | −0.70 (--); <0.001 | −1.00; 0.317 |
| Flexibility | 4 | 233 | −0.099 (−0.227 to 0.032) | −1.479 | 0.139 | 0.0%; 2.05; 0.560 | −2.58 (−8.81 to 3.64); 0.216 | −0.67; 0.174 |
Note: * indicates statistical significance <0.05; ** indicates statistical significance <0.01. (--)—indicated insufficient studies present to perform Egger’s test. PPE—personal protective equipment; italics – indicates subgroup analysis.
The correlation between obesity and age, and individual task performance.
| Outcome | No. of Studies | No. of Participants | R (95% CI) | Z Score | Heterogeneity I2; Cohen’s Q; | Egger’s test | Begg’s Test | |
|---|---|---|---|---|---|---|---|---|
| Obesity | ||||||||
| Stair climb | 6 | 304 | 0.489 (0.361 to 0.599) | 6.696 | <0.001 ** | 39.2%; 8.23; 0.144 | −1.98 (−6.92 to 2.97); 0.33 | −0.28; 0.44 |
|
| 2 | 160 | 0.537 (0.416 to 0.640) | 7.453 | <0.001 ** | 0.0%; 0.12; 0.729 | 3.43 (--); <0.001 | 1.00; 0.317 |
|
| 4 | 222 | 0.485 (0.375 to 0.581) | 7.670 | <0.001 ** | 36.8%; 4.75; 0.191 | −1.26 (−12.73 to 10.21); 0.682 | −0.33; 0.497 |
|
| 5 | 242 | 0.468 (0.308 to 0.577) | 7.654 | <0.001 ** | 33.6%; 6.02; 0.197 | −1.78 (−7.33 to 3.78); 0.383 | −0.32; 0.439 |
|
| 4 | 200 | 0.514 (0.401 to 0.611) | 7.789 | <0.001 ** | 0.0%; 2.07; 0.557 | −1.29 (−6.31 to 3.73); 0.385 | −0.18; 0.709 |
|
| 4 | 222 | 0.435 (0.259 to 0.583) | 4.543 | <0.001 ** | 48.9%; 5.8771; 0.118 | −3.45 (−11.86 to 4.96); 0.219 | −0.33; 0.497 |
| Hose drag | 5 | 242 | 0.241 (0.095 to 0.378) | 3.580 | <0.001 ** | 19.5%; 4.97; 0.290 | 1.54 (−3.59 to 6.66); 0.411 | 0.53; 0.197 |
|
| 2 | 160 | 0.231 (−0.004 to 0.442) | 1.926 | 0.054 | 55.8%; 2.26; 0.133 | 14.85 (--); <0.001 | 1.00; 0.317 |
|
| 4 | 222 | 0.249 (0.0702 to 0.412) | 2.710 | 0.007 ** | 39.6%; 4.97; 0.174 | 2.46 (−7.39 to 12.31); 0.395 | 0.67; 0.174 |
|
| 4 | 200 | 0.255 (0.117 to 0.383) | 3.577 | <0.001 ** | 31.5%; 4.38; 0.223 | 1.81 (−5.65 to 9.26); 0.407 | 0.55; 0.264 |
|
| 4 | 222 | 0.206 (0.073 to 0.3310 | 3.022 | 0.003 ** | 0.0%; 2.59; 0.458 | 0.27 (−8.63 to 9.18); 0.908 | 0.33; 0.497 |
| Victim drag | 5 | 242 | 0.254 (0.129 to 0.371) | 3.915 | <0.001 ** | 0.0%; 1.51; 0.825 | −0.35 (−3.51 to 2.81); 0.746 | −0.11; 0.796 |
|
| 2 | 160 | 0.280 (0.129 to 0.419) | 3.575 | <0.001 ** | 0.0%; 0.22; 0.639 | 4.52 (--); <0.001 | 1.00; 0.317 |
|
| 4 | 222 | 0.244 (0.113 to 0.366) | 3.601 | <0.001 ** | 0.0%; 1.15; 0.765 | −1.45 (−5.45 to 2.56); 0.261 | −0.33; 0.497 |
|
| 5 | 242 | 0.254 (0.129 to 0.371) | 3.915 | <0.001 ** | 0.0%; 1.51; 0.825 | −0.35 (−3.51 to 2.81); 0.746 | −0.11; 0.796 |
|
| 4 | 200 | 0.275 (0.138 to 0.401) | 3.864 | <0.001 ** | 0.0%; 0.99; 0.805 | −0.16 (−4.53 to 4.2); 0.886 | 0.18; 0.709 |
|
| 4 | 222 | 0.266 (0.136 to 0.386) | 3.946 | <0.001 ** | 0.0%; 1.08; 0.782 | 0.38 (−5.27 to 6.03); 0.801 | 0.00; 1.000 |
| Forcible entry | 2 | 160 | 0.285 (0.135 to 0.423) | 3.639 | <0.001 ** | 24.1%; 0.1.32; 0.251 | 11.51 (--); <0.001 | 1.00; 0.317 |
| Equipment hoist | 2 | 111 | 0.197 (0.008 to 0.372) | 2.044 | 0.041 * | 0.0%; 0.65; 0.419 | −1.58 (--); <0.001 | −1.00; 0.317 |
| Age | ||||||||
| Stair climb | 4 | 324 | 0.345 (0.166 to 0.502) | 3.669 | <0.001 ** | 62.3%; 7.74; 0.052 | 2.72 (−9.94 to 15.38); 0.453 | 0.33; 0.497 |
|
| 2 | 133 | 0.431 (0.280 to 0.562 | 5.201 | <0.001 ** | 7.7; 1.08; 0.298 | −3.74 (--); <0.001 | −1.00; 0.317 |
|
| 3 | 174 | 0.434 (0.302 to 0.549) | 5.963 | <0.001 ** | 0.0%; 1.09; 0.581 | −2.26 (−27.04 to 22.53); 0.454 | −0.33; 0.602 |
| Hose drag | 3 | 222 | 0.0403 (0.094 to 0.173) | 0.589 | 0.556 | 0.0%; 0.26; 0.889 | 0.46 (−19.37 to 20.29); 0.817 | −0.33; 0.602 |
| Victim rescue | 3 | 222 | 0.147 (−0.079 to 0.359) | 1.280 | 0.200 | 62.8%; 5.37; 0.068 | 6.62 (−44.75 to 57.99); 0.349 | 0.33; 0.602 |
| Forcible entry | 2 | 180 | 0.0318 (−0.116 to 0.178) | 0.419 | 0.675 | 0.0%; 0.08; 0.771 | 35.74 (--); <0.001 | 1.00; 0.317 |
Note: * indicates statistical significance <0.05; ** indicates statistical significance <0.01. (--)—indicates insufficient studies to calculate Egger’s test result. PPE—personal protective equipment.; italics—indicates subgroup analysis.
The correlation between physical fitness and individual task performance.
| Outcome | No. of Studies | No. of Participants | R (95% CI) | Z Score | Heterogeneity I2; Cohen’s Q; | Egger’s test | Begg’s Test | |
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| Stair climb | 4 | 351 | −0.421 (−0.639 to −0.140 | −2.856 | 0.004 ** | 82.9%; 17.55;<0.001 | 4.39 (−4.24 to 13.03); 0.159 | 0.33; 0.497 |
|
| 3 | 302 | −0.451 (−0.702 to −0.100) | −2.472 | 0.013 * | 85.4%; 13.69; 0.001 | −8.39 (−254.21 to 237.44); 0.739 | −0.33; 0.602 |
|
| 3 | 309 | −0.513 (−0.680 to −0.296) | −4.244 | <0.001 ** | 70.7%; 6.81; 0.033 | 3.13 (−23.58 to 29.83); 0.377 | 0.33; 0.602 |
|
| 2 | 91 | −0.214 (−0.406 to −0.005) | −2.007 | 0.045 * | 5.8%; 1.06; 0.303 | 17.68 (--); <0.001 | 1.00; 0.317 |
| Hose drag | 3 | 180 | −0.197 (−0.376 to −0.004) | −1.997 | 0.046 * | 38.1%; 3.23; 0.198 | 3.64 (−55.99 to 63.26); 0.580 | 1.00; 0.117 |
|
| 2 | 131 | −0.138 (−0.415 to 0.163) | −0.897 | 0.370 | 61.9%; 2.62; 0.105 | 5.98 (--); <0.001 | 1.00; 0.317 |
|
| 2 | 138 | −0.278 (−0.427 to −0.114) | −3.279 | 0.001 ** | 0.0%; 0.04; 0.839 | 0.93 (--); <0.001 | −1.00; 0.317 |
| Victim drag | 4 | 391 | −0.356 (−0.500 to −0.194) | −4.146 | <0.001 ** | 57.1; 6.99; 0.072 | 2.09 (−6.87 to 11.05); 0.421 | 0.33; 0.497 |
|
| 2 | 127 | −0.384 (−0.525 to −0.223) | −4.450 | <0.001 | 0.0%; 0.69; 0.406 | −2.72 (--); <0.001 | −1.00; 0.317 |
|
| 3 | 169 | −0.300 (−0.504 to −0.066) | −2.488 | 0.013 * | 55.6%; 4.50; 0.105 | 0.88 (−73.51 to 75.27); 0.905 | −0.33; 0.602 |
|
| 2 | 131 | −0.220 (−0.482 to 0.079) | −1.449 | 0.147 | 61.6%; 2.60; 0.107 | 5.95 (--); <0.001 | 1.00; 0.317 |
|
| 2 | 260 | −0.452 (−0.544 to −0.349) | −7.757 | <0.001 ** | 0.0%; 0.05; 0.817 | −4.41 (--); <0.001 | −1.00; 0.317 |
|
| 3 | 353 | −0.320 (−0.501 to −0.113) | −2.977 | 0.003 ** | 69.3%; 6.61; 0.039 | 4.37 (−6.36 to 15.14); 0.122 | 1.00; 0.117 |
| Saw hold | 2 | 80 | 0.301 (−0.601 to 0.074) | −1.580 | 0.114 | 64.8%; 2.84; 0.092 | −44.09 (--); <0.001 | −1.00; 0.317 |
|
| ||||||||
| Stair climb | 3 | 205 | −0.408 (−0.518 to −0.285) | −6.061 | <0.001 ** | 0.0%; 1.28; 0.527 | 3.93 (−9.22 to 17.07); 0.164 | 1.00; 0.1172 |
|
| 2 | 163 | −0.436 (−0.553 to −0.301) | −5.850 | <0.001 ** | 0.0%; 0.37; 0.541 | 7.13 (--); <0.001 | 1.00; 0.3173 |
| Hose drag | 4 | 294 | −0.290 (−0.393 to −0.180) | −5.010 | <0.001 ** | 0.0%; 0.56; 0.905 | −2.15 (−6.03 to 1.72); 0.139 | −0.33; 0.497 |
|
| 2 | 205 | −0.290 (−0.413 to −0.157) | −4.183 | <0.001 ** | 0.0%; 0.56; 0.754 | 0.78 (--); <0.001 | 1.00; 0.317 |
|
| 3 | 163 | −0.266 (−0.404 to −0.115) | −3.410 | 0.001 ** | 0.0%; 0.00; 0.947 | −2.48 (−15.86 to 10.89); 0.256 | −0.33; 0.602 |
| Victim rescue | 4 | 294 | −0.200 (−0.363 to −0.025) | −2.23 | 0.026 * | 55.2%; 6.69; 0.083 | 4.01 (−19.23 to 27.24); 0.536 | 0.67; 0.174 |
|
| 2 | 163 | −0.197 (−0.537 to 0.197) | −0.980 | 0.327 | 84.5%; 6.44; 0.011 | 29.60 (--); <0.001 | 1.00; 0.317 |
|
| 3 | 205 | −0.183 (−0.420 to 0.077) | −1.383 | 0.167 | 69.9; 6.63; 0.036 | 4.30 (−99.57 to 108.17); 0.692 | 0.33; 0.602 |
| Forcible entry | 3 | 252 | −0.247 (−0.407 to −0.072) | −2.743 | 0.006 ** | 51.1%; 4.09; 0.129 | 21.43 (−25.53 to 68.39); 0.109 | 1.00; 0.117 |
|
| 2 | 163 | −0.220 (−0.488 to 0.086) | −1.411 | 0.158 | 74.3%; 3.88; 0.049 | 22.98 (--); <0.001 | 1.00; 0.317 |
|
| ||||||||
| Stair climb | 5 | 262 | −0.415 (−0.512 to −0.306) | −6.933 | <0.001 ** | 25.7%; 5.38; 0.250 | 1.51 (−5.21 to 8.22); 0.526 | 0.00; 1.00 |
|
| 3 | 200 | −0.472 (−0.574 to −0.354) | −7.079 | <0.001 ** | 0.0%; 1.12; 0.572 | −3.07 (−21.12 to 14.99); 0.276 | −1.00; 0.117 |
|
| 3 | 224 | −0.388 (−0.496 to −0.268) | −5.962 | <0.001 ** | 22.8%; 3.88; 0.274 | 2.53 (−5.17 to 10.23); 0.293 | 0.33; 0.497 |
|
| 4 | 220 | −0.452 (−0.554 to −0.338) | −7.035 | <0.001 ** | 0.0%; 2.52; 0.473 | 4.73 (−49.98 to 59.44); 0.470 | 0.33; 0.602 |
| Hose drag | 5 | 313 | −0.230 (−0.334 to −0.120) | −4.034 | <0.001 ** | 17.3%; 4.83; 0.305 | 2.61 (−2.40 to 7.62); 0.196 | 0.40; 0.327 |
|
| 3 | 251 | −0.253 (−0.367 to −0.132) | −4.029 | <0.001 ** | 0.0%; 1.05; 1.000 | −5.72 (−116.29 to 104.85); 0.629 | −0.33; 0.602 |
|
| 4 | 293 | −0.256 (−0.361 to −0.143) | −4.381 | <0.001 ** | 0.0%; 1.06; 0.786 | −0.92 (−10.99 to 9.14); 0.732 | 0.00; 1.00 |
|
| 2 | 182 | −0.157 (−0.367 to 0.068) | −1.374 | 0.169 | 48.8%; 3.91; 0.142 | 3.11 (25.36 to 31.59); 0.397 | 0.33; 0.602 |
|
| 4 | 224 | −0.201 (−0.326 to −0.069) | −2.961 | 0.003 ** | 27.9%; 4.16; 0.245 | 2.41 (−6.16 to 10.97); 0.350 | 0.33; 0.497 |
| Victim drag | 6 | 351 | −0.151 (−0.290 to −0.006) | −2.044 | 0.041 * | 41.4%; 8.52; 0.129 | 1.01 (−5.24 to 7.27); 0.677 | 0.33; 0348 |
|
| 4 | 289 | −0.189 (−0.342 to −0.027) | −2.276 | 0.023 | 46.6%; 5.62; 0.132 | −3.96 (−21.81 to 13.89); 0.441 | 0.00; 1.00 |
|
| 5 | 331 | −0.176 (−0.281 to −0.068) | −3.165 | 0.002 ** | 29.1%; 5.64; 0.228 | −2.37 (−11.97 to 7.22); 0.489 | 0.00; 1.00 |
|
| 4 | 271 | −0.113 (−0.231 to 0.008) | −1.834 | 0.067 | 34.3%; 4.57; 0.206 | 3.33 (-.345 to 10.12); 0.169 | 1.00; 0.042 |
|
| 4 | 220 | −0.137 (−0.366 to 0.108) | −1.098 | 0.272 | 64.7%; 8.50; 0.037 | 1.16 (−14.11 to 16.44) | 0.33; 0.497 |
|
| 4 | 224 | −0.0845 (−0.248 to 0.084) | −0.984 | 0.325 | 30.4%; 4.31; 0.230 | 2.58 (−5.77 to 10.93); 0.315 | 0.67; 0.174 |
| Forcible entry | 3 | 251 | −0.195 (−0.313 to −0.072) | −3.081 | 0.002 ** | 0.0%; 1.39; 0.499 | 11.35 (−35.85 to 58.56); 0.201 | 0.33; 0.602 |
|
| 2 | 162 | −0.160 (−0.308 to −0.004) | −2.012 | 0.044 * | 0.0%; 0.79; 0.374 | 9.78 (--); <0.001 | 1.00; 0.317 |
| Equipment hoist | 2 | 111 | −0.168 (−0.400 to 0.167) | −0.844 | 0.399 | 37.1%; 1.59; 0.207 | 2.48 (--); <0.001 | 1.00; 0.317 |
| Saw hold | 2 | 80 | 0.252 (−0.300 to −0.677) | −0.891 | 0.373 | 83.8%; 6.17; 0.013 | 64.96 (--); <0.001 | 1.00; 0.317 |
|
| ||||||||
| Stair climb | 6 | 312 | −0.200 (−0.502 to 0.071) | −1.510 | 0.131 | 85.5%; 34.49;<0.0001 | −2.29 (−15.69 to 11.10); 0.348 | −0.33; 0.348 |
| Hose drag | 5 | 274 | −0.378 (−0.589 to −0.119) | −2.806 | 0.005 ** | 78.9%; 19.00;<0.001 | −3.97 (−16.26 to 8.33); 0.379 | 0.00; 1.00 |
|
| 2 | 163 | −0.325 (−0.496 to −0.129) | −3.188 | 0.001 ** | 42.5%; 1.74; 0.188 | 15.38 (--); <0.001 | 1.00; 0.317 |
|
| 4 | 225 | −0.429 (−0.668 to −0.108) | −2.566 | 0.010 * | 83.3%; 17.92; <0.001 | −3.69 (−24.39 to 17.01); 0.524 | 0.00; 1.00 |
|
| 4 | 232 | −0.442 (−0.666 to −0.145) | −2.834 | 0.005 ** | 81.8%; 16.45;<0.001 | −5.37 (−21.79 to 11.06); 0.295 | −0.33; 0.497 |
| Victim rescue | 5 | 263 | −0.578 (−0.713 to −0.402) | −5.545 | <0.001 ** | 68.2%; 12.56; 0.014 | −2.11 (−12.47 to 8.25); 0.563 | −0.40; 0.327 |
|
| 3 | 201 | −0.610 (−0.773 to −0.372) | −4.366 | <0.001 ** | 78.8%; 9.43; 0.009 | −6.89 (−95.23 to 81.44); 0.503 | −0.33; 0.602 |
|
| 4 | 243 | −0.561 (−0.716 to −0.353) | −4.697 | <0.001 ** | 74.7%; 11.84; 0.008 | −2.44 (−29.09 to 24.22); 0.732 | −0.33; 0.497 |
|
| 4 | 225 | −0.507 (−0.600 to −0.401) | −8.152 | <0.001 ** | 35.5; 4.65; 0.199 | −0.51 (−12.29 to 11.27); 0.869 | 0.00; 1.00 |
|
| 4 | 221 | −0.621 (−0.758 to −0.432) | −5.388 | <0.001 ** | 69.6%; 9.86; 0.019 | −3.07 (−17.08 to 10.93); 0.445 | −0.33; 0.497 |
| Forcible entry | 2 | 163 | −0.426 (−0.623 to −0.179) | −3.248 | 0.001 ** | 67.2; 3.05; 0.081 | 20.36 (--); <0.001 | 1.00; 0.317 |
| Equipment hoist | 2 | 111 | −0.420 (−0.703 to −0.023) | −2.066 | 0.039 * | 64.8%; 2.84; 0.092 | 3.29 (--); <0.001 | 1.00; 0.317 |
| Saw hold | 2 | 80 | 0.468 (−0.0836 to 0.800) | 1.682 | 0.093 | 85.1%; 6.70; 0.009 | 67.71 (--); <0.001 | 1.00; 0.317 |
|
| ||||||||
| Stair climb | 3 | 134 | −0.140 (−0.306 to 0.035) | −1.571 | 0.116 | 0.0%; 1.45; 0.484 | −2.33 (−17.66 to 12.99); 0.304 | −1.00; 0.117 |
| Hose drag | 3 | 134 | −0.544 (−0.748 to −0.247) | −3.337 | 0.001 ** | 71.9%; 7.11; 0.029 | −5.71 (19.89 to 8.48); 0.123 | −1.00; 0.117 |
|
| 2 | 114 | −0.402 (−0.547 to −0.233) | −4.421 | <0.001 ** | 0.0%; 0.45; 0.502 | −3.38 (--); <0.001 | −1.00; 0.317 |
|
| 2 | 92 | −0.609 (−0.888 to −0.002) | −1.966 | 0.049 * | 85.9%; 7.10; 0.008 | −5.91 (--); <0.001 | −1.00; 0.317 |
| Victim rescue | 3 | 134 | −0.350 (−0.573 to −0.080) | −2.512 | 0.012 * | 56.1%; 4.55; 0.103 | −3.10 (−47,24 to 41.04); 0.536 | −0.33; 0.602 |
|
| 2 | 114 | −0.255 (−0.422 to −0.073) | −2.715 | 0.007 ** | 0.0%; 0.67; 0.412 | 4.13 (--); <0.001 | 1.00; 0.317 |
|
| 2 | 92 | −0.461 (−0.733 to −0.064) | −2.248 | 0.025 * | 64.6%; 2.82; 0.093 | −3.72 (--); <0.001 | −1.00; 0.317 |
|
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| Stair climb | 5 | 329 | −0.0460 (−0.155 to 0.064) | −0.817 | 0.414 | 0.0%; 1.54; 0.819 | −0.64 (−3.45 to 2.17); 0.522 | −0.20; 0.624 |
| Hose drag | 4 | 179 | −0.244 (−0.381 to −0.097) | −3.223 | 0.001 ** | 0.0%; 1.72; 0.632 | −1.92 (−8.87 to 5.03); 0.357 | 0.00; 1.00 |
|
| 2 | 110 | −0.222 (−0.395 to −0.033) | −2.298 | 0022 * | 0.0%; 0.29; 0.591 | 2.71 (--); <0.001 | 1.00; 0.317 |
|
| 3 | 137 | −0.271 (−0.422 to −0.104) | −3.139 | 0.002 ** | 0.0%; 1.29; 0.525 | −2.19 (−20.28 to 15.90); 0.367 | −0.33; 0.602 |
| Victim rescue | 3 | 130 | −0.254 (−0.411 to −0.081) | −2.851 | 0.004 ** | 0.0%; 0.29; 0.862 | −0.93 (−11.45 to 9.60); 0.462 | −0.33; 0.602 |
|
| 2 | 110 | −0.246 (−0.416 to −0.059) | −2.559 | 0.010 * | 0.0%; 0.25; 0.619 | −2.79 (--); <0.001 | −1.00; 0.317 |
|
| 2 | 88 | −0.229 (−0.422 to −0.017) | −2.111 | 0.035 * | 0.0%; 0.13; 0.724 | −0.81 (--); <0.001 | −1.00; 0.317 |
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| Stair climb | 2 | 133 | −0.190 (−0.351 to −0.019) | −1.959 | 0.030 * | 11.4%; 1.13; 0.288 | 3.82 (--); <0.001 | 1.00; 0.317 |
| Hose drag | 3 | 222 | −0.130 (−0.259 to 0.004) | −1.908 | 0.056 | 0.0%; 0.94; 0.626 | −2.55 (−28.08 to 22.98); 0.425 | −1.00; 0.012 |
| Victim rescue | 3 | 222 | −0.0792 (−0.210 to 0.055) | −1.159 | 0.247 | 0.0%; 1.67; 0.434 | −4.09 (−22.07 to 13.89); 0.212 | −1.00; 0.117 |
| Forcible entry | 2 | 180 | −0.0700 (−0.215 to 0.078) | −0.924 | 0.355 | 0.0%; 0.66; 0.418 | 99.59 (--); <0.001 | 1.00; 0.317 |
Note: * indicates statistical significance <0.05; ** indicates statistical significance <0.01. (--)—indicates insufficient studies to calculate Egger’s test result. PPE—personal protective equipment.; italics—indicates subgroup analysis.