| Literature DB >> 30741712 |
Z Shaghayegh Bagheri1,2, Nidhi Patel2,3, Yue Li2, Kayla Morrone2,4, Geoff Fernie2,5,6,7, Tilak Dutta2,6,7.
Abstract
BACKGROUND: Outdoor workers experience high injury rates in the winter due to slipping on ice and snow. Our testing program has demonstrated that most safety footwear does not provide adequate slip-resistance and/or comfort in icy conditions.Entities:
Keywords: Fall prevention; occupational injuries; slips-and-falls zzm321990incidents; vulnerable workers
Mesh:
Substances:
Year: 2019 PMID: 30741712 PMCID: PMC6398555 DOI: 10.3233/WOR-182840
Source DB: PubMed Journal: Work ISSN: 1051-9815
Footwear selection list of the 45 most often puchased footwear models worn by city workers. The brand name and footwear name is listed and each footwear type is represented with an ID number
| ID | Brand | Footwear | ID | Brand | Footwear |
| 1 | SideWinder | BTT - 630 | 23 | Original S.W.A.T. | Classic 6′′ - 2261 - |
| 2 | Mellow Walk | Maddy - 446049 | 24 | Original S.W.A.T. | Classic 9′′ SZ Safety – 2252 |
| 3 | CAT | Kitson - 304104 | 25 | Reebok Work | Arion - IB4501 |
| 4 | Mellow Walk | Maddy - 425049 | 26 | Mellow Walk | Quentin - 547049 |
| 5 | Timberland | Powertrain - 92661 | 27 | Sidewinder | Detroit Low - 488 |
| 6 | Blundstone | Green Patch - 163 | 28 | Mellow Walk | Quentin – 550049 |
| 7 | Sidewinder | BTT - 618 | 29 | Cofra | Leader - Cofra 426 |
| 8 | Sidewinder | Dominator - 8801 | 30 | Timberland | Resistor – 90660 |
| 9 | Sidewinder | Sven - 6620 | 31 | Rockport | More Energy – IR6635 |
| 10 | Timberland | BoonDock - 89645 | 32 | Mellow Walk | Quentin – 570049 |
| 11 | Baffin | Titan - 2359034 | 33 | Timberland | Hyperion - 92642 |
| 12 | Acton | Propulsion - A906212 | 34 | Magnum | Stealth Force - 5319 |
| 13 | Viper | Belmont - 913BLK | 35 | Sidewinder | Overtime - 1658-010 |
| 14 | Mellow Walk | Jack - 556039 | 36 | Viper | Selby - 9874-6 |
| 15 | Baffin | WhiteHorse - 8557019 | 37 | Magnum | Stealth Force - 5320 |
| 16 | Timberland | BoonDock - 91631 - | 38 | Timberland | Ratchet – 39077 |
| 17 | Sidewinder | 8867 | 39 | Terra | Albany – 835235 |
| 18 | Wolverine | Stud - 47803 | 40 | Acton | Cannonball - A907611 |
| 19 | Mellow Walk | Jack - 554039 | 41 | Royer | M.O.A.B 10-8620. |
| 20 | Viper | Brentwood - 9892BLK | 42 | Royer | DLX 10-9900 |
| 21 | Sidewinder | Vancush - 401 | 43 | Sidewinder | Turbo – 8502 |
| 22 | Terra | Spider - 608115 | 44 | Acton | A9067-12 |
| 45 | Wolverine | Glacier CSA Waterproof 19303 |
Fig.1WinterLab shown tipped on an angle.
Fig.2MAA test protocol. Once the slope angle has been set, participants ascended and descended the incline. If the observer rated the walk as a pass or fail, the angle was increased or decreased by one degree, respectively. The slope angles were changed according to the pass or fail rating and once the passing and failing angles were achieved (two fails and two passes one angle below the failing) testing was completed.
Fig.3Decision Matrix Flowchart. The decision matrix represents the most important factors associated with winter footwear selection as per survey results. The scoring system for the decision matrix ranges from 1 to 3 (in 0.5 increments for each factor). Factors include weight of the shoe, price, warmth, fit comfort and slip-resistance of the footwear ranging from least important factor to most important, respectively.
Fig.4Maximum Achievable Angle (MAA) scores for the test footwear. The lowest MAA score (between uphill and downhill) is shown.
Mean MAA values and perception ratings of all footwear models tested
| ID | Mean MAA±SD | Fit Comfort | Warmth | MSRP | Weight | Overall |
| 1 | 1.8°±0.8° | 4.1±1.4 | 3.3±2.1 | $129.95 | 5.4±1.2 | 4.0±1.4 |
| 2 | 0.8°±0.4° | 5.6±2.2 | 2.8±1.8 | $139.95 | 7.0±2.0 | 3.9±1.3 |
| 3 | 3.3°±0.4° | 5.0±1.1 | 3.8±2.1 | $139.95 | 6.1±1.3 | 4.4±0.7 |
| 4 | 0°±0° | 4.4±1.8 | 2.4±1.6 | $139.95 | 4.9±1.3 | 3.1±1.2 |
| 5 | 6.8°±1.1° | 5.5±1.2 | 5.3±2.0 | $129.95 | 6.1±1.9 | 6.5±1.0 |
| 6 | 1.8°±1.3° | 6.3±2.5 | 6.0±2.0 | $199.95 | 8.3±1.0 | 5.8±1.8 |
| 7 | 2.0°±0.7° | 6.6±1.7 | 6.8±1.5 | $129.95 | 7.4±1.5 | 6.0±0.9 |
| 8 | 1.5°±1.1° | 5.5±2.2 | 6.0±1.9 | $139.95 | 6.5±1.7 | 4.6±1.1 |
| 9 | 1.0°±0.7° | 6.1±1.5 | 5.8±1.6 | $129.95 | 7.0±1.8 | 4.5±1.9 |
| 10 | 3.0°±0° | 7.6±1.0 | 8.0±0.7 | $294.95 | 6.8±1.7 | 6.4±1.2 |
| 11 | 2.8°±1.1° | 6.3±1.7 | 8.6±1.0 | $129.95 | 6.6±1.4 | 5.8±1.1 |
| 12 | 3.5°±0.5° | 5.6±1.8 | 6.0±1.7 | $119.95 | 8.1±1.2 | 5.9±0.8 |
| 13 | 2.0°±1.0° | 5.5±1.2 | 5.1±2.3 | $129.95 | 7.1±1.3 | 4.3±0.8 |
| 14 | 1.5°±0.5° | 6.1±2.6 | 4.6±2.4 | $139.95 | 7.9±1.6 | 5.3±0.7 |
| 15 | 3.3°±0.4° | 6.9±1.6 | 7.0±1.4 | $129.95 | 7.8±0.8 | 5.5±1.0 |
| 16 | 1.5°±0.9° | 7.9±0.9 | 7.8±1.0 | $244.95 | 7.1±0.7 | 5.8±1.9 |
| 17 | 1.5°±0.5° | 3.8±2.5 | 5.1±2.0 | $159.95 | 6.1±1.8 | 3.6±1.2 |
| 18 | 4°±0.5° | 6.1±1.6 | 5.6±1.8 | $159.95 | 7.0±1.1 | 5.8±1.0 |
| 19 | 1.0°±0.7° | 6.1±2.0 | 5.5±2.1 | $139.95 | 8.4±1.4 | 5.1±1.5 |
| 20 | 1.3°±0.8° | 5.1±1.4 | 5.1±2.3 | $129.95 | 6.6±1.0 | 3.5±1.6 |
| 21 | 2.3°±0.4° | 4.9±1.7 | 4.5±1.9 | $119.95 | 8.4±1.0 | 4.5±1.6 |
| 22 | 0.8°±0.4° | 4.9±1.6 | 4.5±2.2 | $129.95 | 8.3±1.9 | 4.0±0.7 |
| 23 | 4.5°±0.5° | 6.3±1.4 | 6.0±1.3 | $159.95 | 7.3±1.3 | 5.5±1.1 |
| 24 | 3.5°±0.5° | 6.3±0.7 | 6.3±1.5 | $169.95 | 7.1±0.9 | 5.6±0.9 |
| 25 | 2.5°±0.9° | 5.9±1.7 | 5.6±1.7 | $139.95 | 8.1±1.3 | 5.5±1.0 |
| 26 | 0.8°±0.4° | 6.5±1.1 | 5.0±1.6 | $149.95 | 8.3±1.4 | 4.6±1.3 |
| 27 | 3.8°±0.4° | 7.3±1.6 | 5.1±2.0 | $139.95 | 8.6±1.4 | 5.6±1.2 |
| 28 | 1.0°±0.7° | 5.5±2.5 | 4.4±2.1 | $144.95 | 7.8±2.3 | 4.0±1.7 |
| 29 | 3.3°±0.8° | 6.3±1.9 | 6.3±1.7 | $109.95 | 8.0±1.1 | 5.8±1.4 |
| 30 | 2.8°±1.1° | 6.6±1.4 | 6.6±1.2 | $199.95 | 7.4±1.2 | 5.4±0.9 |
| 31 | 3.5°±2.1° | 5.5±1.6 | 6.4±19 | $184.95 | 7.6±0.9 | 5.5±1.5 |
| 32 | 1.3°±0.8° | 7.5±1.7 | 4.6±1.8 | $149.95 | 8.4±1.3 | 4.6±1.1 |
| 33 | 3.0°±1.2° | 7.4±1.4 | 7.5±0.9 | $289.95 | 7.6±0.7 | 5.8±1.3 |
| 34 | 3.5°±1.5° | 5.3±1.6 | 6.5±1.7 | $199.95 | 7.9±1.3 | 4.9±1.3 |
| 35 | 5.3°±1.3° | 5.0±2.4 | 5.4±1.8 | $129.95 | 9.0±1.0 | 5.3±0.8 |
| 36 | 0.3°±0.4° | 5.4±1.5 | 5.4±1.9 | $119.95 | 7.6±1.6 | 2.5±0.9 |
| 37 | 4.3°±0.8° | 4.9±2.2 | 5.8±2.1 | $184.95 | 7.9±1.5 | 4.5±1.0 |
| 38 | 1.8°±1.3° | 5.3±2.0 | 5.4±1.8 | $154.95 | 8.3±1.3 | 3.4±1.3 |
| 39 | 2.0°±0.7° | 6.1±1.5 | 5.5±2.1 | $129.95 | 8.5±1.1 | 4.8±0.7 |
| 40 | 4.3°±1.5° | 7.0±1.2 | 7.3±1.8 | $219.95 | 6.8±1.4 | 6.1±0.9 |
| 41 | 4.3°±0.8° | 5.9±1.5 | 6.0±1.4 | $239.95 | 7.1±0.8 | 5.5±0.7 |
| 42 | 2.3°±0.8° | 5.1±2.5 | 6.3±1.6 | $329.95 | 6.1±1.2 | 4.9±1.2 |
| 43 | 3.8°±0.8° | 5.8±1.6 | 6.0±1.9 | $159.95 | 7.3±1.2 | 4.9±0.8 |
| 44 | 5.3°±0.8° | 6.6±2.0 | 7.3±1.5 | $169.95 | 7.1±1.5 | 5.1±1.7 |
| 45 | 8.5°±0.5° | 8.0±0.9 | 7.9±0.8 | $279.95 | 7.5±0.7 | 7.9±0.9 |
MSRP: represents the manufacture suggested retail price.
Decision matrix point system for the six best performing footwear tested in terms of MAA and their associated comfort, warmth, cost and weight ratings
| ID | Mean MAA (×3) | Comfort (×2.5) | Warmth (×2) | Cost (×1.5) | Weight (×1) | Total |
| 45 | 8.5⟶25.5 | 8.0⟶20.0 | 7.9⟶15.8 | 2⟶3 | 7.5⟶7.5 | |
| 5 | 6.8⟶20.4 | 5.5⟶13.8 | 5.3⟶10.6 | 9⟶13.5 | 6.1⟶6.1 | |
| 44 | 5.3⟶15.9 | 6.6⟶16.5 | 7.3⟶14.6 | 7⟶10.5 | 7.1⟶7.1 | |
| 35 | 5.3⟶15.9 | 5.0⟶12.5 | 5.4⟶10.8 | 9⟶13.5 | 9.0⟶9.0 | |
| 23 | 4.5⟶13.5 | 6.3⟶15.8 | 6.0⟶12.0 | 8⟶12 | 7.3⟶7.3 | |
| 18 | 4.5⟶13.5 | 6.1⟶15.3 | 5.6⟶11.2 | 8⟶12 | 7.0⟶7.0 |
The values were multiplied by the relative weight assigned to the factor as per the decision matrix. The weighted values were added together for a total score for the particular type of footwear.
Fig.5The bar chart for the best performing footwear based on each rating category. The data labels represent the footwear IDs for each level of performing footwear. The IDs that matched for the best-performing footwear for each category are circled.
Fig.6Correlation graphs of MAA vs each individual factor. The lowest mean MAA amongst four mean values (mean value of uphill, downhill for both conditions separately) was recorded and plotted. The average of all the ratings/factors for all forty five types of footwear were recorded and plotted in all four graphs above, respectively.