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had 52% of its time spent and 86% of blood loss ocurring   exercises may screen promising ideas for additional develop-
              before the tourniquet touched the patient. The finding of how   ment toward improving care. For example, if first-aid provid-
              much bleeding occurred before the tourniquet touched the   ers unwrap their tourniquet in preparation for emergencies,
              patient was coherent with the research of the initial model,    the deletion of that step may save certain amounts of time and
                                                            10
              where that amount was 406mL of 508mL, or 80%. Here, extra   blood, which may inform decisions of doctrine. Geolocation
              steps added time and bleeding. Because bleeding rates differed   technology awareness among the public, use rates, and appli-
              4.16-fold between the prior and present studies yet bleeding   cation skills in pulling up GPS coordinates may help inform
              proportions differed only 1.15-fold, the idea of proportionate   best instructional practices. Knowing that the largest accrual of
              loss before the moment of bleeding control may be more ro-  losses in this model occurred during the phone-call step may in-
              bust than we previously thought. The present findings consol-  form the development of dispatching best practices.  Dispatch
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              idated with those of its predecessor,  because patient bleeding   time-segment data or its summary estimates could inform the
                                         10
              came at the cost of steps such as donning gloves and calling   selection of data for entry into math models. Time data for
              9-1-1 while gloving mitigated risk of pathogen transmission   performances among user cohorts, consensus for operational
              among people. The step of greatest accrual of simulated blood   definitions of steps, bleeding-rate data for limb wounds or spe-
              loss, 31%, was in talking with a dispatcher, and this step is   cific lesions (e.g., artery, vein, muscle, bone, or combinations),
              sometimes recommended to be done before bleeding is con-  and bleeding-rate models may aid investigators in developing
              trolled. Speed in controlling hemorrhage matters. The design   ideas of how math models may be refined for improved valid-
              of the task also matters. In this study, the last redesign saved   ity and reliability by being better grounded in real data and
              little time but much blood. This method of redesigning a task   by making the assumptions of the models better understood.
              added a tool to the simulation toolkit.            A limited proof-of-concept type of work may be routinely ex-
                                                                 pected next in developing candidate designs, such as in a study
              Another consequence of redesigning the task was that the user   of manually performed steps upon a manikin comparing results
              became hands-free of the tourniquet by earlier control of bleed-  of differently designed tasks tested in a randomized order. The
              ing. A benefit of being hands-free sooner is that those first-aid   development of an autonomous tourniquet may help.  Ongo-
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              providers may attend more patients or perform additional life-  ing coordination between dispatchers and other caregivers may
              saving tasks sooner, such as packing another wound or hold-  aid in developing doctrinal refinements.
              ing compression on another bleeding wound. Also, hands-free
              first-aid providers are mobile, such as among mass casualties or   Conclusions
              around an accident scene, whereas those still applying a tour-
              niquet remain at the patient’s limb. Faster tourniquet use may   In this study, we developed a mathematical model that gen-
              help more people than the first patient and the tourniquet user.   erated new knowledge in simulated redesigning the first-aid
              On the other hand, a good time to learn how to pull up your   task of tourniquet use. Modeled redesigns of the task revealed
              global positioning system (GPS) coordinates to report them to   risk-benefit tradeoffs between steps and people. Most blood
              the dispatcher is not when you are talking on the phone with   loss occurred before the tourniquet touched the patient, when
              the dispatcher. There are many ways to slow aid, and there are   patient bleeding came at the cost of donning gloves and calling
              very few ways to speed aid. Both are true because there are   9-1-1, whereas gloving mitigated risk of pathogen transmis-
              multiple essentials to skill. Speed is one.  The 9-1-1 call is part   sion among people.
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              of the civilian task that makes the call findings more relevant
              to the public than to military personnel, whereas the savings of   Funding
              time and blood loss are more relevant to the military.  This project was funded by the US Army Medical Research
                                                                 and Development Command.
              Limitations of this study are numerous, due to its design. The
              knowledge generated is of a low certainty because it tested   Disclaimer
              a  hypothesis  in a  mathematical model  that  may  be  imple-  The views expressed in this article are those of the authors and
              mentable in manikin research. Within the model itself, only   do not reflect the official policy or position of the US Army
              in a perfect world are the onset of clinical indication and its   Medical Department, Department of the Army, Department of
              detection coincidental, yet that is how we train most learn-  Defense, or the US Government. The authors are employees of
              ers. Coincidence negates bleeding for the onset-to-detection   the US Government. This work was prepared as part of their of-
              interval to bias feedback as if users perform optimally. For the   ficial duties and, as such, there is no copyright to be transferred.
              tourniquet task, it is unclear how well first-aid providers ap-
              preciate the number and types of steps. In the present model,   Disclosure
                                                                 The authors have indicated that they have no financial rela-
              every step and trial was mechanically successful without er-  tionships relevant to this article to disclose.
              ror. Control achieved was never lost. Research simulations
              are not real clinical performances, and readers of research re-  Author Contributions
              ports should not apply the present findings directly to the real   All authors participated in study conception and design. J.F.K.
              world. The math model remains in the idea incubator and is   resourced, managed, and oversaw the study. J.F.K. generated
              not ready for implementation, such as in teaching. The math   the study data, and J.F.K. and J.K.A. analyzed the data. All
              model used has limited breadth and depth so far, and such   authors participated in writing the manuscript and approved
              limitations beg additional work.                   the final version.

              Future directions of scholarly work are numerous. By simu-  References
              lating a redesign of the first-aid task of tourniquet use by ma-  1.  Gates JD, Arabian S, Biddinger P, et al. The initial response to the
              nipulating its steps, some promising findings may be worthy   Boston marathon bombing: lessons learned to prepare for the next
              of additional research and development. Tests in manikin   disaster. Ann Surg. 2014;260(6):960–966.

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