Metabolic Factors Limiting Performance in Marathon Runners
- Publication Date
- October 21, 2010
- Journal
- PLOS Computational Biology
- Author
- Benjamin I. Rapoport
- Volume
- 6
- Issue
- 10
- Pages
- e1000960
- DOI
- https://dx.plos.org/10.1371/journal.pcbi.1000960
- Publisher URL
- http://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1000960
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/20975938
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2958805
- Europe PMC
- http://europepmc.org/abstract/MED/20975938
- Web of Science
- 000283651900009
- Scopus
- 78349235793
- Mendeley
- http://www.mendeley.com/research/metabolic-factors-limiting-performance-marathon-runners-6
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Mendeley | Further Information
{"title"=>"Metabolic factors limiting performance in marathon runners", "type"=>"journal", "authors"=>[{"first_name"=>"Benjamin I.", "last_name"=>"Rapoport", "scopus_author_id"=>"7102019504"}], "year"=>2010, "source"=>"PLoS Computational Biology", "identifiers"=>{"scopus"=>"2-s2.0-78349235793", "sgr"=>"78349235793", "issn"=>"1553734X", "doi"=>"10.1371/journal.pcbi.1000960", "pmid"=>"20975938", "isbn"=>"1553-7358 (Electronic)\\r1553-734X (Linking)", "pui"=>"359972755"}, "id"=>"3fb2248a-e522-3397-9d68-84818e9839e1", "abstract"=>"Each year in the past three decades has seen hundreds of thousands of runners register to run a major marathon. Of those who attempt to race over the marathon distance of 26 miles and 385 yards (42.195 kilometers), more than two-fifths experience severe and performance-limiting depletion of physiologic carbohydrate reserves (a phenomenon known as 'hitting the wall'), and thousands drop out before reaching the finish lines (approximately 1-2% of those who start). Analyses of endurance physiology have often either used coarse approximations to suggest that human glycogen reserves are insufficient to fuel a marathon (making 'hitting the wall' seem inevitable), or implied that maximal glycogen loading is required in order to complete a marathon without 'hitting the wall.' The present computational study demonstrates that the energetic constraints on endurance runners are more subtle, and depend on several physiologic variables including the muscle mass distribution, liver and muscle glycogen densities, and running speed (exercise intensity as a fraction of aerobic capacity) of individual runners, in personalized but nevertheless quantifiable and predictable ways. The analytic approach presented here is used to estimate the distance at which runners will exhaust their glycogen stores as a function of running intensity. In so doing it also provides a basis for guidelines ensuring the safety and optimizing the performance of endurance runners, both by setting personally appropriate paces and by prescribing midrace fueling requirements for avoiding 'the wall.' The present analysis also sheds physiologically principled light on important standards in marathon running that until now have remained empirically defined: The qualifying times for the Boston Marathon.", "link"=>"http://www.mendeley.com/research/metabolic-factors-limiting-performance-marathon-runners-6", "reader_count"=>286, "reader_count_by_academic_status"=>{"Unspecified"=>5, "Professor > Associate Professor"=>16, "Librarian"=>2, "Researcher"=>47, "Student > Doctoral Student"=>13, "Student > Ph. D. 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Journal Comments | Further Information
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/35596d5b-4272-4b4d-8df6-cc34d1d7ef0d", "title"=>"Interesting but flawed", "body"=>"I have posted a detailed response to this article on my blog:\nhttp://www.running-blogs.com/crowther/2010/10/marathoning_made_easy_um_not_r.html", "isRemoved"=>false, "created"=>"2010-10-24T14:43:15Z", "lastModified"=>"2010-10-24T14:43:15Z", "creator"=>{"userId"=>"172739"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2010-10-24T14:43:15Z", "replies"=>[]}
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/07643663-e8e8-472d-a728-83f1c637a36c", "title"=>"Endurance Calculator", "body"=>"A lot of readers have written to ask where they can find the online calculator based on the mathematical model published here. It is not on our website, but can be found here: http://endurancecalculator.com/", "isRemoved"=>false, "created"=>"2010-11-04T18:32:18Z", "lastModified"=>"2010-11-04T18:32:18Z", "creator"=>{"userId"=>"110881"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2010-11-04T18:32:18Z", "replies"=>[]}
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/71def6c4-de26-4b7f-96ab-51ace8b8f3f4", "title"=>"Assessment of the fuel partitioning model", "body"=>"The impact of relative exercise intensity upon use of carbohydrate and fat as fuel is well established. The author has attempted to use such knowledge to lead to practical recommendations; this is to be commended as translation to real world application is very important.\r\n\r\nUnfortunately, the author has incorrectly modeled the relative contribution of fat and carbohydrate (Figure 1). The model is correct at high-intensity exercise but is incorrect at lower-intensity exercise. Indeed it is true that carbohydrate supplies nearly 100% of fuel at 100% VO2max. However, the y-intercepts (left side of graph) are incorrect. The graph implies that the resting fuel mix is approximately 100% fat (RQ = ~0.7). This is only true during prolonged fasting; this is certainly not the fuel mix of a typical marathon runner on the morning of a race. A typical fuel mix at rest is closer to 50% carbohydrate and 50% fat. Fat contributes a bit more as time since the last meal increases, and carbohydrate use will be higher following meals. Because of the dependence upon the timing and size of recent meals, it is difficult to say exactly what a “normal” resting fuel mix is. However, the resting fuel mix used in the modeling for this paper represents that of an individual who is severely carbohydrate-depleted, not that of a glycogen-loaded runner. Therefore, the model proposed by B.I. Rapoport underestimates the importance of carbohydrate during low-intensity exercise.\r\n", "isRemoved"=>false, "created"=>"2010-11-10T19:47:01Z", "lastModified"=>"2010-11-10T19:47:01Z", "creator"=>{"userId"=>"94453"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>2, "mostRecentActivity"=>"2010-11-21T03:47:10Z", "replies"=>[{"type"=>"REPLY", "parentID"=>10447, "annotationUri"=>"info:doi/10.1371/reply/a4591959-85e1-436c-937f-ec4dc8688782", "title"=>"RE: Assessment of the fuel partitioning model", "body"=>"I think this may be an issue of fuel use by the whole body vs. fuel use by the muscles. It's true that, at rest, some carbohydrate is normally used by the body, but mostly by nonmuscle tissues like the brain. At rest, muscle use of carbohydrate is extremely low. I think Figure 1 is meant to apply to the skeletal muscles rather than the whole body and is a fairly accurate representation of how muscles' fuel use varies with exercise intensity.", "isRemoved"=>false, "created"=>"2010-11-18T21:52:27Z", "lastModified"=>"2010-11-18T21:52:27Z", "creator"=>{"userId"=>"172739"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>1, "mostRecentActivity"=>"2010-11-21T03:47:10Z", "replies"=>[{"type"=>"REPLY", "parentID"=>34703, "annotationUri"=>"info:doi/10.1371/reply/1a35cfce-1d94-4c04-9b64-8adce3a0be78", "title"=>"RE: RE: Assessment of the fuel partitioning model", "body"=>"What I stated above about the fuel mix utilized at rest generally applies to both the whole body and the muscle. This has been described in studies in which the gas exchange across the leg was measured in addition to the assessment of energy use at the whole body level. For example:\r\nBergman et al. Am J Physiol 276:E106-17, 1999.\r\nFriedlander et al. Am J Physiol 292: E107-16, 2007. ", "isRemoved"=>false, "created"=>"2010-11-21T03:47:10Z", "lastModified"=>"2010-11-21T03:47:10Z", "creator"=>{"userId"=>"94453"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2010-11-21T03:47:10Z", "replies"=>[]}]}]}
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/89736847-c62a-4052-b9a1-0b8d6a2d9762", "title"=>"Excellent article", "body"=>"Thank you for addressing this important facet of human psychology+physiology. Well done!", "isRemoved"=>false, "created"=>"2011-10-11T00:30:30Z", "lastModified"=>"2011-10-11T00:30:30Z", "creator"=>{"userId"=>"156925"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2011-10-11T00:30:30Z", "replies"=>[]}
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/d4a71a68-fa6f-4fe9-82cd-0892e5bd1e0e", "title"=>"Media Coverage for this Article", "body"=>"The following article represents some of the media coverage that has occurred for this paper:\n\nPublication: The Future of Things\nTitle: Mathematical Model for Carb Loading\nURL: http://thefutureofthings.com/news/11032/mathematical-model-for-carb-loading.html\n\nIf you see any additional coverage of this paper in the press or blogosphere, please reply to this thread and add the link to the article.\n\n", "isRemoved"=>false, "created"=>"2011-10-25T14:27:35Z", "lastModified"=>"2011-10-25T14:27:35Z", "creator"=>{"userId"=>"40493"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pcbi.1000960", "state"=>"published", "journals"=>{"PLoSCompBiol"=>{"journalKey"=>"PLoSCompBiol", "eIssn"=>"1553-7358", "title"=>"PLOS Computational Biology"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2011-10-25T14:27:35Z", "replies"=>[]}
- {"id"=>"232084605786791936", "text"=>"Metabolic Factors Limiting Performance in Marathon Runners. http://t.co/ViwAuGe1 #Olympics", "created_at"=>"2012-08-05T12:04:16Z", "user"=>"whereisdaz", "user_name"=>"Dr Darren Saunders", "user_profile_image"=>"http://a0.twimg.com/profile_images/2357663656/0042zokq0jx92kgamwwm_normal.jpeg"}
- {"id"=>"278285624308555777", "text"=>"\"Metabolic Factors Limiting Performance in Marathon Runners\" at http://t.co/XgtIV3VS would be a great bedtime read #rungeek", "created_at"=>"2012-12-10T23:50:37Z", "user"=>"arungupta", "user_name"=>"Arun Gupta", "user_profile_image"=>"http://a0.twimg.com/profile_images/2627568475/6hj1myjhqvva6gaurxml_normal.png"}
- {"id"=>"303148683229274113", "text"=>"@GreenLizard07 AMEN, SISTAH! Now let's get sciencey: http://t.co/AYNYovy1", "created_at"=>"2013-02-17T14:27:32Z", "user"=>"michelleyoc", "user_name"=>"Michelle O'Connor", "user_profile_image"=>"http://a0.twimg.com/profile_images/3052971320/a824ab387e7f9b7eacaf5b7ccba984e3_normal.jpeg"}
- {"id"=>"305244359304048640", "text"=>"Factores metabólicos limitantes del rendimiento en maratonianos.Cálculo d ritmos,cargas,etc según tus características http://t.co/1Xb5FTnkeT", "created_at"=>"2013-02-23T09:15:01Z", "user"=>"nutricionumh", "user_name"=>"Nutrición y Deporte", "user_profile_image"=>"http://a0.twimg.com/profile_images/2402601290/gr6my5eux8awcpz62w5j_normal.jpeg"}
- {"id"=>"309993984288256002", "text"=>"@gaceladeretiro eso está muy bien pero de verdad alguien cree que me voy a leer este tocho? http://t.co/2loo8qjWu4 :D", "created_at"=>"2013-03-08T11:48:19Z", "user"=>"irimadrid", "user_name"=>"Irene R.", "user_profile_image"=>"http://a0.twimg.com/profile_images/3338522472/8da2cc95864faa64bc8f45047d3de015_normal.jpeg"}
- {"id"=>"310506003957440513", "text"=>"http://t.co/4xetthB4WL", "created_at"=>"2013-03-09T21:42:54Z", "user"=>"hattmaldiman", "user_name"=>"Matthew Haldiman", "user_profile_image"=>"http://a0.twimg.com/profile_images/2229663083/546613_10151515647265131_647265130_23775184_1552206269_n_normal.jpg"}
- {"id"=>"310506248716042240", "text"=>"http://t.co/4xetthB4WL @bjonen", "created_at"=>"2013-03-09T21:43:53Z", "user"=>"hattmaldiman", "user_name"=>"Matthew Haldiman", "user_profile_image"=>"http://a0.twimg.com/profile_images/2229663083/546613_10151515647265131_647265130_23775184_1552206269_n_normal.jpg"}
- {"id"=>"323839276867543040", "text"=>"#PLOSCompBio: Metabolic Factors Limiting Performance in Marathon Runners http://t.co/nDooMIVHPp", "created_at"=>"2013-04-15T16:44:34Z", "user"=>"MoreRomNacho", "user_name"=>"Nacho Moreno", "user_profile_image"=>"http://a0.twimg.com/profile_images/1602349695/Monument_Valley_normal.jpg"}
- {"id"=>"372665794142167040", "text"=>"PLOS Computational Biology: Metabolic Factors Limiting Performance in Marathon Runners http://t.co/EUNfHUg5VC", "created_at"=>"2013-08-28T10:23:43Z", "user"=>"kousi552", "user_name"=>"kousi552", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"386473421762490368", "text"=>"PLOS Computational Biology: Metabolic Factors Limiting Performance in Marathon Runners http://t.co/CRJOEq3p7z", "created_at"=>"2013-10-05T12:50:18Z", "user"=>"TokenYardClub", "user_name"=>"The Token Yard Club", "user_profile_image"=>"http://a0.twimg.com/profile_images/2135357631/AvantGardeBook_HandOfSean_normal.jpg"}
- {"id"=>"394773529121411072", "text"=>"what if scientist involved in marathon? here is the interesting research paper http://t.co/xOy8GvgFY1", "created_at"=>"2013-10-28T10:31:58Z", "user"=>"ades_daely", "user_name"=>"archimedes daely", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000619011136/1e8bf98228d7e1f834908dddb12de486_normal.jpeg"}
- {"id"=>"441135278426976256", "text"=>"Great article on Metabolic Factors limiting running performance. Get assessed by Richard Brennan/SSC @UCSActive http://t.co/olWh6sevPV", "created_at"=>"2014-03-05T08:57:00Z", "user"=>"SportSciConsult", "user_name"=>"Richard Brennan", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3476531523/1725b6598148d4c0b33d58dbef711199_normal.jpeg"}
- {"id"=>"441135376275886080", "text"=>"RT @SportSciConsult: Great article on Metabolic Factors limiting running performance. Get assessed by Richard Brennan/SSC @UCSActive http:…", "created_at"=>"2014-03-05T08:57:24Z", "user"=>"thepauldillon", "user_name"=>"Dill", "user_profile_image"=>"http://pbs.twimg.com/profile_images/421251321933881344/WITnzfpj_normal.jpeg"}
- {"id"=>"441160085579235328", "text"=>"RT @SportSciConsult: Great article on Metabolic Factors limiting running performance. Get assessed by Richard Brennan/SSC @UCSActive http:…", "created_at"=>"2014-03-05T10:35:35Z", "user"=>"UCSActive", "user_name"=>"UCS Active", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2301309349/7bfeaoywrechd7xhqjw2_normal.png"}
- {"id"=>"467211780624633856", "text"=>"anyone interested in carbo-loading here's the science #PLOSCompBio: Metabolic Factors Limiting Performance in Runners http://t.co/DyIx7UfOdU", "created_at"=>"2014-05-16T07:55:43Z", "user"=>"deeptantra", "user_name"=>"Christopher Michaels", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1329853096/Picture_81_normal.png"}
- {"id"=>"517412545662308352", "text"=>"Metabolic factors limiting performance (from a computational perspective): http://t.co/Fol0P85BEm", "created_at"=>"2014-10-01T20:35:38Z", "user"=>"QuiteLT", "user_name"=>"Luca Toldo", "user_profile_image"=>"http://pbs.twimg.com/profile_images/496642879222480896/26YuFl6F_normal.jpeg"}
- {"id"=>"524304607678169089", "text"=>"Metabolic Factors Limiting Performance in Marathon Runners http://t.co/7jJM7iwNQM", "created_at"=>"2014-10-20T21:02:14Z", "user"=>"TheAnalogLife", "user_name"=>"Analog Man™", "user_profile_image"=>"http://pbs.twimg.com/profile_images/487314789379485696/Lqodpxks_normal.png"}
- {"id"=>"532316258641780736", "text"=>"Desde la mañana empece a leer esto http://t.co/IBvhVQxTmP y pues la neta solo le entiendo 2 a 3 cosas :(", "created_at"=>"2014-11-11T23:37:40Z", "user"=>"WebMAAC", "user_name"=>"Sy Parrish ", "user_profile_image"=>"http://pbs.twimg.com/profile_images/512740907053903876/3MgtCtSC_normal.jpeg"}
- {"id"=>"600198561360257024", "text"=>"Metabolic Factors Limiting Performance in Marathon Runners http://t.co/Z0RvsMMblr #marathon #fueling", "created_at"=>"2015-05-18T07:17:42Z", "user"=>"jrr0", "user_name"=>"Ja'far Railton", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1373612205/jrr0-logo-clean_normal.png"}
- {"id"=>"647187534972354561", "text"=>"http://t.co/zAXYMjWRMW @raphaels7 for info", "created_at"=>"2015-09-24T23:15:07Z", "user"=>"chimbo23", "user_name"=>"chimbo23", "user_profile_image"=>"http://pbs.twimg.com/profile_images/472149754219343872/6HX9iiEZ_normal.jpeg"}
- {"id"=>"652937296262635520", "text"=>"Has anybody used this model to plan pacing strategy? http://t.co/6TrbjTj88d", "created_at"=>"2015-10-10T20:02:37Z", "user"=>"SamueleMarcora", "user_name"=>"Samuele Marcora", "user_profile_image"=>"http://pbs.twimg.com/profile_images/527546841684905984/HAu0MImt_normal.jpeg"}
- {"id"=>"652937537347035136", "text"=>"@SamueleMarcora: Has anybody used this model to plan pacing strategy? http://t.co/6TrbjTj88d Even strategy is considered the optimal one", "created_at"=>"2015-10-10T20:03:34Z", "user"=>"SamueleMarcora", "user_name"=>"Samuele Marcora", "user_profile_image"=>"http://pbs.twimg.com/profile_images/527546841684905984/HAu0MImt_normal.jpeg"}
- {"id"=>"652941671387254784", "text"=>"RT @SamueleMarcora: @SamueleMarcora: Has anybody used this model to plan pacing strategy? http://t.co/6TrbjTj88d Even strategy is considere…", "created_at"=>"2015-10-10T20:20:00Z", "user"=>"dannytails", "user_name"=>"Danny Taylor", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3240055520/4f0c9076785d8b877ea0cefd90c7bcf1_normal.jpeg"}
- {"id"=>"702999516673347584", "text"=>"@ReadEatWriteRun No easy ones—This paper derives general formula but I'd need to do some hefty math to get specifics https://t.co/mnzptB34Ti", "created_at"=>"2016-02-25T23:32:00Z", "user"=>"JDruns", "user_name"=>"John Davis", "user_profile_image"=>"http://pbs.twimg.com/profile_images/598361431805833216/khrGmJ4s_normal.jpg"}
- {"id"=>"712426857661075456", "text"=>"@CaloriesProper between this https://t.co/RcL5yWcRf1 and FASTER study, seems lots to do, there was one for HIIT and fat contribution bt lost", "created_at"=>"2016-03-22T23:52:53Z", "user"=>"chimbo23", "user_name"=>"chimbo23", "user_profile_image"=>"http://pbs.twimg.com/profile_images/472149754219343872/6HX9iiEZ_normal.jpeg"}
- {"id"=>"715843798396506113", "text"=>"#PLOSCompBio: Metabolic Factors Limiting Performance in Marathon Runners https://t.co/zxSTHhrpH0 - some great graphics to accompany this", "created_at"=>"2016-04-01T10:10:35Z", "user"=>"SimplyRussBest", "user_name"=>"Russ Best", "user_profile_image"=>"http://pbs.twimg.com/profile_images/689131593110278144/ZgTnmhNg_normal.jpg"}
- {"id"=>"715844568143511552", "text"=>"RT @SimplyRussBest: #PLOSCompBio: Metabolic Factors Limiting Performance in Marathon Runners https://t.co/zxSTHhrpH0 - some great graphics…", "created_at"=>"2016-04-01T10:13:39Z", "user"=>"iamolivergibson", "user_name"=>"Oliver Gibson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/436847607537618944/PaOQ50q4_normal.jpeg"}
- {"id"=>"733319014978588672", "text"=>"Just a little #lunchtimereading - 10 days to go! #melandkaterunvt #vermontcitymarathon https://t.co/veBIWxc0Sh @PLOSCompBiol", "created_at"=>"2016-05-19T15:30:52Z", "user"=>"BooksMel", "user_name"=>"Melissa Fulkerson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/583994186971623424/vAYX8hjP_normal.jpg"}
- {"id"=>"846551311436926976", "text"=>"ONLY FOR PRO!\nhttps://t.co/FOGjCUSTPL", "created_at"=>"2017-03-28T02:35:35Z", "user"=>"componentesh", "user_name"=>"mikiaandy", "user_profile_image"=>"http://pbs.twimg.com/profile_images/842177514399240195/koAdup3I_normal.jpg"}
- {"id"=>"849918616493576192", "text"=>"What should your #marathon target time be? https://t.co/TtKejra5kG https://t.co/fI9T2l0dc7 #ThrowbackThursday #WorldPhysicalActivityDay", "created_at"=>"2017-04-06T09:36:03Z", "user"=>"PLOSCompBiol", "user_name"=>"PLOS Comp Biol", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2435436417/hg8nh61i55aibgx0hcvp_normal.jpeg"}
- {"id"=>"849936907329036291", "text"=>"RT @PLOSCompBiol: What should your #marathon target time be? https://t.co/TtKejra5kG https://t.co/fI9T2l0dc7 #ThrowbackThursday #WorldPhysi…", "created_at"=>"2017-04-06T10:48:44Z", "user"=>"sam6ernard", "user_name"=>"Samuel Bernard", "user_profile_image"=>"http://pbs.twimg.com/profile_images/641875703542190080/7O9P0Kvm_normal.jpg"}
- {"id"=>"850063057061466112", "text"=>"#WorldPhysicalActivityDay How metabolic factors affect marathon runner performance https://t.co/gsvH7FD9NC Rapoport… https://t.co/ezkmk8AfTW", "created_at"=>"2017-04-06T19:10:00Z", "user"=>"PLOSCompBiol", "user_name"=>"PLOS Comp Biol", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2435436417/hg8nh61i55aibgx0hcvp_normal.jpeg"}
- {"id"=>"850064128647495680", "text"=>"RT @PLOSCompBiol: #WorldPhysicalActivityDay How metabolic factors affect marathon runner performance https://t.co/gsvH7FD9NC Rapoport et al…", "created_at"=>"2017-04-06T19:14:16Z", "user"=>"widdowquinn", "user_name"=>"Leighton Pritchard", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2361874280/z7co0zrwaump7iptht1s_normal.jpeg"}
- {"id"=>"850219351487651840", "text"=>"RT @PLOSCompBiol: #WorldPhysicalActivityDay How metabolic factors affect marathon runner performance https://t.co/gsvH7FD9NC Rapoport et al…", "created_at"=>"2017-04-07T05:31:04Z", "user"=>"AngelGarcia74", "user_name"=>"Angel Garcia", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1444864533/ngc602_hst_c720_normal.jpg"}
- {"id"=>"862137116024852480", "text"=>"Metabolic Factors Limiting Performance in Marathon Runners https://t.co/F6rEvVuYe5", "created_at"=>"2017-05-10T02:48:00Z", "user"=>"jerodkillick", "user_name"=>"Jerod Killick ?", "user_profile_image"=>"http://pbs.twimg.com/profile_images/711726489897607168/hlEVXLu2_normal.jpg"}
- {"id"=>"862393305136586758", "text"=>"Metabolic Factors Limiting Performance in Marathon Runners https://t.co/k8hyMLIxzb", "created_at"=>"2017-05-10T19:46:01Z", "user"=>"YetiPodcast", "user_name"=>"Svelte Yeti Podcast", "user_profile_image"=>"http://pbs.twimg.com/profile_images/775124151870697472/u4Odzk0I_normal.jpg"}
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- {"id"=>"927527312744214528", "text"=>"Interesting research \"Metabolic Factors Limiting Performance in Marathon Runners\" 2010\nhttps://t.co/2V5rkzNpOU", "created_at"=>"2017-11-06T13:25:18Z", "user"=>"jeremygouillon", "user_name"=>"J?r?my gouillon", "user_profile_image"=>"http://pbs.twimg.com/profile_images/626134167051476992/Bo5_vwpo_normal.jpg"}
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Relative Metric
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