1 00:00:00,820 --> 00:00:09,430 [Music] 2 00:00:17,090 --> 00:00:13,430 hello so after all these great talks 3 00:00:21,410 --> 00:00:17,100 about the chemistry of life or the 4 00:00:23,689 --> 00:00:21,420 chemistry before life I'm not I feel 5 00:00:24,320 --> 00:00:23,699 kind of out of fit like a fish out of 6 00:00:25,939 --> 00:00:24,330 the water 7 00:00:29,089 --> 00:00:25,949 because I'm gonna talk about 8 00:00:31,970 --> 00:00:29,099 evolutionary dynamics from an organismal 9 00:00:35,620 --> 00:00:31,980 approach and what an organismal approach 10 00:00:38,869 --> 00:00:35,630 is is kind of the main point of my talk 11 00:00:42,770 --> 00:00:38,879 and the reason is that we understand a 12 00:00:46,430 --> 00:00:42,780 lot of the material basis of life what 13 00:00:49,670 --> 00:00:46,440 we even look for biosignatures as the 14 00:00:52,250 --> 00:00:49,680 detection of oxygen or methane or many 15 00:00:55,340 --> 00:00:52,260 other molecules but then these all these 16 00:00:59,590 --> 00:00:55,350 ingredients of life should be arranged 17 00:01:03,830 --> 00:00:59,600 in a specific manner in order to have 18 00:01:07,190 --> 00:01:03,840 life in a system point of view and we 19 00:01:10,340 --> 00:01:07,200 don't have a theory for that but it is 20 00:01:13,100 --> 00:01:10,350 important because when we study life or 21 00:01:16,399 --> 00:01:13,110 evolution we are referring to organisms 22 00:01:19,730 --> 00:01:16,409 we're referring to specific entities and 23 00:01:22,240 --> 00:01:19,740 this is quite nicely related to what 24 00:01:26,179 --> 00:01:22,250 happened in math with Corey Vidal 25 00:01:28,880 --> 00:01:26,189 who basically solve the debate with a 26 00:01:30,679 --> 00:01:28,890 table over by saying that we cannot 27 00:01:33,800 --> 00:01:30,689 forget that number theory is about 28 00:01:36,100 --> 00:01:33,810 numbers and then in biology more or less 29 00:01:40,429 --> 00:01:36,110 we have the same equivalence with 30 00:01:43,249 --> 00:01:40,439 Nicolas reshef ski and Rosen who said 31 00:01:45,950 --> 00:01:43,259 biology is about organisms so the 32 00:01:49,429 --> 00:01:45,960 problem was that back then and we still 33 00:01:52,910 --> 00:01:49,439 I don't know what an organism is but we 34 00:01:55,940 --> 00:01:52,920 practice biology a counting organisms 35 00:01:59,690 --> 00:01:55,950 counting genes in organisms in cells in 36 00:02:02,030 --> 00:01:59,700 bacterium exist like we do in Orla but 37 00:02:06,319 --> 00:02:02,040 we don't yet know what is an organism 38 00:02:09,169 --> 00:02:06,329 and if we go somewhere outside in 39 00:02:12,080 --> 00:02:09,179 including earth and try to to describe 40 00:02:13,460 --> 00:02:12,090 life or living systems we're faced with 41 00:02:16,310 --> 00:02:13,470 a lot of problems 42 00:02:19,700 --> 00:02:16,320 and we need a set of tools that we still 43 00:02:21,680 --> 00:02:19,710 lack or are very primitive irreversible 44 00:02:23,510 --> 00:02:21,690 thermodynamics information theories of 45 00:02:25,990 --> 00:02:23,520 organization american emergence 46 00:02:29,750 --> 00:02:26,000 historical contingency what is a novelty 47 00:02:32,960 --> 00:02:29,760 non-ironic systems autonomy what is a 48 00:02:36,350 --> 00:02:32,970 function and then a theory of organisms 49 00:02:39,530 --> 00:02:36,360 that we don't have and that's a point of 50 00:02:41,780 --> 00:02:39,540 the talk this is more or less what 51 00:02:44,510 --> 00:02:41,790 Schrodinger was thinking when he said we 52 00:02:50,720 --> 00:02:44,520 need new physics but we still don't have 53 00:02:53,360 --> 00:02:50,730 it as a generally accepted theory so if 54 00:02:55,460 --> 00:02:53,370 we go and search for life we might find 55 00:02:57,800 --> 00:02:55,470 three cases three general cases I would 56 00:03:00,140 --> 00:02:57,810 say there was a final with no life 57 00:03:03,440 --> 00:03:00,150 there's a planet with life and there's a 58 00:03:05,420 --> 00:03:03,450 planet with post life I'll call it so 59 00:03:08,300 --> 00:03:05,430 then a problem is the origins how did 60 00:03:09,980 --> 00:03:08,310 emerge then extinction that we're not as 61 00:03:12,500 --> 00:03:09,990 interested but it might be a fundamental 62 00:03:16,280 --> 00:03:12,510 process as well and certainly is 63 00:03:18,949 --> 00:03:16,290 happening in earth at some level but if 64 00:03:21,650 --> 00:03:18,959 we do find life then our best approach 65 00:03:25,190 --> 00:03:21,660 to study life is evolution evolutionary 66 00:03:28,250 --> 00:03:25,200 dynamics and we all know that if we have 67 00:03:30,770 --> 00:03:28,260 this dictum in our brain and so nothing 68 00:03:33,320 --> 00:03:30,780 biology makes sense even it's not in the 69 00:03:35,870 --> 00:03:33,330 light of evolution but evolutionary 70 00:03:40,840 --> 00:03:35,880 theory itself has its own history and it 71 00:03:43,850 --> 00:03:40,850 is quite detailed but there some major 72 00:03:47,990 --> 00:03:43,860 advances in this theory that are exactly 73 00:03:50,270 --> 00:03:48,000 100 years old since Ronald Fisher who 74 00:03:53,270 --> 00:03:50,280 was the first who formally mathematize 75 00:03:57,500 --> 00:03:53,280 most of what we think of as population 76 00:03:59,840 --> 00:03:57,510 genetics so one of our main arguments is 77 00:04:02,620 --> 00:03:59,850 that all of these equations and 78 00:04:05,750 --> 00:04:02,630 everything is it is not that they're bad 79 00:04:09,560 --> 00:04:05,760 math or it is just that they're not 80 00:04:11,540 --> 00:04:09,570 referred to organisms yet so the theory 81 00:04:13,160 --> 00:04:11,550 of evolution is more or less like 100 82 00:04:16,580 --> 00:04:13,170 years of so it is not just because the 83 00:04:19,130 --> 00:04:16,590 100 is but because they're two people at 84 00:04:21,440 --> 00:04:19,140 the top who have so much effect in all 85 00:04:23,990 --> 00:04:21,450 of our community as as a group of 86 00:04:26,090 --> 00:04:24,000 scientists and this two people in 87 00:04:29,790 --> 00:04:26,100 science will be Newton and our 88 00:04:32,850 --> 00:04:29,800 so well this two people wanted to give 89 00:04:34,770 --> 00:04:32,860 us is scientific happiness because happy 90 00:04:37,890 --> 00:04:34,780 is who is able to know the causes of 91 00:04:40,830 --> 00:04:37,900 things and it is someone said this 2,000 92 00:04:43,409 --> 00:04:40,840 years ago so how do we know the causes 93 00:04:46,379 --> 00:04:43,419 of things where you have a system a 94 00:04:48,330 --> 00:04:46,389 natural system then you build a formal 95 00:04:51,210 --> 00:04:48,340 system that has some assumptions 96 00:04:53,969 --> 00:04:51,220 internal assumptions and then you decode 97 00:04:56,850 --> 00:04:53,979 back to the natural systems and they say 98 00:05:00,180 --> 00:04:56,860 ok my formal system is giving me 99 00:05:03,450 --> 00:05:00,190 predictions or useful knowledge about 100 00:05:05,940 --> 00:05:03,460 the natural system so the main framework 101 00:05:08,460 --> 00:05:05,950 currently is just that you have given 102 00:05:11,280 --> 00:05:08,470 some initial conditions and then you 103 00:05:13,020 --> 00:05:11,290 have some below and then you have 104 00:05:15,480 --> 00:05:13,030 boundary conditions and then that law 105 00:05:17,730 --> 00:05:15,490 will predict what's gonna happen and 106 00:05:21,719 --> 00:05:17,740 that's the contemporary view of physics 107 00:05:23,279 --> 00:05:21,729 in very general terms so if you know 108 00:05:25,050 --> 00:05:23,289 what's gonna happen here at this level 109 00:05:27,600 --> 00:05:25,060 out Adams then you know what's gonna 110 00:05:30,270 --> 00:05:27,610 happen in molecules and so on and so 111 00:05:33,930 --> 00:05:30,280 forth until you can explain a social 112 00:05:36,779 --> 00:05:33,940 cultural systems so that's a very gross 113 00:05:39,330 --> 00:05:36,789 simplification but it is a huge debate 114 00:05:42,510 --> 00:05:39,340 currently in physics and this is what is 115 00:05:44,790 --> 00:05:42,520 called awkward conversation you have 116 00:05:47,219 --> 00:05:44,800 subatomic particles that have some 117 00:05:49,560 --> 00:05:47,229 causal effects on atomic level and then 118 00:05:53,370 --> 00:05:49,570 if you see all of the arrows or pointing 119 00:05:55,800 --> 00:05:53,380 upwards but then very recently and it is 120 00:05:59,219 --> 00:05:55,810 not a couple of years busy base has been 121 00:06:02,490 --> 00:05:59,229 going for decades we have George Ellis 122 00:06:05,909 --> 00:06:02,500 that says construction can happen at at 123 00:06:08,400 --> 00:06:05,919 both directions of this tree and we have 124 00:06:14,100 --> 00:06:08,410 evidence of this and we have everything 125 00:06:17,150 --> 00:06:14,110 in biology about this they grow my great 126 00:06:21,420 --> 00:06:17,160 book called from matter to life this 127 00:06:22,740 --> 00:06:21,430 this problem so one example in this many 128 00:06:25,170 --> 00:06:22,750 examples but the one example is that 129 00:06:27,659 --> 00:06:25,180 structure dictates function in many 130 00:06:29,879 --> 00:06:27,669 biological systems and natural selection 131 00:06:32,820 --> 00:06:29,889 adds at this level and therefore it 132 00:06:36,690 --> 00:06:32,830 selects out some molecular components 133 00:06:39,060 --> 00:06:36,700 that are not as good or as fit and there 134 00:06:42,360 --> 00:06:39,070 are historical components in bio 135 00:06:44,880 --> 00:06:42,370 a historical contingency and there's so 136 00:06:47,010 --> 00:06:44,890 much evidence about this in experimental 137 00:06:50,310 --> 00:06:47,020 populations experimental evolution and 138 00:06:52,700 --> 00:06:50,320 that's why how old model which said that 139 00:06:56,130 --> 00:06:52,710 biology is between history and physics 140 00:06:58,020 --> 00:06:56,140 and that's why we cannot really 141 00:06:59,790 --> 00:06:58,030 understand very well so we are 142 00:07:02,490 --> 00:06:59,800 privileged but also we're in trouble 143 00:07:04,920 --> 00:07:02,500 because historical processes are very 144 00:07:09,150 --> 00:07:04,930 hard to just explain with entailing Laos 145 00:07:10,680 --> 00:07:09,160 and physics alone so biologists 146 00:07:13,080 --> 00:07:10,690 somewhere there in the middle this a 147 00:07:16,950 --> 00:07:13,090 figure modified but from Mora wits 148 00:07:18,620 --> 00:07:16,960 original paper and the only framework 149 00:07:21,380 --> 00:07:18,630 that we have to explain order or 150 00:07:23,940 --> 00:07:21,390 emergent properties one of the main 151 00:07:26,670 --> 00:07:23,950 frameworks is used statistical mechanics 152 00:07:29,370 --> 00:07:26,680 that reduces order to a single scalar 153 00:07:31,740 --> 00:07:29,380 value but we as biologists have the 154 00:07:33,660 --> 00:07:31,750 intuition that you cannot just reduce an 155 00:07:37,500 --> 00:07:33,670 organization at a higher level to a 156 00:07:39,780 --> 00:07:37,510 scalar value so and the constants of 157 00:07:42,840 --> 00:07:39,790 things can be explained basically in a 158 00:07:45,090 --> 00:07:42,850 simple framework that's thousands of 159 00:07:46,800 --> 00:07:45,100 years old if you have a material cause 160 00:07:48,510 --> 00:07:46,810 an efficient cause in the formal cost 161 00:07:50,450 --> 00:07:48,520 the material cost is just kind of the 162 00:07:52,620 --> 00:07:50,460 ingredients if you want to make a cake 163 00:07:54,270 --> 00:07:52,630 the efficient cause will be the process 164 00:07:55,920 --> 00:07:54,280 of transforming these ingredients and 165 00:07:59,070 --> 00:07:55,930 the cake will be a formal cause or the 166 00:08:01,620 --> 00:07:59,080 outcome of this process for example this 167 00:08:04,980 --> 00:08:01,630 is a simple example but in evolution we 168 00:08:07,470 --> 00:08:04,990 know that it be we can also frame the 169 00:08:10,980 --> 00:08:07,480 problem in these three causes by saying 170 00:08:12,990 --> 00:08:10,990 that the material cause is individuals 171 00:08:16,020 --> 00:08:13,000 in a population and diffusion costs are 172 00:08:18,150 --> 00:08:16,030 the actual changes of rates of survival 173 00:08:19,890 --> 00:08:18,160 differential fitness and then the 174 00:08:21,390 --> 00:08:19,900 optimum is a new generation of 175 00:08:21,750 --> 00:08:21,400 individuals then you can start over 176 00:08:25,110 --> 00:08:21,760 again 177 00:08:27,690 --> 00:08:25,120 and so forth so what's the evolution 178 00:08:30,570 --> 00:08:27,700 about that's again the question is about 179 00:08:34,230 --> 00:08:30,580 individuals but individuals are not just 180 00:08:36,840 --> 00:08:34,240 single particles or care scalars 181 00:08:40,469 --> 00:08:36,850 individuals are organisms and I guess 182 00:08:42,450 --> 00:08:40,479 that's a problem that we put a with the 183 00:08:46,410 --> 00:08:42,460 physicists are not to blame that the car 184 00:08:50,100 --> 00:08:46,420 is around it because we do make cause or 185 00:08:52,470 --> 00:08:50,110 on our own way we have these particles 186 00:08:54,300 --> 00:08:52,480 that are going to a bottleneck and they 187 00:08:56,430 --> 00:08:54,310 we can these particles as either genes 188 00:08:59,069 --> 00:08:56,440 phenotypic traits or any other 189 00:09:01,199 --> 00:08:59,079 particulate that we can identify and 190 00:09:03,180 --> 00:09:01,209 then from these particles that are 191 00:09:07,110 --> 00:09:03,190 abstracted from the organism we make 192 00:09:09,480 --> 00:09:07,120 predictions but we know that that's 193 00:09:12,569 --> 00:09:09,490 problematic because if the fitness of 194 00:09:15,180 --> 00:09:12,579 traded tokens is not independent of the 195 00:09:17,160 --> 00:09:15,190 organism where these tokens are so 196 00:09:19,350 --> 00:09:17,170 that's why many other people have been 197 00:09:21,720 --> 00:09:19,360 debating that is organism is Fitness 198 00:09:25,139 --> 00:09:21,730 what is important and not just the trait 199 00:09:27,449 --> 00:09:25,149 fitness and we know this if you have 200 00:09:29,670 --> 00:09:27,459 different mutations in different genetic 201 00:09:31,920 --> 00:09:29,680 backgrounds then the phenotype will be 202 00:09:35,550 --> 00:09:31,930 different not as the world type that is 203 00:09:36,930 --> 00:09:35,560 context dependent so the same happens 204 00:09:39,090 --> 00:09:36,940 with game theory and many other 205 00:09:40,860 --> 00:09:39,100 approaches in evolutionary biology that 206 00:09:42,480 --> 00:09:40,870 you have particles that are competing or 207 00:09:44,129 --> 00:09:42,490 doing something you have a payoff matrix 208 00:09:45,870 --> 00:09:44,139 and then you solve the equations and 209 00:09:50,100 --> 00:09:45,880 then you get the dynamics but you're 210 00:09:52,050 --> 00:09:50,110 again abstracting the organism and this 211 00:09:54,300 --> 00:09:52,060 is the practice the current practice we 212 00:09:57,629 --> 00:09:54,310 have these tokens and they interact some 213 00:10:00,900 --> 00:09:57,639 way then we get the dynamics so a 214 00:10:03,389 --> 00:10:00,910 proposal is just very simple and really 215 00:10:06,120 --> 00:10:03,399 not really revolutionary but it sounds 216 00:10:09,660 --> 00:10:06,130 strange for some people if we're not 217 00:10:12,180 --> 00:10:09,670 together this all the time is that we 218 00:10:15,139 --> 00:10:12,190 need to take in acted on the organisms 219 00:10:19,410 --> 00:10:15,149 and the environment is a simple proposal 220 00:10:22,500 --> 00:10:19,420 so our proposal is having a system Oh II 221 00:10:24,930 --> 00:10:22,510 all being the focal organism even the 222 00:10:26,939 --> 00:10:24,940 environmental field which is using all 223 00:10:30,870 --> 00:10:26,949 the things that are not organisms and 224 00:10:33,300 --> 00:10:30,880 the other organisms and do we need a 225 00:10:35,129 --> 00:10:33,310 concept for organisms I think we do and 226 00:10:38,009 --> 00:10:35,139 this is a great review about Matt Farah 227 00:10:39,439 --> 00:10:38,019 where he basically concludes that we do 228 00:10:42,389 --> 00:10:39,449 need 229 00:10:44,939 --> 00:10:42,399 organisms and then other papers have 230 00:10:46,860 --> 00:10:44,949 been trying to explain what an organism 231 00:10:49,379 --> 00:10:46,870 is including this that is not very 232 00:10:51,269 --> 00:10:49,389 sophisticated and physicists will 233 00:10:55,280 --> 00:10:51,279 criticize because the axes have no 234 00:10:57,750 --> 00:10:55,290 values all no but there are recent and 235 00:11:00,900 --> 00:10:57,760 also the environment is not considered 236 00:11:03,420 --> 00:11:00,910 as I mentioned even so we are trying to 237 00:11:06,000 --> 00:11:03,430 design minimum bacterial genomes but I 238 00:11:07,530 --> 00:11:06,010 will ask this in this studies what is 239 00:11:09,780 --> 00:11:07,540 the environment so are you providing 240 00:11:11,940 --> 00:11:09,790 with everything that this bacteria needs 241 00:11:15,660 --> 00:11:11,950 is a minimum media blah blah blah was 242 00:11:17,670 --> 00:11:15,670 temperature so then the synthesis is 243 00:11:19,830 --> 00:11:17,680 very simple we have the organism we have 244 00:11:22,050 --> 00:11:19,840 the environment in their environment can 245 00:11:24,000 --> 00:11:22,060 be another other organisms but this 246 00:11:27,360 --> 00:11:24,010 still the question was what is an 247 00:11:30,690 --> 00:11:27,370 organism well there's this paper in 2015 248 00:11:33,360 --> 00:11:30,700 that is promising to be a very good 249 00:11:36,360 --> 00:11:33,370 definition of organism and it's very 250 00:11:38,520 --> 00:11:36,370 simple you just take in your organism of 251 00:11:41,040 --> 00:11:38,530 preference all the constraints that are 252 00:11:43,530 --> 00:11:41,050 present for instance and enzyme is 253 00:11:46,650 --> 00:11:43,540 constraining a reaction and you can 254 00:11:48,750 --> 00:11:46,660 represent this in a formal way and then 255 00:11:51,330 --> 00:11:48,760 you can change different if different 256 00:11:54,210 --> 00:11:51,340 processes that have constraints on each 257 00:11:57,780 --> 00:11:54,220 other process but then you still have 258 00:12:00,510 --> 00:11:57,790 kind of loose ends so the the problem is 259 00:12:04,200 --> 00:12:00,520 then to close it and this happens 260 00:12:06,210 --> 00:12:04,210 spontaneously in many systems it's an 261 00:12:07,980 --> 00:12:06,220 emergent property that sometimes a 262 00:12:11,340 --> 00:12:07,990 constraint will close the system and 263 00:12:13,950 --> 00:12:11,350 then just to not draw all the rows and 264 00:12:16,290 --> 00:12:13,960 all of these symbols we can just 265 00:12:18,810 --> 00:12:16,300 represent this as a graph that is a 266 00:12:22,500 --> 00:12:18,820 closed graph you can reach any other 267 00:12:24,450 --> 00:12:22,510 node from n for any any node so then 268 00:12:26,340 --> 00:12:24,460 there are other organisms that are also 269 00:12:28,650 --> 00:12:26,350 interacting and even though this looks 270 00:12:31,320 --> 00:12:28,660 complicated is the same principle so 271 00:12:34,770 --> 00:12:31,330 organisms can have constraints in other 272 00:12:38,340 --> 00:12:34,780 organisms and what we're proposing also 273 00:12:40,440 --> 00:12:38,350 is that we need to map the Fitness we is 274 00:12:42,920 --> 00:12:40,450 not sufficient to just design the 275 00:12:48,420 --> 00:12:42,930 organism but to map the Fitness into 276 00:12:51,270 --> 00:12:48,430 functional by Darwinian individual so 277 00:12:55,020 --> 00:12:51,280 how do we do that is just we as we 278 00:12:56,790 --> 00:12:55,030 assign some parts some constraints just 279 00:12:59,460 --> 00:12:56,800 metabolic constraints some other 280 00:13:02,550 --> 00:12:59,470 constraints are involved in reproduction 281 00:13:04,140 --> 00:13:02,560 and the whole system is the organism if 282 00:13:06,870 --> 00:13:04,150 you don't have reproduction but you can 283 00:13:09,750 --> 00:13:06,880 you have organization then you are not 284 00:13:13,430 --> 00:13:09,760 Darwinian organism reproduction also has 285 00:13:15,960 --> 00:13:13,440 to be a heritable variation as we know 286 00:13:18,540 --> 00:13:15,970 and different organisms can cooperate 287 00:13:20,130 --> 00:13:18,550 and for new entities so that 288 00:13:24,750 --> 00:13:20,140 the entire system of these two organisms 289 00:13:26,970 --> 00:13:24,760 is what is closed and then what is the 290 00:13:29,100 --> 00:13:26,980 function here a function is just each of 291 00:13:32,250 --> 00:13:29,110 the constraints that participate in the 292 00:13:34,949 --> 00:13:32,260 system so now this is purely theoretical 293 00:13:37,380 --> 00:13:34,959 but we can model this because there are 294 00:13:40,199 --> 00:13:37,390 many frameworks that we can use from 295 00:13:42,810 --> 00:13:40,209 network theory and from individual based 296 00:13:45,030 --> 00:13:42,820 models and before we didn't have the 297 00:13:47,940 --> 00:13:45,040 concept of organisms but now we do now 298 00:13:51,750 --> 00:13:47,950 we have it so that's what we are going 299 00:13:54,960 --> 00:13:51,760 to show that are just preliminary 300 00:13:57,300 --> 00:13:54,970 results and what we are going to have is 301 00:13:59,639 --> 00:13:57,310 in the individual base model where the 302 00:14:03,180 --> 00:13:59,649 individual is an organism defined as a 303 00:14:06,030 --> 00:14:03,190 closure of constraints and we're going 304 00:14:08,370 --> 00:14:06,040 to call individual processes H processes 305 00:14:10,440 --> 00:14:08,380 you have an organism that interacts with 306 00:14:15,810 --> 00:14:10,450 the environment you have three or Step 307 00:14:18,500 --> 00:14:15,820 alien classes and after you have the 308 00:14:21,600 --> 00:14:18,510 outcome of this process you can have 309 00:14:23,819 --> 00:14:21,610 path and this path if you have a 310 00:14:25,949 --> 00:14:23,829 population that every individual has its 311 00:14:28,440 --> 00:14:25,959 own path and the entire population will 312 00:14:30,480 --> 00:14:28,450 have a path scape not olanski because we 313 00:14:31,680 --> 00:14:30,490 don't know the entire space we don't 314 00:14:36,329 --> 00:14:31,690 know what's going to happen we don't 315 00:14:38,730 --> 00:14:36,339 know what will happen so just this is a 316 00:14:41,790 --> 00:14:38,740 diagram to show the synthesis of the 317 00:14:44,480 --> 00:14:41,800 framework that we have the tools already 318 00:14:47,130 --> 00:14:44,490 well developed by many other people 319 00:14:49,710 --> 00:14:47,140 individual based models spatial models 320 00:14:53,069 --> 00:14:49,720 or Fitness mapping is something that we 321 00:14:54,960 --> 00:14:53,079 can also may put in the computer running 322 00:14:57,449 --> 00:14:54,970 the computer run populations in the 323 00:14:59,639 --> 00:14:57,459 computer and do again as I said 324 00:15:01,319 --> 00:14:59,649 individual based models but each 325 00:15:08,010 --> 00:15:01,329 individual now is an algorithm that 326 00:15:10,199 --> 00:15:08,020 interacts with the environment so that's 327 00:15:15,270 --> 00:15:10,209 it I'm just going to take thank all 328 00:15:20,560 --> 00:15:18,720 [Applause] 329 00:15:29,940 --> 00:15:20,570 take any questions 330 00:15:35,620 --> 00:15:33,430 momentum that biologists intent they 331 00:15:37,780 --> 00:15:35,630 would the mindset would be to rebel 332 00:15:41,590 --> 00:15:37,790 against the idea of trying to represent 333 00:15:44,530 --> 00:15:41,600 like a network of creatures as as a 334 00:15:46,450 --> 00:15:44,540 scalar quantity but in a way isn't that 335 00:15:48,820 --> 00:15:46,460 what the like representation of an 336 00:15:52,360 --> 00:15:48,830 organism is it's it's just a scalar 337 00:15:55,300 --> 00:15:52,370 quantity in the vast web of life is it 338 00:15:57,460 --> 00:15:55,310 work I mean you could possibly encode a 339 00:16:00,730 --> 00:15:57,470 network structure in the states of the 340 00:16:03,070 --> 00:16:00,740 of the network in a scalar value but 341 00:16:05,020 --> 00:16:03,080 that's not what we usually do in 342 00:16:06,790 --> 00:16:05,030 statistical mechanics you just have 343 00:16:10,120 --> 00:16:06,800 different arrangements of a system 344 00:16:11,530 --> 00:16:10,130 probably you can encode it but that's 345 00:16:12,820 --> 00:16:11,540 not the fundamental thing the 346 00:16:16,320 --> 00:16:12,830 fundamental thing is the description 347 00:16:19,090 --> 00:16:16,330 itself of the organism not being 348 00:16:21,510 --> 00:16:19,100 described as a particle but as the 349 00:16:24,040 --> 00:16:21,520 system because life is a system proper 350 00:16:25,930 --> 00:16:24,050 so you think that statistical modeling 351 00:16:28,240 --> 00:16:25,940 is like the sorry that's okay I 352 00:16:30,670 --> 00:16:28,250 apologize we do need to take this 353 00:16:31,990 --> 00:16:30,680 offline it can we thank our speaker